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ferrazzipietro/
crfTask-unsup-Qwen3-8B-singlepeak

Name: crfTask-unsup-Qwen3-8B-singlepeak
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crfTask-unsup-Qwen3-8B-singlepeak

This model was trained from scratch on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 1.1637
F1 Micro: 0.9382
F1 Macro: 0.3183
F1 Weighted: 0.9428
Class/f1 Results Per Class: {}
Items/f1 Scores Per Item: {'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 0.9236842105263158, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 0.46153846153846156, 'Urine drug test': 1.0, 'EEG, any abnormality': 1.0, 'Serum creatinine kinase': 1.0, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 1.0, 'Compliance with antiepileptic therapy': 1.0, 'Hemorrhage': 0.47058823529411764, 'Pale skin during the episode': 0.4857142857142857, 'Body temperature': 0.8567931456548348, 'Carotid sinus massage': 0.47368421052631576, 'Blood drug dosage': 0.45454545454545453, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 1.0, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 0.4523809523809524, 'Supine-to-standing systolic blood pressure test': 0.3333333333333333, 'D-Dimer': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 0.5555555555555555, 'Palliative care [already in place at home]': 0.47368421052631576, 'History of recent trauma': 0.7959468902865129, 'Pulmonary scintigraphy, any abnormality': 1.0, 'Aortic dissection': 1.0, 'Administration of bronchodilator': 1.0, 'Foreign body in the airways': 0.9555555555555555, 'Epilepsy / epileptic seizure': 1.0, 'Stiffness during the episode': 1.0, 'Severe Anemia': 1.0, 'pH': 1.0, 'Blood sodium': 1.0, 'Antiepileptic therapy already in place': 0.4857142857142857, 'History of drug abuse': 1.0, 'Compression ultrasound (CUS), any abnormality': 0.8222222222222223, 'TLoC during effort': 0.2857142857142857, 'Respiratory rate': 0.8661504424778761, 'Presence of prodromal symptoms': 0.6210526315789473, "Improvement of patient's conditions": 0.6833333333333333, 'Drooling during the episode': 0.6533333333333333, 'SpO2 in aa': 0.8713738368910782, 'Tongue bite': 1.0, 'Blood calcium': 0.8736842105263158, 'Blood alcohol': 1.0, 'Blood potassium': 1.0, 'Neurodegenerative disease': 1.0, 'Thoracic ultrasound, any abnormalities': 0.8173767752715122, 'Blood glucose': 0.9017857142857143, "Duration of the patient's unconsciousness": 1.0, 'Need but absence of a caregiver': 1.0, 'Chest pain': 0.8842018196856906, 'HC03-': 1.0, 'Respiratory failure': 0.85, 'Administration of steroids': 0.8472222222222222, 'Cardiovascular failure': 1.0, 'Presence of respiratory distress': 0.5343915343915344, 'First episode of epilepsy': 0.3333333333333333, 'ECG monitoring, any abnormality': 1.0, 'Further seizures in the ED': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 1.0, 'History of drug allergy': 1.0, 'Drowsiness, confusion, disorientation as postcritical state': 0.6545454545454545, 'Level of consciousness': 0.45533300464275445, 'Presence of dyspnea': 0.8844444444444444, 'Renal failure': 0.4057971014492754, 'Blood in the stool': 0.6576576576576577, 'C-Reactive Protein': 1.0, 'Metabolic failure': 0.3333333333333333, 'Chronic rheumatologic disease': 1.0, 'Influenza and various infections': 0.6785714285714286, 'Neoplasia': 1.0, 'Cardiac tamponade': 1.0, 'Asthma exacerbation': 1.0, 'Neuropsychiatric disorders': 1.0, 'TLoC while supine': 0.30630630630630634, 'Leukocytes': 1.0, 'Pulmonary embolism': 1.0, 'Platelets': 1.0, 'Troponin': 0.939799331103679, 'Heart failure': 1.0, 'Eye deviation during the episode': 1.0, 'Performance of thoracentesis': 1.0, 'Improvement of dyspnea': 1.0, 'BNP / NT-pro-BNP': 1.0, 'Heart rate': 0.8797979797979798, 'Pneumonia': 1.0, 'Level of autonomy (mobility)': 0.25471014492753624, 'TLoC in unknown circumstances': 1.0, 'Brain MRI, any abnormality': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Administration of fluids': 0.9354166666666667, 'Dementia [chronic condition]': 1.0, 'Acute dialysis': 1.0, 'Administration of diuretics': 0.9423503325942351, 'COPD exacerbation': 1.0, 'SARS-CoV-2 swab test': 0.8648809523809525, 'Brain CT scan, any abnormality': 0.5725806451612904, 'Presence of pacemaker': 1.0, 'COVID 19': 1.0, 'SpO2 in O2 therapy': 0.9544592030360531, 'General condition deterioration': 0.8697478991596639, 'Ab ingestis pneumonia': 1.0, 'Homelessness': 1.0, 'Cardiac ultrasound, any abnormality': 0.8704453441295547, 'Transaminase': 0.9022556390977443, 'Chest Rx, any abnormalities': 0.942857142857143, 'Agitation [acute condition]': 0.9045454545454545, 'Acute pulmonary edema': 1.0, 'Known history of epilepsy': 0.6, 'PaC02': 0.9258241758241759, 'Antihypertensive therapy': 0.9544513457556936, 'Chronic cardiac failure': 0.3333333333333333, 'ECG, any abnormality': 0.7904761904761904, 'Abdomen CT scan, any abnormality': 0.48484848484848486, 'Administration of oxygen/ventilation': 0.975551580202743, 'Blood pressure': 0.8918032786885246, 'Presence of defibrillator': 1.0, 'Creatinine': 1.0, 'Intoxication': 0.4838709677419355, 'Arrhythmia': 1.0, 'Hemoglobin': 0.96, 'Problematic family context': 1.0, 'Pa02': 0.8952380952380952, 'Cardio-pulmonary resuscitation': 1.0, 'Anticoagulants or antiplatelet drug therapy': 0.8050974512743628, 'Value following the previous one': 0.7840909090909092, 'Living alone': 1.0, 'Chest CT scan, any abnormality': 1.0, 'Blood transfusions': 1.0, 'INR': 1.0, 'Poly-pharmacological therapy (= 5)': 1.0, 'Peripheral neuropathy': 0.9322493224932249, 'Concussive head trauma': 0.7045454545454546, 'Pneumothorax': 1.0, 'Diffuse vascular disease': 0.8545454545454545}

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 0.0003
train_batch_size: 64
eval_batch_size: 16
seed: 42
distributed_type: multi-GPU
optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-07 and optimizer_args=No additional optimizer arguments
lr_scheduler_type: cosine
lr_scheduler_warmup_ratio: 0.1
training_steps: 220

Training results

Training Loss	Epoch	Step	Validation Loss	F1 Micro	F1 Macro	F1 Weighted	Class/f1 Results Per Class	Items/f1 Scores Per Item
5.5312	0.0024	2	5.0748	0.0	0.0	0.0	{}	{'Acute coronary syndrome': 0.0, 'Cardiovascular diseases (except for HF)': 0.0, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 0.0, 'Urine drug test': 0.0, 'EEG, any abnormality': 0.0, 'Serum creatinine kinase': 0.0, 'Chronic dialysis': 0.0, 'Tonic-clonic seizures': 0.0, 'Hemorrhage': 0.0, 'Pale skin during the episode': 0.0, 'Body temperature': 0.0, 'Carotid sinus massage': 0.0, 'Blood drug dosage': 0.0, 'Speed with which the patient recovered consciousness': 0.0, 'Situational syncope': 0.0, 'History of alcohol abuse': 0.0, 'Pregnancy': 0.0, 'Neurologist consultation [if neurological consultation is required]': 0.0, 'D-Dimer': 0.0, 'Supine-to-standing systolic blood pressure test': 0.0, 'Lactates': 0.0, 'Pulmonary Disease': 0.0, 'Palliative care [already in place at home]': 0.0, 'History of recent trauma': 0.0, 'Pulmonary scintigraphy, any abnormality': 0.0, 'Aortic dissection': 0.0, 'Administration of bronchodilator': 0.0, 'Foreign body in the airways': 0.0, 'Epilepsy / epileptic seizure': 0.0, 'Stiffness during the episode': 0.0, 'History of drug abuse': 0.0, 'pH': 0.0, 'Antiepileptic therapy already in place': 0.0, 'Blood sodium': 0.0, 'Severe Anemia': 0.0, 'Compression ultrasound (CUS), any abnormality': 0.0, 'TLoC during effort': 0.0, 'Respiratory rate': 0.0, 'Presence of prodromal symptoms': 0.0, "Improvement of patient's conditions": 0.0, 'Drooling during the episode': 0.0, 'SpO2 in aa': 0.0, 'Tongue bite': 0.0, 'Blood calcium': 0.0, 'Blood alcohol': 0.0, 'Blood potassium': 0.0, 'Neurodegenerative disease': 0.0, 'Thoracic ultrasound, any abnormalities': 0.0, 'Blood glucose': 0.0, "Duration of the patient's unconsciousness": 0.0, 'Need but absence of a caregiver': 0.0, 'Chest pain': 0.0, 'HC03-': 0.0, 'Respiratory failure': 0.0, 'Administration of steroids': 0.0, 'Cardiovascular failure': 0.0, 'Presence of respiratory distress': 0.0, 'First episode of epilepsy': 0.0, 'ECG monitoring, any abnormality': 0.0, 'Further seizures in the ED': 0.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 0.0, 'History of drug allergy': 0.0, 'Drowsiness, confusion, disorientation as postcritical state': 0.0, 'Level of consciousness': 0.0, 'Presence of dyspnea': 0.0, 'Renal failure': 0.0, 'Blood in the stool': 0.0, 'C-Reactive Protein': 0.0, 'Metabolic failure': 0.0, 'Chronic rheumatologic disease': 0.0, 'Influenza and various infections': 0.0, 'Neoplasia': 0.0, 'Cardiac tamponade': 0.0, 'Asthma exacerbation': 0.0, 'Neuropsychiatric disorders': 0.0, 'TLoC while supine': 0.0, 'Leukocytes': 0.0, 'Pulmonary embolism': 0.0, 'Platelets': 0.0, 'Troponin': 0.0, 'Heart failure': 0.0, 'Eye deviation during the episode': 0.0, 'Performance of thoracentesis': 0.0, 'Improvement of dyspnea': 0.0, 'Brain MRI, any abnormality': 0.0, 'Heart rate': 0.0, 'Pneumonia': 0.0, 'Level of autonomy (mobility)': 0.0, 'BNP / NT-pro-BNP': 0.0, 'Gastroscopy, any abnormalities': 0.0, 'Administration of fluids': 0.0, 'Acute dialysis': 0.0, 'Dementia [chronic condition]': 0.0, 'Administration of diuretics': 0.0, 'COPD exacerbation': 0.0, 'Brain CT scan, any abnormality': 0.0, 'SARS-CoV-2 swab test': 0.0, 'Presence of pacemaker': 0.0, 'COVID 19': 0.0, 'SpO2 in O2 therapy': 0.0, 'General condition deterioration': 0.0, 'Ab ingestis pneumonia': 0.0, 'Homelessness': 0.0, 'Cardiac ultrasound, any abnormality': 0.0, 'Transaminase': 0.0, 'Chest Rx, any abnormalities': 0.0, 'Agitation [acute condition]': 0.0, 'Acute pulmonary edema': 0.0, 'Known history of epilepsy': 0.0, 'PaC02': 0.0, 'Antihypertensive therapy': 0.0, 'Chronic cardiac failure': 0.0, 'ECG, any abnormality': 0.0, 'Abdomen CT scan, any abnormality': 0.0, 'Administration of oxygen/ventilation': 0.0, 'Blood pressure': 0.0, 'Presence of defibrillator': 0.0, 'Intoxication': 0.0, 'Creatinine': 0.0, 'Arrhythmia': 0.0, 'Hemoglobin': 0.0, 'Problematic family context': 0.0, 'Pa02': 0.0, 'Cardio-pulmonary resuscitation': 0.0, 'Anticoagulants or antiplatelet drug therapy': 0.0, 'Value following the previous one': 0.0, 'Chest CT scan, any abnormality': 0.0, 'Blood transfusions': 0.0, 'INR': 0.0, 'Poly-pharmacological therapy (= 5)': 0.0, 'Peripheral neuropathy': 0.0, 'Concussive head trauma': 0.0, 'Pneumothorax': 0.0, 'Diffuse vascular disease': 0.0}
5.5312	0.0047	4	5.0576	0.0	0.0	0.0	{}	{'Acute coronary syndrome': 0.0, 'Cardiovascular diseases (except for HF)': 0.0, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 0.0, 'Urine drug test': 0.0, 'EEG, any abnormality': 0.0, 'Serum creatinine kinase': 0.0, 'Chronic dialysis': 0.0, 'Tonic-clonic seizures': 0.0, 'Hemorrhage': 0.0, 'Pale skin during the episode': 0.0, 'Body temperature': 0.0, 'Carotid sinus massage': 0.0, 'Blood drug dosage': 0.0, 'Speed with which the patient recovered consciousness': 0.0, 'Situational syncope': 0.0, 'History of alcohol abuse': 0.0, 'Pregnancy': 0.0, 'Neurologist consultation [if neurological consultation is required]': 0.0, 'D-Dimer': 0.0, 'Supine-to-standing systolic blood pressure test': 0.0, 'Lactates': 0.0, 'Pulmonary Disease': 0.0, 'Palliative care [already in place at home]': 0.0, 'History of recent trauma': 0.0, 'Pulmonary scintigraphy, any abnormality': 0.0, 'Aortic dissection': 0.0, 'Administration of bronchodilator': 0.0, 'Foreign body in the airways': 0.0, 'Epilepsy / epileptic seizure': 0.0, 'Stiffness during the episode': 0.0, 'History of drug abuse': 0.0, 'pH': 0.0, 'Antiepileptic therapy already in place': 0.0, 'Blood sodium': 0.0, 'Severe Anemia': 0.0, 'Compression ultrasound (CUS), any abnormality': 0.0, 'TLoC during effort': 0.0, 'Respiratory rate': 0.0, 'Presence of prodromal symptoms': 0.0, "Improvement of patient's conditions": 0.0, 'Drooling during the episode': 0.0, 'SpO2 in aa': 0.0, 'Tongue bite': 0.0, 'Blood calcium': 0.0, 'Blood alcohol': 0.0, 'Blood potassium': 0.0, 'Neurodegenerative disease': 0.0, 'Thoracic ultrasound, any abnormalities': 0.0, 'Blood glucose': 0.0, "Duration of the patient's unconsciousness": 0.0, 'Need but absence of a caregiver': 0.0, 'Chest pain': 0.0, 'HC03-': 0.0, 'Respiratory failure': 0.0, 'Administration of steroids': 0.0, 'Cardiovascular failure': 0.0, 'Presence of respiratory distress': 0.0, 'First episode of epilepsy': 0.0, 'ECG monitoring, any abnormality': 0.0, 'Further seizures in the ED': 0.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 0.0, 'History of drug allergy': 0.0, 'Drowsiness, confusion, disorientation as postcritical state': 0.0, 'Level of consciousness': 0.0, 'Presence of dyspnea': 0.0, 'Renal failure': 0.0, 'Blood in the stool': 0.0, 'C-Reactive Protein': 0.0, 'Metabolic failure': 0.0, 'Chronic rheumatologic disease': 0.0, 'Influenza and various infections': 0.0, 'Neoplasia': 0.0, 'Cardiac tamponade': 0.0, 'Asthma exacerbation': 0.0, 'Neuropsychiatric disorders': 0.0, 'TLoC while supine': 0.0, 'Leukocytes': 0.0, 'Pulmonary embolism': 0.0, 'Platelets': 0.0, 'Troponin': 0.0, 'Heart failure': 0.0, 'Eye deviation during the episode': 0.0, 'Performance of thoracentesis': 0.0, 'Improvement of dyspnea': 0.0, 'Brain MRI, any abnormality': 0.0, 'Heart rate': 0.0, 'Pneumonia': 0.0, 'Level of autonomy (mobility)': 0.0, 'BNP / NT-pro-BNP': 0.0, 'Gastroscopy, any abnormalities': 0.0, 'Administration of fluids': 0.0, 'Acute dialysis': 0.0, 'Dementia [chronic condition]': 0.0, 'Administration of diuretics': 0.0, 'COPD exacerbation': 0.0, 'Brain CT scan, any abnormality': 0.0, 'SARS-CoV-2 swab test': 0.0, 'Presence of pacemaker': 0.0, 'COVID 19': 0.0, 'SpO2 in O2 therapy': 0.0, 'General condition deterioration': 0.0, 'Ab ingestis pneumonia': 0.0, 'Homelessness': 0.0, 'Cardiac ultrasound, any abnormality': 0.0, 'Transaminase': 0.0, 'Chest Rx, any abnormalities': 0.0, 'Agitation [acute condition]': 0.0, 'Acute pulmonary edema': 0.0, 'Known history of epilepsy': 0.0, 'PaC02': 0.0, 'Antihypertensive therapy': 0.0, 'Chronic cardiac failure': 0.0, 'ECG, any abnormality': 0.0, 'Abdomen CT scan, any abnormality': 0.0, 'Administration of oxygen/ventilation': 0.0, 'Blood pressure': 0.0, 'Presence of defibrillator': 0.0, 'Intoxication': 0.0, 'Creatinine': 0.0, 'Arrhythmia': 0.0, 'Hemoglobin': 0.0, 'Problematic family context': 0.0, 'Pa02': 0.0, 'Cardio-pulmonary resuscitation': 0.0, 'Anticoagulants or antiplatelet drug therapy': 0.0, 'Value following the previous one': 0.0, 'Chest CT scan, any abnormality': 0.0, 'Blood transfusions': 0.0, 'INR': 0.0, 'Poly-pharmacological therapy (= 5)': 0.0, 'Peripheral neuropathy': 0.0, 'Concussive head trauma': 0.0, 'Pneumothorax': 0.0, 'Diffuse vascular disease': 0.0}
5.375	0.0071	6	4.9926	0.0	0.0	0.0	{}	{'Acute coronary syndrome': 0.0, 'Cardiovascular diseases (except for HF)': 0.0, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 0.0, 'Urine drug test': 0.0, 'EEG, any abnormality': 0.0, 'Serum creatinine kinase': 0.0, 'Chronic dialysis': 0.0, 'Tonic-clonic seizures': 0.0, 'Hemorrhage': 0.0, 'Pale skin during the episode': 0.0, 'Body temperature': 0.0, 'Carotid sinus massage': 0.0, 'Blood drug dosage': 0.0, 'Speed with which the patient recovered consciousness': 0.0, 'Situational syncope': 0.0, 'History of alcohol abuse': 0.0, 'Pregnancy': 0.0, 'Neurologist consultation [if neurological consultation is required]': 0.0, 'D-Dimer': 0.0, 'Supine-to-standing systolic blood pressure test': 0.0, 'Lactates': 0.0, 'Pulmonary Disease': 0.0, 'Palliative care [already in place at home]': 0.0, 'History of recent trauma': 0.0, 'Pulmonary scintigraphy, any abnormality': 0.0, 'Aortic dissection': 0.0, 'Administration of bronchodilator': 0.0, 'Foreign body in the airways': 0.0, 'Epilepsy / epileptic seizure': 0.0, 'Stiffness during the episode': 0.0, 'History of drug abuse': 0.0, 'pH': 0.0, 'Antiepileptic therapy already in place': 0.0, 'Blood sodium': 0.0, 'Severe Anemia': 0.0, 'Compression ultrasound (CUS), any abnormality': 0.0, 'TLoC during effort': 0.0, 'Respiratory rate': 0.0, 'Presence of prodromal symptoms': 0.0, "Improvement of patient's conditions": 0.0, 'Drooling during the episode': 0.0, 'SpO2 in aa': 0.0, 'Tongue bite': 0.0, 'Blood calcium': 0.0, 'Blood alcohol': 0.0, 'Blood potassium': 0.0, 'Neurodegenerative disease': 0.0, 'Thoracic ultrasound, any abnormalities': 0.0, 'Blood glucose': 0.0, "Duration of the patient's unconsciousness": 0.0, 'Need but absence of a caregiver': 0.0, 'Chest pain': 0.0, 'HC03-': 0.0, 'Respiratory failure': 0.0, 'Administration of steroids': 0.0, 'Cardiovascular failure': 0.0, 'Presence of respiratory distress': 0.0, 'First episode of epilepsy': 0.0, 'ECG monitoring, any abnormality': 0.0, 'Further seizures in the ED': 0.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 0.0, 'History of drug allergy': 0.0, 'Drowsiness, confusion, disorientation as postcritical state': 0.0, 'Level of consciousness': 0.0, 'Presence of dyspnea': 0.0, 'Renal failure': 0.0, 'Blood in the stool': 0.0, 'C-Reactive Protein': 0.0, 'Metabolic failure': 0.0, 'Chronic rheumatologic disease': 0.0, 'Influenza and various infections': 0.0, 'Neoplasia': 0.0, 'Cardiac tamponade': 0.0, 'Asthma exacerbation': 0.0, 'Neuropsychiatric disorders': 0.0, 'TLoC while supine': 0.0, 'Leukocytes': 0.0, 'Pulmonary embolism': 0.0, 'Platelets': 0.0, 'Troponin': 0.0, 'Heart failure': 0.0, 'Eye deviation during the episode': 0.0, 'Performance of thoracentesis': 0.0, 'Improvement of dyspnea': 0.0, 'Brain MRI, any abnormality': 0.0, 'Heart rate': 0.0, 'Pneumonia': 0.0, 'Level of autonomy (mobility)': 0.0, 'BNP / NT-pro-BNP': 0.0, 'Gastroscopy, any abnormalities': 0.0, 'Administration of fluids': 0.0, 'Acute dialysis': 0.0, 'Dementia [chronic condition]': 0.0, 'Administration of diuretics': 0.0, 'COPD exacerbation': 0.0, 'Brain CT scan, any abnormality': 0.0, 'SARS-CoV-2 swab test': 0.0, 'Presence of pacemaker': 0.0, 'COVID 19': 0.0, 'SpO2 in O2 therapy': 0.0, 'General condition deterioration': 0.0, 'Ab ingestis pneumonia': 0.0, 'Homelessness': 0.0, 'Cardiac ultrasound, any abnormality': 0.0, 'Transaminase': 0.0, 'Chest Rx, any abnormalities': 0.0, 'Agitation [acute condition]': 0.0, 'Acute pulmonary edema': 0.0, 'Known history of epilepsy': 0.0, 'PaC02': 0.0, 'Antihypertensive therapy': 0.0, 'Chronic cardiac failure': 0.0, 'ECG, any abnormality': 0.0, 'Abdomen CT scan, any abnormality': 0.0, 'Administration of oxygen/ventilation': 0.0, 'Blood pressure': 0.0, 'Presence of defibrillator': 0.0, 'Intoxication': 0.0, 'Creatinine': 0.0, 'Arrhythmia': 0.0, 'Hemoglobin': 0.0, 'Problematic family context': 0.0, 'Pa02': 0.0, 'Cardio-pulmonary resuscitation': 0.0, 'Anticoagulants or antiplatelet drug therapy': 0.0, 'Value following the previous one': 0.0, 'Chest CT scan, any abnormality': 0.0, 'Blood transfusions': 0.0, 'INR': 0.0, 'Poly-pharmacological therapy (= 5)': 0.0, 'Peripheral neuropathy': 0.0, 'Concussive head trauma': 0.0, 'Pneumothorax': 0.0, 'Diffuse vascular disease': 0.0}
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2.4813	0.0307	26	1.9381	0.6833	0.1946	0.6984	{}	{'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 0.8831168831168831, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 0.3333333333333333, 'Urine drug test': 1.0, 'EEG, any abnormality': 0.0, 'Serum creatinine kinase': 0.4, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 1.0, 'Hemorrhage': 1.0, 'Pale skin during the episode': 0.25, 'Body temperature': 0.3157894736842105, 'Carotid sinus massage': 1.0, 'Blood drug dosage': 1.0, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 0.6190476190476191, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 0.2, 'D-Dimer': 1.0, 'Supine-to-standing systolic blood pressure test': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 1.0, 'Palliative care [already in place at home]': 1.0, 'History of recent trauma': 0.6363636363636364, 'Pulmonary scintigraphy, any abnormality': 0.3333333333333333, 'Aortic dissection': 1.0, 'Administration of bronchodilator': 1.0, 'Foreign body in the airways': 0.16666666666666666, 'Epilepsy / epileptic seizure': 1.0, 'Stiffness during the episode': 0.0, 'History of drug abuse': 1.0, 'pH': 0.7619047619047619, 'Antiepileptic therapy already in place': 0.6, 'Blood sodium': 1.0, 'Severe Anemia': 0.0, 'Compression ultrasound (CUS), any abnormality': 0.2, 'TLoC during effort': 0.25, 'Respiratory rate': 0.4807987711213518, 'Presence of prodromal symptoms': 1.0, "Improvement of patient's conditions": 0.25, 'Drooling during the episode': 0.0, 'SpO2 in aa': 1.0, 'Tongue bite': 0.0, 'Blood calcium': 1.0, 'Blood alcohol': 1.0, 'Blood potassium': 0.65, 'Neurodegenerative disease': 1.0, 'Thoracic ultrasound, any abnormalities': 0.6888888888888888, 'Blood glucose': 0.2, "Duration of the patient's unconsciousness": 1.0, 'Need but absence of a caregiver': 0.0, 'Chest pain': 0.6535353535353535, 'HC03-': 0.2222222222222222, 'Respiratory failure': 1.0, 'Administration of steroids': 1.0, 'Cardiovascular failure': 1.0, 'Presence of respiratory distress': 0.3333333333333333, 'First episode of epilepsy': 0.3333333333333333, 'ECG monitoring, any abnormality': 0.0, 'Further seizures in the ED': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 0.4, 'History of drug allergy': 0.4444444444444444, 'Drowsiness, confusion, disorientation as postcritical state': 1.0, 'Level of consciousness': 0.12129629629629629, 'Presence of dyspnea': 0.65, 'Renal failure': 1.0, 'Blood in the stool': 1.0, 'C-Reactive Protein': 0.6666666666666666, 'Metabolic failure': 0.3333333333333333, 'Chronic rheumatologic disease': 0.4, 'Influenza and various infections': 0.45454545454545453, 'Neoplasia': 1.0, 'Cardiac tamponade': 1.0, 'Asthma exacerbation': 0.4, 'Neuropsychiatric disorders': 0.3333333333333333, 'TLoC while supine': 0.4444444444444444, 'Leukocytes': 0.375, 'Pulmonary embolism': 1.0, 'Platelets': 0.6666666666666666, 'Troponin': 1.0, 'Heart failure': 1.0, 'Eye deviation during the episode': 1.0, 'Performance of thoracentesis': 1.0, 'Improvement of dyspnea': 0.3333333333333333, 'Brain MRI, any abnormality': 0.4, 'Heart rate': 0.3650793650793651, 'Pneumonia': 0.4, 'Level of autonomy (mobility)': 0.3333333333333333, 'BNP / NT-pro-BNP': 1.0, 'Gastroscopy, any abnormalities': 0.3333333333333333, 'Administration of fluids': 0.42857142857142855, 'Acute dialysis': 1.0, 'Dementia [chronic condition]': 0.25, 'Administration of diuretics': 0.4444444444444444, 'COPD exacerbation': 0.6666666666666666, 'Brain CT scan, any abnormality': 0.2222222222222222, 'SARS-CoV-2 swab test': 0.45, 'Presence of pacemaker': 1.0, 'COVID 19': 1.0, 'SpO2 in O2 therapy': 1.0, 'General condition deterioration': 0.375, 'Ab ingestis pneumonia': 1.0, 'Homelessness': 0.3333333333333333, 'Cardiac ultrasound, any abnormality': 0.6296296296296297, 'Transaminase': 1.0, 'Chest Rx, any abnormalities': 1.0, 'Agitation [acute condition]': 0.0, 'Acute pulmonary edema': 1.0, 'Known history of epilepsy': 0.5, 'PaC02': 0.2, 'Antihypertensive therapy': 0.5, 'Chronic cardiac failure': 0.0, 'ECG, any abnormality': 0.5238095238095238, 'Abdomen CT scan, any abnormality': 0.4, 'Administration of oxygen/ventilation': 0.8444444444444444, 'Blood pressure': 0.6041666666666666, 'Presence of defibrillator': 1.0, 'Intoxication': 1.0, 'Creatinine': 0.7333333333333334, 'Arrhythmia': 1.0, 'Hemoglobin': 0.5, 'Problematic family context': 0.4, 'Pa02': 1.0, 'Cardio-pulmonary resuscitation': 1.0, 'Anticoagulants or antiplatelet drug therapy': 0.3333333333333333, 'Value following the previous one': 1.0, 'Chest CT scan, any abnormality': 0.5555555555555555, 'Blood transfusions': 1.0, 'INR': 1.0, 'Poly-pharmacological therapy (= 5)': 0.4, 'Peripheral neuropathy': 1.0, 'Concussive head trauma': 0.7619047619047619, 'Pneumothorax': 1.0, 'Diffuse vascular disease': 0.7083333333333333}
2.4813	0.0331	28	1.8592	0.7367	0.2284	0.7289	{}	{'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 0.8831168831168831, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 0.3333333333333333, 'Urine drug test': 1.0, 'EEG, any abnormality': 1.0, 'Serum creatinine kinase': 0.4, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 1.0, 'Hemorrhage': 1.0, 'Pale skin during the episode': 0.25, 'Body temperature': 0.3157894736842105, 'Carotid sinus massage': 1.0, 'Blood drug dosage': 1.0, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 1.0, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 0.42857142857142855, 'D-Dimer': 1.0, 'Supine-to-standing systolic blood pressure test': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 1.0, 'Palliative care [already in place at home]': 1.0, 'History of recent trauma': 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0.8571428571428571}
2.175	0.0355	30	1.7958	0.7783	0.3079	0.7669	{}	{'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 0.8831168831168831, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 0.3333333333333333, 'Urine drug test': 1.0, 'EEG, any abnormality': 1.0, 'Serum creatinine kinase': 0.4, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 1.0, 'Hemorrhage': 1.0, 'Pale skin during the episode': 0.25, 'Body temperature': 0.4602272727272727, 'Carotid sinus massage': 1.0, 'Blood drug dosage': 1.0, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 1.0, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 0.42857142857142855, 'D-Dimer': 1.0, 'Supine-to-standing systolic blood pressure test': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 1.0, 'Palliative care [already in place at home]': 1.0, 'History of recent trauma': 1.0, 'Pulmonary scintigraphy, any abnormality': 1.0, 'Aortic dissection': 1.0, 'Administration of bronchodilator': 1.0, 'Foreign body in the airways': 0.4, 'Epilepsy / epileptic seizure': 1.0, 'Stiffness during the episode': 1.0, 'History of drug abuse': 0.0, 'pH': 0.7619047619047619, 'Antiepileptic therapy already in place': 1.0, 'Blood sodium': 1.0, 'Severe Anemia': 1.0, 'Compression ultrasound (CUS), any abnormality': 1.0, 'TLoC during effort': 0.4444444444444444, 'Respiratory rate': 0.3696969696969697, 'Presence of prodromal symptoms': 1.0, "Improvement of patient's conditions": 0.25, 'Drooling during the episode': 1.0, 'SpO2 in aa': 1.0, 'Tongue bite': 0.42857142857142855, 'Blood calcium': 1.0, 'Blood alcohol': 1.0, 'Blood potassium': 0.65, 'Neurodegenerative disease': 1.0, 'Thoracic ultrasound, any abnormalities': 0.5757575757575758, 'Blood glucose': 0.3333333333333333, "Duration of the patient's unconsciousness": 1.0, 'Need but absence of a caregiver': 1.0, 'Chest pain': 0.7503607503607505, 'HC03-': 0.4, 'Respiratory failure': 1.0, 'Administration of steroids': 1.0, 'Cardiovascular failure': 1.0, 'Presence of respiratory distress': 0.3333333333333333, 'First episode of epilepsy': 0.3333333333333333, 'ECG monitoring, any abnormality': 0.0, 'Further seizures in the ED': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 0.4, 'History of drug allergy': 0.5185185185185185, 'Drowsiness, confusion, disorientation as postcritical state': 1.0, 'Level of consciousness': 0.17765567765567766, 'Presence of dyspnea': 0.8444444444444444, 'Renal failure': 1.0, 'Blood in the stool': 1.0, 'C-Reactive Protein': 0.6666666666666666, 'Metabolic failure': 0.3333333333333333, 'Chronic rheumatologic disease': 0.4, 'Influenza and various infections': 0.45454545454545453, 'Neoplasia': 1.0, 'Cardiac tamponade': 1.0, 'Asthma exacerbation': 0.4, 'Neuropsychiatric disorders': 0.3333333333333333, 'TLoC while supine': 0.4444444444444444, 'Leukocytes': 0.7619047619047619, 'Pulmonary embolism': 1.0, 'Platelets': 1.0, 'Troponin': 1.0, 'Heart failure': 1.0, 'Eye deviation during the episode': 1.0, 'Performance of thoracentesis': 1.0, 'Improvement of dyspnea': 0.42857142857142855, 'Brain MRI, any abnormality': 1.0, 'Heart rate': 0.6727272727272727, 'Pneumonia': 0.4, 'Level of autonomy (mobility)': 0.3333333333333333, 'BNP / NT-pro-BNP': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Administration of fluids': 0.42857142857142855, 'Acute dialysis': 1.0, 'Dementia [chronic condition]': 0.4, 'Administration of diuretics': 0.4444444444444444, 'COPD exacerbation': 0.6666666666666666, 'Brain CT scan, any abnormality': 0.7333333333333334, 'SARS-CoV-2 swab test': 0.8222222222222223, 'Presence of pacemaker': 1.0, 'COVID 19': 1.0, 'SpO2 in O2 therapy': 1.0, 'General condition deterioration': 0.375, 'Ab ingestis pneumonia': 1.0, 'Homelessness': 0.45454545454545453, 'Cardiac ultrasound, any abnormality': 0.6296296296296297, 'Transaminase': 1.0, 'Chest Rx, any abnormalities': 1.0, 'Agitation [acute condition]': 0.3333333333333333, 'Acute pulmonary edema': 1.0, 'Known history of epilepsy': 1.0, 'PaC02': 0.2, 'Antihypertensive therapy': 0.2, 'Chronic cardiac failure': 1.0, 'ECG, any abnormality': 0.5555555555555555, 'Abdomen CT scan, any abnormality': 0.25, 'Administration of oxygen/ventilation': 1.0, 'Blood pressure': 0.7205882352941176, 'Presence of defibrillator': 1.0, 'Intoxication': 1.0, 'Creatinine': 0.5, 'Arrhythmia': 1.0, 'Hemoglobin': 1.0, 'Problematic family context': 0.47058823529411764, 'Pa02': 1.0, 'Cardio-pulmonary resuscitation': 1.0, 'Anticoagulants or antiplatelet drug therapy': 1.0, 'Value following the previous one': 1.0, 'Chest CT scan, any abnormality': 1.0, 'Blood transfusions': 1.0, 'INR': 1.0, 'Poly-pharmacological therapy (= 5)': 0.4, 'Peripheral neuropathy': 1.0, 'Concussive head trauma': 0.7619047619047619, 'Pneumothorax': 1.0, 'Diffuse vascular disease': 0.5333333333333333}
2.175	0.0378	32	1.7455	0.8033	0.3169	0.7960	{}	{'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 0.75, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 0.0, 'Urine drug test': 1.0, 'EEG, any abnormality': 1.0, 'Serum creatinine kinase': 0.4, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 0.4, 'Hemorrhage': 1.0, 'Pale skin during the episode': 0.25, 'Body temperature': 0.6801346801346801, 'Carotid sinus massage': 1.0, 'Blood drug dosage': 1.0, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 1.0, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 0.42857142857142855, 'D-Dimer': 1.0, 'Supine-to-standing systolic blood pressure test': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 1.0, 'Palliative care [already in place at home]': 1.0, 'History of recent trauma': 1.0, 'Pulmonary scintigraphy, any abnormality': 1.0, 'Aortic dissection': 1.0, 'Administration of bronchodilator': 1.0, 'Foreign body in the airways': 0.5833333333333333, 'Epilepsy / epileptic seizure': 1.0, 'Stiffness during the episode': 1.0, 'History of drug abuse': 0.0, 'pH': 1.0, 'Antiepileptic therapy already in place': 1.0, 'Blood sodium': 1.0, 'Severe Anemia': 1.0, 'Compression ultrasound (CUS), any abnormality': 1.0, 'TLoC during effort': 1.0, 'Respiratory rate': 0.4901960784313726, 'Presence of prodromal symptoms': 1.0, "Improvement of patient's conditions": 0.25, 'Drooling during the episode': 1.0, 'SpO2 in aa': 1.0, 'Tongue bite': 0.42857142857142855, 'Blood calcium': 1.0, 'Blood alcohol': 1.0, 'Blood potassium': 0.65, 'Neurodegenerative disease': 1.0, 'Thoracic ultrasound, any abnormalities': 0.5757575757575758, 'Blood glucose': 0.3333333333333333, "Duration of the patient's unconsciousness": 1.0, 'Need but absence of a caregiver': 1.0, 'Chest pain': 0.6203703703703703, 'HC03-': 0.4, 'Respiratory failure': 1.0, 'Administration of steroids': 1.0, 'Cardiovascular failure': 1.0, 'Presence of respiratory distress': 0.3333333333333333, 'First episode of epilepsy': 0.3333333333333333, 'ECG monitoring, any abnormality': 0.0, 'Further seizures in the ED': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 0.4, 'History of drug allergy': 0.5185185185185185, 'Drowsiness, confusion, disorientation as postcritical state': 1.0, 'Level of consciousness': 0.20940170940170943, 'Presence of dyspnea': 0.8444444444444444, 'Renal failure': 1.0, 'Blood in the stool': 1.0, 'C-Reactive Protein': 0.6666666666666666, 'Metabolic failure': 0.3333333333333333, 'Chronic rheumatologic disease': 1.0, 'Influenza and various infections': 0.4, 'Neoplasia': 1.0, 'Cardiac tamponade': 1.0, 'Asthma exacerbation': 1.0, 'Neuropsychiatric disorders': 0.3333333333333333, 'TLoC while supine': 0.4444444444444444, 'Leukocytes': 1.0, 'Pulmonary embolism': 1.0, 'Platelets': 1.0, 'Troponin': 0.4, 'Heart failure': 1.0, 'Eye deviation during the episode': 1.0, 'Performance of thoracentesis': 1.0, 'Improvement of dyspnea': 0.42857142857142855, 'Brain MRI, any abnormality': 1.0, 'Heart rate': 1.0, 'Pneumonia': 0.4, 'Level of autonomy (mobility)': 0.3333333333333333, 'BNP / NT-pro-BNP': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Administration of fluids': 0.42857142857142855, 'Acute dialysis': 1.0, 'Dementia [chronic condition]': 0.4, 'Administration of diuretics': 0.4444444444444444, 'COPD exacerbation': 0.6666666666666666, 'Brain CT scan, any abnormality': 0.7333333333333334, 'SARS-CoV-2 swab test': 0.8222222222222223, 'Presence of pacemaker': 1.0, 'COVID 19': 1.0, 'SpO2 in O2 therapy': 1.0, 'General condition deterioration': 0.375, 'Ab ingestis pneumonia': 1.0, 'Homelessness': 1.0, 'Cardiac ultrasound, any abnormality': 0.6296296296296297, 'Transaminase': 1.0, 'Chest Rx, any abnormalities': 1.0, 'Agitation [acute condition]': 1.0, 'Acute pulmonary edema': 1.0, 'Known history of epilepsy': 1.0, 'PaC02': 0.7333333333333334, 'Antihypertensive therapy': 0.2, 'Chronic cardiac failure': 1.0, 'ECG, any abnormality': 0.5555555555555555, 'Abdomen CT scan, any abnormality': 0.25, 'Administration of oxygen/ventilation': 1.0, 'Blood pressure': 0.4722222222222222, 'Presence of defibrillator': 1.0, 'Intoxication': 1.0, 'Creatinine': 0.5, 'Arrhythmia': 1.0, 'Hemoglobin': 0.7333333333333334, 'Problematic family context': 0.47058823529411764, 'Pa02': 0.4, 'Cardio-pulmonary resuscitation': 1.0, 'Anticoagulants or antiplatelet drug therapy': 1.0, 'Value following the previous one': 1.0, 'Chest CT scan, any abnormality': 1.0, 'Blood transfusions': 1.0, 'INR': 1.0, 'Poly-pharmacological therapy (= 5)': 0.4, 'Peripheral neuropathy': 1.0, 'Concussive head trauma': 0.7619047619047619, 'Pneumothorax': 1.0, 'Diffuse vascular disease': 0.5333333333333333}
2.175	0.0402	34	1.7068	0.8483	0.3186	0.8433	{}	{'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 0.8831168831168831, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 0.3333333333333333, 'Urine drug test': 1.0, 'EEG, any abnormality': 1.0, 'Serum creatinine kinase': 0.4, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 1.0, 'Hemorrhage': 1.0, 'Pale skin during the episode': 0.25, 'Body temperature': 0.6801346801346801, 'Carotid sinus massage': 1.0, 'Blood drug dosage': 1.0, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 1.0, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 1.0, 'D-Dimer': 1.0, 'Supine-to-standing systolic blood pressure test': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 1.0, 'Palliative care [already in place at home]': 1.0, 'History of recent trauma': 1.0, 'Pulmonary scintigraphy, any abnormality': 1.0, 'Aortic dissection': 1.0, 'Administration of bronchodilator': 1.0, 'Foreign body in the airways': 0.4, 'Epilepsy / epileptic seizure': 1.0, 'Stiffness during the episode': 1.0, 'History of drug abuse': 0.0, 'pH': 1.0, 'Antiepileptic therapy already in place': 1.0, 'Blood sodium': 1.0, 'Severe Anemia': 1.0, 'Compression ultrasound (CUS), any abnormality': 1.0, 'TLoC during effort': 1.0, 'Respiratory rate': 0.519327731092437, 'Presence of prodromal symptoms': 1.0, "Improvement of patient's conditions": 0.25, 'Drooling during the episode': 1.0, 'SpO2 in aa': 1.0, 'Tongue bite': 0.42857142857142855, 'Blood calcium': 1.0, 'Blood alcohol': 1.0, 'Blood potassium': 0.65, 'Neurodegenerative disease': 1.0, 'Thoracic ultrasound, any abnormalities': 0.5757575757575758, 'Blood glucose': 0.3333333333333333, "Duration of the patient's unconsciousness": 1.0, 'Need but absence of a caregiver': 1.0, 'Chest pain': 0.611904761904762, 'HC03-': 0.4, 'Respiratory failure': 1.0, 'Administration of steroids': 1.0, 'Cardiovascular failure': 1.0, 'Presence of respiratory distress': 0.3333333333333333, 'First episode of epilepsy': 0.3333333333333333, 'ECG monitoring, any abnormality': 0.4, 'Further seizures in the ED': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 0.4, 'History of drug allergy': 0.5333333333333333, 'Drowsiness, confusion, disorientation as postcritical state': 1.0, 'Level of consciousness': 0.2556776556776557, 'Presence of dyspnea': 1.0, 'Renal failure': 1.0, 'Blood in the stool': 1.0, 'C-Reactive Protein': 0.6666666666666666, 'Metabolic failure': 0.3333333333333333, 'Chronic rheumatologic disease': 1.0, 'Influenza and various infections': 0.45454545454545453, 'Neoplasia': 1.0, 'Cardiac tamponade': 1.0, 'Asthma exacerbation': 1.0, 'Neuropsychiatric disorders': 0.3333333333333333, 'TLoC while supine': 0.4444444444444444, 'Leukocytes': 1.0, 'Pulmonary embolism': 1.0, 'Platelets': 1.0, 'Troponin': 0.4, 'Heart failure': 1.0, 'Eye deviation during the episode': 1.0, 'Performance of thoracentesis': 1.0, 'Improvement of dyspnea': 1.0, 'Brain MRI, any abnormality': 1.0, 'Heart rate': 1.0, 'Pneumonia': 1.0, 'Level of autonomy (mobility)': 0.3333333333333333, 'BNP / NT-pro-BNP': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Administration of fluids': 0.42857142857142855, 'Acute dialysis': 1.0, 'Dementia [chronic condition]': 0.4, 'Administration of diuretics': 0.4444444444444444, 'COPD exacerbation': 1.0, 'Brain CT scan, any abnormality': 1.0, 'SARS-CoV-2 swab test': 0.8222222222222223, 'Presence of pacemaker': 1.0, 'COVID 19': 1.0, 'SpO2 in O2 therapy': 1.0, 'General condition deterioration': 0.4444444444444444, 'Ab ingestis pneumonia': 1.0, 'Homelessness': 1.0, 'Cardiac ultrasound, any abnormality': 0.6296296296296297, 'Transaminase': 1.0, 'Chest Rx, any abnormalities': 1.0, 'Agitation [acute condition]': 1.0, 'Acute pulmonary edema': 1.0, 'Known history of epilepsy': 1.0, 'PaC02': 0.7333333333333334, 'Antihypertensive therapy': 0.2, 'Chronic cardiac failure': 1.0, 'ECG, any abnormality': 0.5555555555555555, 'Abdomen CT scan, any abnormality': 1.0, 'Administration of oxygen/ventilation': 1.0, 'Blood pressure': 0.4722222222222222, 'Presence of defibrillator': 1.0, 'Intoxication': 1.0, 'Creatinine': 0.5, 'Arrhythmia': 1.0, 'Hemoglobin': 1.0, 'Problematic family context': 1.0, 'Pa02': 1.0, 'Cardio-pulmonary resuscitation': 1.0, 'Anticoagulants or antiplatelet drug therapy': 1.0, 'Value following the previous one': 1.0, 'Chest CT scan, any abnormality': 1.0, 'Blood transfusions': 1.0, 'INR': 1.0, 'Poly-pharmacological therapy (= 5)': 0.4, 'Peripheral neuropathy': 1.0, 'Concussive head trauma': 0.7619047619047619, 'Pneumothorax': 1.0, 'Diffuse vascular disease': 1.0}
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1.9094	0.0544	46	1.5629	0.885	0.3546	0.8862	{}	{'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 0.8831168831168831, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 1.0, 'Urine drug test': 1.0, 'EEG, any abnormality': 1.0, 'Serum creatinine kinase': 1.0, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 1.0, 'Hemorrhage': 1.0, 'Pale skin during the episode': 1.0, 'Body temperature': 0.6801346801346801, 'Carotid sinus massage': 1.0, 'Blood drug dosage': 1.0, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 1.0, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 1.0, 'D-Dimer': 1.0, 'Supine-to-standing systolic blood pressure test': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 1.0, 'Palliative care [already in place at home]': 1.0, 'History of recent trauma': 0.65, 'Pulmonary scintigraphy, any abnormality': 1.0, 'Aortic dissection': 1.0, 'Administration of bronchodilator': 1.0, 'Foreign body in the airways': 0.8, 'Epilepsy / epileptic seizure': 1.0, 'Stiffness during the episode': 1.0, 'History of drug abuse': 1.0, 'pH': 1.0, 'Antiepileptic therapy already in place': 1.0, 'Blood sodium': 1.0, 'Severe Anemia': 1.0, 'Compression ultrasound (CUS), any abnormality': 1.0, 'TLoC during effort': 0.4444444444444444, 'Respiratory rate': 0.675, 'Presence of prodromal symptoms': 1.0, "Improvement of patient's conditions": 0.25, 'Drooling during the episode': 1.0, 'SpO2 in aa': 1.0, 'Tongue bite': 0.42857142857142855, 'Blood calcium': 1.0, 'Blood alcohol': 1.0, 'Blood potassium': 0.65, 'Neurodegenerative disease': 1.0, 'Thoracic ultrasound, any abnormalities': 0.7666666666666666, 'Blood glucose': 0.3333333333333333, "Duration of the patient's unconsciousness": 1.0, 'Need but absence of a caregiver': 1.0, 'Chest pain': 0.6919191919191919, 'HC03-': 0.4, 'Respiratory failure': 0.25, 'Administration of steroids': 1.0, 'Cardiovascular failure': 1.0, 'Presence of respiratory distress': 0.3333333333333333, 'First episode of epilepsy': 0.3333333333333333, 'ECG monitoring, any abnormality': 1.0, 'Further seizures in the ED': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 1.0, 'History of drug allergy': 0.4090909090909091, 'Drowsiness, confusion, disorientation as postcritical state': 1.0, 'Level of consciousness': 0.3301158301158301, 'Presence of dyspnea': 1.0, 'Renal failure': 1.0, 'Blood in the stool': 1.0, 'C-Reactive Protein': 0.6666666666666666, 'Metabolic failure': 0.3333333333333333, 'Chronic rheumatologic disease': 1.0, 'Influenza and various infections': 1.0, 'Neoplasia': 1.0, 'Cardiac tamponade': 1.0, 'Asthma exacerbation': 1.0, 'Neuropsychiatric disorders': 1.0, 'TLoC while supine': 0.4444444444444444, 'Leukocytes': 1.0, 'Pulmonary embolism': 1.0, 'Platelets': 1.0, 'Troponin': 1.0, 'Heart failure': 0.4444444444444444, 'Eye deviation during the episode': 1.0, 'Performance of thoracentesis': 1.0, 'Improvement of dyspnea': 1.0, 'Brain MRI, any abnormality': 1.0, 'Heart rate': 1.0, 'Pneumonia': 1.0, 'Level of autonomy (mobility)': 1.0, 'BNP / NT-pro-BNP': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Administration of fluids': 1.0, 'Acute dialysis': 1.0, 'Dementia [chronic condition]': 1.0, 'Administration of diuretics': 0.4444444444444444, 'COPD exacerbation': 0.4, 'Brain CT scan, any abnormality': 1.0, 'SARS-CoV-2 swab test': 0.8222222222222223, 'Presence of pacemaker': 1.0, 'COVID 19': 1.0, 'SpO2 in O2 therapy': 1.0, 'General condition deterioration': 1.0, 'Ab ingestis pneumonia': 1.0, 'Homelessness': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Transaminase': 1.0, 'Chest Rx, any abnormalities': 1.0, 'Agitation [acute condition]': 1.0, 'Acute pulmonary edema': 0.4, 'Known history of epilepsy': 0.3333333333333333, 'PaC02': 0.7333333333333334, 'Antihypertensive therapy': 0.7333333333333334, 'Chronic cardiac failure': 1.0, 'ECG, any abnormality': 0.8222222222222223, 'Abdomen CT scan, any abnormality': 1.0, 'Administration of oxygen/ventilation': 1.0, 'Blood pressure': 0.8848484848484849, 'Presence of defibrillator': 1.0, 'Intoxication': 1.0, 'Creatinine': 0.5, 'Arrhythmia': 1.0, 'Hemoglobin': 1.0, 'Problematic family context': 1.0, 'Pa02': 1.0, 'Cardio-pulmonary resuscitation': 1.0, 'Anticoagulants or antiplatelet drug therapy': 1.0, 'Value following the previous one': 1.0, 'Chest CT scan, any abnormality': 1.0, 'Blood transfusions': 1.0, 'INR': 1.0, 'Poly-pharmacological therapy (= 5)': 1.0, 'Peripheral neuropathy': 1.0, 'Concussive head trauma': 0.375, 'Pneumothorax': 1.0, 'Diffuse vascular disease': 0.65}
1.9094	0.0567	48	1.5436	0.8933	0.3759	0.8958	{}	{'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 0.8831168831168831, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 1.0, 'Urine drug test': 1.0, 'EEG, any abnormality': 1.0, 'Serum creatinine kinase': 1.0, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 1.0, 'Hemorrhage': 1.0, 'Pale skin during the episode': 1.0, 'Body temperature': 0.7816091954022988, 'Carotid sinus massage': 1.0, 'Blood drug dosage': 1.0, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 1.0, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 1.0, 'D-Dimer': 1.0, 'Supine-to-standing systolic blood pressure test': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 1.0, 'Palliative care [already in place at home]': 1.0, 'History of recent trauma': 1.0, 'Pulmonary scintigraphy, any abnormality': 1.0, 'Aortic dissection': 1.0, 'Administration of bronchodilator': 1.0, 'Foreign body in the airways': 0.5833333333333333, 'Epilepsy / epileptic seizure': 1.0, 'Stiffness during the episode': 1.0, 'History of drug abuse': 1.0, 'pH': 1.0, 'Antiepileptic therapy already in place': 1.0, 'Blood sodium': 1.0, 'Severe Anemia': 1.0, 'Compression ultrasound (CUS), any abnormality': 1.0, 'TLoC during effort': 0.4444444444444444, 'Respiratory rate': 0.7117516629711751, 'Presence of prodromal symptoms': 1.0, "Improvement of patient's conditions": 0.25, 'Drooling during the episode': 1.0, 'SpO2 in aa': 1.0, 'Tongue bite': 0.42857142857142855, 'Blood calcium': 1.0, 'Blood alcohol': 1.0, 'Blood potassium': 0.65, 'Neurodegenerative disease': 1.0, 'Thoracic ultrasound, any abnormalities': 0.6222222222222222, 'Blood glucose': 0.3333333333333333, "Duration of the patient's unconsciousness": 1.0, 'Need but absence of a caregiver': 1.0, 'Chest pain': 0.6919191919191919, 'HC03-': 0.4, 'Respiratory failure': 0.4, 'Administration of steroids': 1.0, 'Cardiovascular failure': 1.0, 'Presence of respiratory distress': 0.3333333333333333, 'First episode of epilepsy': 0.3333333333333333, 'ECG monitoring, any abnormality': 1.0, 'Further seizures in the ED': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 1.0, 'History of drug allergy': 0.5333333333333333, 'Drowsiness, confusion, disorientation as postcritical state': 1.0, 'Level of consciousness': 0.38513513513513514, 'Presence of dyspnea': 1.0, 'Renal failure': 1.0, 'Blood in the stool': 1.0, 'C-Reactive Protein': 1.0, 'Metabolic failure': 0.3333333333333333, 'Chronic rheumatologic disease': 1.0, 'Influenza and various infections': 1.0, 'Neoplasia': 1.0, 'Cardiac tamponade': 1.0, 'Asthma exacerbation': 1.0, 'Neuropsychiatric disorders': 1.0, 'TLoC while supine': 0.4444444444444444, 'Leukocytes': 1.0, 'Pulmonary embolism': 1.0, 'Platelets': 1.0, 'Troponin': 0.4, 'Heart failure': 1.0, 'Eye deviation during the episode': 1.0, 'Performance of thoracentesis': 1.0, 'Improvement of dyspnea': 1.0, 'Brain MRI, any abnormality': 1.0, 'Heart rate': 1.0, 'Pneumonia': 1.0, 'Level of autonomy (mobility)': 1.0, 'BNP / NT-pro-BNP': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Administration of fluids': 1.0, 'Acute dialysis': 1.0, 'Dementia [chronic condition]': 1.0, 'Administration of diuretics': 0.4444444444444444, 'COPD exacerbation': 0.4, 'Brain CT scan, any abnormality': 1.0, 'SARS-CoV-2 swab test': 0.8222222222222223, 'Presence of pacemaker': 1.0, 'COVID 19': 1.0, 'SpO2 in O2 therapy': 1.0, 'General condition deterioration': 1.0, 'Ab ingestis pneumonia': 1.0, 'Homelessness': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Transaminase': 1.0, 'Chest Rx, any abnormalities': 1.0, 'Agitation [acute condition]': 1.0, 'Acute pulmonary edema': 0.4, 'Known history of epilepsy': 0.3333333333333333, 'PaC02': 1.0, 'Antihypertensive therapy': 0.2, 'Chronic cardiac failure': 1.0, 'ECG, any abnormality': 0.8222222222222223, 'Abdomen CT scan, any abnormality': 1.0, 'Administration of oxygen/ventilation': 1.0, 'Blood pressure': 0.8848484848484849, 'Presence of defibrillator': 1.0, 'Intoxication': 1.0, 'Creatinine': 0.5, 'Arrhythmia': 1.0, 'Hemoglobin': 1.0, 'Problematic family context': 1.0, 'Pa02': 1.0, 'Cardio-pulmonary resuscitation': 1.0, 'Anticoagulants or antiplatelet drug therapy': 1.0, 'Value following the previous one': 1.0, 'Chest CT scan, any abnormality': 1.0, 'Blood transfusions': 1.0, 'INR': 1.0, 'Poly-pharmacological therapy (= 5)': 1.0, 'Peripheral neuropathy': 1.0, 'Concussive head trauma': 0.375, 'Pneumothorax': 1.0, 'Diffuse vascular disease': 0.65}
1.8438	0.0591	50	1.5255	0.9017	0.3768	0.9032	{}	{'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 0.8831168831168831, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 1.0, 'Urine drug test': 1.0, 'EEG, any abnormality': 1.0, 'Serum creatinine kinase': 0.4, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 0.4, 'Hemorrhage': 1.0, 'Pale skin during the episode': 1.0, 'Body temperature': 1.0, 'Carotid sinus massage': 1.0, 'Blood drug dosage': 1.0, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 1.0, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 1.0, 'D-Dimer': 1.0, 'Supine-to-standing systolic blood pressure test': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 1.0, 'Palliative care [already in place at home]': 1.0, 'History of recent trauma': 1.0, 'Pulmonary scintigraphy, any abnormality': 1.0, 'Aortic dissection': 1.0, 'Administration of bronchodilator': 1.0, 'Foreign body in the airways': 0.5833333333333333, 'Epilepsy / epileptic seizure': 1.0, 'Stiffness during the episode': 1.0, 'History of drug abuse': 1.0, 'pH': 1.0, 'Antiepileptic therapy already in place': 1.0, 'Blood sodium': 1.0, 'Severe Anemia': 1.0, 'Compression ultrasound (CUS), any abnormality': 1.0, 'TLoC during effort': 1.0, 'Respiratory rate': 0.7984496124031008, 'Presence of prodromal symptoms': 1.0, "Improvement of patient's conditions": 0.25, 'Drooling during the episode': 1.0, 'SpO2 in aa': 1.0, 'Tongue bite': 1.0, 'Blood calcium': 1.0, 'Blood alcohol': 1.0, 'Blood potassium': 0.7083333333333333, 'Neurodegenerative disease': 1.0, 'Thoracic ultrasound, any abnormalities': 0.6222222222222222, 'Blood glucose': 0.42857142857142855, "Duration of the patient's unconsciousness": 1.0, 'Need but absence of a caregiver': 1.0, 'Chest pain': 0.688888888888889, 'HC03-': 0.4, 'Respiratory failure': 1.0, 'Administration of steroids': 1.0, 'Cardiovascular failure': 1.0, 'Presence of respiratory distress': 0.3333333333333333, 'First episode of epilepsy': 0.3333333333333333, 'ECG monitoring, any abnormality': 0.25, 'Further seizures in the ED': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 1.0, 'History of drug allergy': 0.5185185185185185, 'Drowsiness, confusion, disorientation as postcritical state': 1.0, 'Level of consciousness': 0.2904040404040404, 'Presence of dyspnea': 1.0, 'Renal failure': 1.0, 'Blood in the stool': 1.0, 'C-Reactive Protein': 1.0, 'Metabolic failure': 0.3333333333333333, 'Chronic rheumatologic disease': 1.0, 'Influenza and various infections': 1.0, 'Neoplasia': 1.0, 'Cardiac tamponade': 1.0, 'Asthma exacerbation': 1.0, 'Neuropsychiatric disorders': 1.0, 'TLoC while supine': 0.4444444444444444, 'Leukocytes': 1.0, 'Pulmonary embolism': 1.0, 'Platelets': 0.4, 'Troponin': 0.4, 'Heart failure': 1.0, 'Eye deviation during the episode': 1.0, 'Performance of thoracentesis': 1.0, 'Improvement of dyspnea': 1.0, 'Brain MRI, any abnormality': 1.0, 'Heart rate': 1.0, 'Pneumonia': 1.0, 'Level of autonomy (mobility)': 1.0, 'BNP / NT-pro-BNP': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Administration of fluids': 0.42857142857142855, 'Acute dialysis': 1.0, 'Dementia [chronic condition]': 0.4, 'Administration of diuretics': 0.4444444444444444, 'COPD exacerbation': 0.4, 'Brain CT scan, any abnormality': 1.0, 'SARS-CoV-2 swab test': 0.8222222222222223, 'Presence of pacemaker': 1.0, 'COVID 19': 1.0, 'SpO2 in O2 therapy': 1.0, 'General condition deterioration': 1.0, 'Ab ingestis pneumonia': 1.0, 'Homelessness': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Transaminase': 1.0, 'Chest Rx, any abnormalities': 1.0, 'Agitation [acute condition]': 1.0, 'Acute pulmonary edema': 1.0, 'Known history of epilepsy': 0.3333333333333333, 'PaC02': 1.0, 'Antihypertensive therapy': 0.2, 'Chronic cardiac failure': 1.0, 'ECG, any abnormality': 0.5555555555555555, 'Abdomen CT scan, any abnormality': 0.4, 'Administration of oxygen/ventilation': 1.0, 'Blood pressure': 0.4722222222222222, 'Presence of defibrillator': 1.0, 'Intoxication': 1.0, 'Creatinine': 0.5, 'Arrhythmia': 1.0, 'Hemoglobin': 1.0, 'Problematic family context': 1.0, 'Pa02': 0.4, 'Cardio-pulmonary resuscitation': 1.0, 'Anticoagulants or antiplatelet drug therapy': 1.0, 'Value following the previous one': 1.0, 'Chest CT scan, any abnormality': 1.0, 'Blood transfusions': 1.0, 'INR': 1.0, 'Poly-pharmacological therapy (= 5)': 1.0, 'Peripheral neuropathy': 1.0, 'Concussive head trauma': 0.375, 'Pneumothorax': 1.0, 'Diffuse vascular disease': 1.0}
1.8438	0.0615	52	1.5086	0.905	0.3586	0.9065	{}	{'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 0.8831168831168831, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 1.0, 'Urine drug test': 1.0, 'EEG, any abnormality': 1.0, 'Serum creatinine kinase': 0.4, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 0.4, 'Hemorrhage': 1.0, 'Pale skin during the episode': 1.0, 'Body temperature': 1.0, 'Carotid sinus massage': 1.0, 'Blood drug dosage': 1.0, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 1.0, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 1.0, 'D-Dimer': 1.0, 'Supine-to-standing systolic blood pressure test': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 1.0, 'Palliative care [already in place at home]': 1.0, 'History of recent trauma': 1.0, 'Pulmonary scintigraphy, any abnormality': 1.0, 'Aortic dissection': 1.0, 'Administration of bronchodilator': 1.0, 'Foreign body in the airways': 0.5833333333333333, 'Epilepsy / epileptic seizure': 1.0, 'Stiffness during the episode': 1.0, 'History of drug abuse': 1.0, 'pH': 1.0, 'Antiepileptic therapy already in place': 1.0, 'Blood sodium': 1.0, 'Severe Anemia': 1.0, 'Compression ultrasound (CUS), any abnormality': 1.0, 'TLoC during effort': 1.0, 'Respiratory rate': 0.7984496124031008, 'Presence of prodromal symptoms': 1.0, "Improvement of patient's conditions": 0.25, 'Drooling during the episode': 1.0, 'SpO2 in aa': 1.0, 'Tongue bite': 1.0, 'Blood calcium': 1.0, 'Blood alcohol': 1.0, 'Blood potassium': 0.7083333333333333, 'Neurodegenerative disease': 1.0, 'Thoracic ultrasound, any abnormalities': 0.6222222222222222, 'Blood glucose': 0.42857142857142855, "Duration of the patient's unconsciousness": 1.0, 'Need but absence of a caregiver': 1.0, 'Chest pain': 0.688888888888889, 'HC03-': 0.4, 'Respiratory failure': 1.0, 'Administration of steroids': 1.0, 'Cardiovascular failure': 0.3333333333333333, 'Presence of respiratory distress': 0.3333333333333333, 'First episode of epilepsy': 0.3333333333333333, 'ECG monitoring, any abnormality': 0.25, 'Further seizures in the ED': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 1.0, 'History of drug allergy': 0.5185185185185185, 'Drowsiness, confusion, disorientation as postcritical state': 1.0, 'Level of consciousness': 0.29444444444444445, 'Presence of dyspnea': 1.0, 'Renal failure': 1.0, 'Blood in the stool': 1.0, 'C-Reactive Protein': 1.0, 'Metabolic failure': 0.3333333333333333, 'Chronic rheumatologic disease': 1.0, 'Influenza and various infections': 1.0, 'Neoplasia': 1.0, 'Cardiac tamponade': 1.0, 'Asthma exacerbation': 1.0, 'Neuropsychiatric disorders': 1.0, 'TLoC while supine': 0.4444444444444444, 'Leukocytes': 1.0, 'Pulmonary embolism': 1.0, 'Platelets': 1.0, 'Troponin': 0.4, 'Heart failure': 1.0, 'Eye deviation during the episode': 1.0, 'Performance of thoracentesis': 1.0, 'Improvement of dyspnea': 1.0, 'Brain MRI, any abnormality': 1.0, 'Heart rate': 1.0, 'Pneumonia': 1.0, 'Level of autonomy (mobility)': 1.0, 'BNP / NT-pro-BNP': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Administration of fluids': 1.0, 'Acute dialysis': 1.0, 'Dementia [chronic condition]': 0.4, 'Administration of diuretics': 0.4444444444444444, 'COPD exacerbation': 0.4, 'Brain CT scan, any abnormality': 1.0, 'SARS-CoV-2 swab test': 0.8222222222222223, 'Presence of pacemaker': 1.0, 'COVID 19': 1.0, 'SpO2 in O2 therapy': 1.0, 'General condition deterioration': 1.0, 'Ab ingestis pneumonia': 1.0, 'Homelessness': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Transaminase': 1.0, 'Chest Rx, any abnormalities': 1.0, 'Agitation [acute condition]': 1.0, 'Acute pulmonary edema': 0.4, 'Known history of epilepsy': 0.3333333333333333, 'PaC02': 1.0, 'Antihypertensive therapy': 0.2, 'Chronic cardiac failure': 1.0, 'ECG, any abnormality': 0.5555555555555555, 'Abdomen CT scan, any abnormality': 0.4, 'Administration of oxygen/ventilation': 1.0, 'Blood pressure': 0.4722222222222222, 'Presence of defibrillator': 1.0, 'Intoxication': 1.0, 'Creatinine': 0.5, 'Arrhythmia': 1.0, 'Hemoglobin': 1.0, 'Problematic family context': 1.0, 'Pa02': 1.0, 'Cardio-pulmonary resuscitation': 1.0, 'Anticoagulants or antiplatelet drug therapy': 1.0, 'Value following the previous one': 1.0, 'Chest CT scan, any abnormality': 1.0, 'Blood transfusions': 1.0, 'INR': 1.0, 'Poly-pharmacological therapy (= 5)': 0.4, 'Peripheral neuropathy': 1.0, 'Concussive head trauma': 0.7619047619047619, 'Pneumothorax': 1.0, 'Diffuse vascular disease': 1.0}
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1.825	0.0662	56	1.4792	0.9117	0.3470	0.9112	{}	{'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 0.8831168831168831, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 1.0, 'Urine drug test': 1.0, 'EEG, any abnormality': 1.0, 'Serum creatinine kinase': 1.0, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 1.0, 'Hemorrhage': 1.0, 'Pale skin during the episode': 1.0, 'Body temperature': 0.9124423963133641, 'Carotid sinus massage': 1.0, 'Blood drug dosage': 1.0, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 1.0, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 1.0, 'D-Dimer': 1.0, 'Supine-to-standing systolic blood pressure test': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 1.0, 'Palliative care [already in place at home]': 1.0, 'History of recent trauma': 1.0, 'Pulmonary scintigraphy, any abnormality': 1.0, 'Aortic dissection': 1.0, 'Administration of bronchodilator': 1.0, 'Foreign body in the airways': 0.5833333333333333, 'Epilepsy / epileptic seizure': 1.0, 'Stiffness during the episode': 1.0, 'History of drug abuse': 1.0, 'pH': 1.0, 'Antiepileptic therapy already in place': 1.0, 'Blood sodium': 1.0, 'Severe Anemia': 1.0, 'Compression ultrasound (CUS), any abnormality': 1.0, 'TLoC during effort': 0.4444444444444444, 'Respiratory rate': 0.7523809523809524, 'Presence of prodromal symptoms': 1.0, "Improvement of patient's conditions": 0.25, 'Drooling during the episode': 1.0, 'SpO2 in aa': 0.4864864864864865, 'Tongue bite': 1.0, 'Blood calcium': 1.0, 'Blood alcohol': 1.0, 'Blood potassium': 0.65, 'Neurodegenerative disease': 1.0, 'Thoracic ultrasound, any abnormalities': 0.7666666666666666, 'Blood glucose': 0.3333333333333333, "Duration of the patient's unconsciousness": 1.0, 'Need but absence of a caregiver': 1.0, 'Chest pain': 0.8222222222222223, 'HC03-': 0.4, 'Respiratory failure': 0.4, 'Administration of steroids': 1.0, 'Cardiovascular failure': 0.3333333333333333, 'Presence of respiratory distress': 0.3333333333333333, 'First episode of epilepsy': 0.3333333333333333, 'ECG monitoring, any abnormality': 1.0, 'Further seizures in the ED': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 1.0, 'History of drug allergy': 0.5185185185185185, 'Drowsiness, confusion, disorientation as postcritical state': 1.0, 'Level of consciousness': 0.23349436392914655, 'Presence of dyspnea': 1.0, 'Renal failure': 1.0, 'Blood in the stool': 1.0, 'C-Reactive Protein': 1.0, 'Metabolic failure': 0.3333333333333333, 'Chronic rheumatologic disease': 1.0, 'Influenza and various infections': 1.0, 'Neoplasia': 1.0, 'Cardiac tamponade': 1.0, 'Asthma exacerbation': 1.0, 'Neuropsychiatric disorders': 1.0, 'TLoC while supine': 0.4444444444444444, 'Leukocytes': 1.0, 'Pulmonary embolism': 1.0, 'Platelets': 1.0, 'Troponin': 0.4, 'Heart failure': 1.0, 'Eye deviation during the episode': 1.0, 'Performance of thoracentesis': 1.0, 'Improvement of dyspnea': 1.0, 'Brain MRI, any abnormality': 1.0, 'Heart rate': 1.0, 'Pneumonia': 1.0, 'Level of autonomy (mobility)': 1.0, 'BNP / NT-pro-BNP': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Administration of fluids': 1.0, 'Acute dialysis': 1.0, 'Dementia [chronic condition]': 1.0, 'Administration of diuretics': 0.4444444444444444, 'COPD exacerbation': 0.4, 'Brain CT scan, any abnormality': 1.0, 'SARS-CoV-2 swab test': 0.8222222222222223, 'Presence of pacemaker': 1.0, 'COVID 19': 1.0, 'SpO2 in O2 therapy': 1.0, 'General condition deterioration': 1.0, 'Ab ingestis pneumonia': 1.0, 'Homelessness': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Transaminase': 1.0, 'Chest Rx, any abnormalities': 1.0, 'Agitation [acute condition]': 1.0, 'Acute pulmonary edema': 0.4, 'Known history of epilepsy': 0.3333333333333333, 'PaC02': 1.0, 'Antihypertensive therapy': 0.5, 'Chronic cardiac failure': 1.0, 'ECG, any abnormality': 0.8222222222222223, 'Abdomen CT scan, any abnormality': 1.0, 'Administration of oxygen/ventilation': 1.0, 'Blood pressure': 1.0, 'Presence of defibrillator': 1.0, 'Intoxication': 1.0, 'Creatinine': 0.5, 'Arrhythmia': 1.0, 'Hemoglobin': 1.0, 'Problematic family context': 1.0, 'Pa02': 1.0, 'Cardio-pulmonary resuscitation': 1.0, 'Anticoagulants or antiplatelet drug therapy': 1.0, 'Value following the previous one': 1.0, 'Chest CT scan, any abnormality': 1.0, 'Blood transfusions': 1.0, 'INR': 1.0, 'Poly-pharmacological therapy (= 5)': 1.0, 'Peripheral neuropathy': 1.0, 'Concussive head trauma': 0.375, 'Pneumothorax': 1.0, 'Diffuse vascular disease': 1.0}
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1.7406	0.0733	62	1.4340	0.9133	0.4669	0.9144	{}	{'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 0.8831168831168831, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 1.0, 'Urine drug test': 1.0, 'EEG, any abnormality': 1.0, 'Serum creatinine kinase': 0.4, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 1.0, 'Hemorrhage': 1.0, 'Pale skin during the episode': 1.0, 'Body temperature': 1.0, 'Carotid sinus massage': 1.0, 'Blood drug dosage': 1.0, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 1.0, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 1.0, 'D-Dimer': 1.0, 'Supine-to-standing systolic blood pressure test': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 1.0, 'Palliative care [already in place at home]': 1.0, 'History of recent trauma': 1.0, 'Pulmonary scintigraphy, any abnormality': 1.0, 'Aortic dissection': 1.0, 'Administration of bronchodilator': 1.0, 'Foreign body in the airways': 0.5833333333333333, 'Epilepsy / epileptic seizure': 1.0, 'Stiffness during the episode': 1.0, 'History of drug abuse': 1.0, 'pH': 1.0, 'Antiepileptic therapy already in place': 1.0, 'Blood sodium': 1.0, 'Severe Anemia': 1.0, 'Compression ultrasound (CUS), any abnormality': 1.0, 'TLoC during effort': 1.0, 'Respiratory rate': 0.9174603174603174, 'Presence of prodromal symptoms': 1.0, "Improvement of patient's conditions": 0.25, 'Drooling during the episode': 1.0, 'SpO2 in aa': 1.0, 'Tongue bite': 1.0, 'Blood calcium': 1.0, 'Blood alcohol': 1.0, 'Blood potassium': 0.7083333333333333, 'Neurodegenerative disease': 1.0, 'Thoracic ultrasound, any abnormalities': 0.8055555555555555, 'Blood glucose': 0.42857142857142855, "Duration of the patient's unconsciousness": 1.0, 'Need but absence of a caregiver': 1.0, 'Chest pain': 0.8222222222222223, 'HC03-': 0.4, 'Respiratory failure': 1.0, 'Administration of steroids': 1.0, 'Cardiovascular failure': 0.3333333333333333, 'Presence of respiratory distress': 1.0, 'First episode of epilepsy': 0.3333333333333333, 'ECG monitoring, any abnormality': 1.0, 'Further seizures in the ED': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 0.4, 'History of drug allergy': 0.5238095238095238, 'Drowsiness, confusion, disorientation as postcritical state': 1.0, 'Level of consciousness': 0.20108695652173914, 'Presence of dyspnea': 1.0, 'Renal failure': 1.0, 'Blood in the stool': 1.0, 'C-Reactive Protein': 1.0, 'Metabolic failure': 0.3333333333333333, 'Chronic rheumatologic disease': 1.0, 'Influenza and various infections': 1.0, 'Neoplasia': 1.0, 'Cardiac tamponade': 1.0, 'Asthma exacerbation': 1.0, 'Neuropsychiatric disorders': 1.0, 'TLoC while supine': 0.4444444444444444, 'Leukocytes': 1.0, 'Pulmonary embolism': 1.0, 'Platelets': 1.0, 'Troponin': 0.4, 'Heart failure': 1.0, 'Eye deviation during the episode': 1.0, 'Performance of thoracentesis': 1.0, 'Improvement of dyspnea': 1.0, 'Brain MRI, any abnormality': 1.0, 'Heart rate': 1.0, 'Pneumonia': 1.0, 'Level of autonomy (mobility)': 1.0, 'BNP / NT-pro-BNP': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Administration of fluids': 0.42857142857142855, 'Acute dialysis': 1.0, 'Dementia [chronic condition]': 0.4, 'Administration of diuretics': 0.4444444444444444, 'COPD exacerbation': 0.4, 'Brain CT scan, any abnormality': 1.0, 'SARS-CoV-2 swab test': 0.8222222222222223, 'Presence of pacemaker': 1.0, 'COVID 19': 1.0, 'SpO2 in O2 therapy': 1.0, 'General condition deterioration': 1.0, 'Ab ingestis pneumonia': 1.0, 'Homelessness': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Transaminase': 1.0, 'Chest Rx, any abnormalities': 1.0, 'Agitation [acute condition]': 1.0, 'Acute pulmonary edema': 0.4, 'Known history of epilepsy': 1.0, 'PaC02': 1.0, 'Antihypertensive therapy': 0.2, 'Chronic cardiac failure': 1.0, 'ECG, any abnormality': 0.8222222222222223, 'Abdomen CT scan, any abnormality': 1.0, 'Administration of oxygen/ventilation': 1.0, 'Blood pressure': 0.4722222222222222, 'Presence of defibrillator': 1.0, 'Intoxication': 1.0, 'Creatinine': 0.5, 'Arrhythmia': 1.0, 'Hemoglobin': 1.0, 'Problematic family context': 1.0, 'Pa02': 1.0, 'Cardio-pulmonary resuscitation': 1.0, 'Anticoagulants or antiplatelet drug therapy': 1.0, 'Value following the previous one': 0.0, 'Chest CT scan, any abnormality': 1.0, 'Blood transfusions': 1.0, 'INR': 1.0, 'Poly-pharmacological therapy (= 5)': 0.4, 'Peripheral neuropathy': 1.0, 'Concussive head trauma': 0.7619047619047619, 'Pneumothorax': 1.0, 'Diffuse vascular disease': 1.0}
1.7406	0.0757	64	1.4219	0.9167	0.4429	0.9185	{}	{'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 0.8831168831168831, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 1.0, 'Urine drug test': 1.0, 'EEG, any abnormality': 1.0, 'Serum creatinine kinase': 0.4, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 1.0, 'Hemorrhage': 1.0, 'Pale skin during the episode': 1.0, 'Body temperature': 1.0, 'Carotid sinus massage': 1.0, 'Blood drug dosage': 1.0, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 1.0, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 1.0, 'D-Dimer': 1.0, 'Supine-to-standing systolic blood pressure test': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 1.0, 'Palliative care [already in place at home]': 1.0, 'History of recent trauma': 1.0, 'Pulmonary scintigraphy, any abnormality': 1.0, 'Aortic dissection': 1.0, 'Administration of bronchodilator': 1.0, 'Foreign body in the airways': 0.5833333333333333, 'Epilepsy / epileptic seizure': 1.0, 'Stiffness during the episode': 1.0, 'History of drug abuse': 1.0, 'pH': 1.0, 'Antiepileptic therapy already in place': 1.0, 'Blood sodium': 1.0, 'Severe Anemia': 1.0, 'Compression ultrasound (CUS), any abnormality': 1.0, 'TLoC during effort': 1.0, 'Respiratory rate': 0.9174603174603174, 'Presence of prodromal symptoms': 1.0, "Improvement of patient's conditions": 0.6666666666666666, 'Drooling during the episode': 1.0, 'SpO2 in aa': 1.0, 'Tongue bite': 1.0, 'Blood calcium': 1.0, 'Blood alcohol': 1.0, 'Blood potassium': 0.5333333333333333, 'Neurodegenerative disease': 1.0, 'Thoracic ultrasound, any abnormalities': 0.8055555555555555, 'Blood glucose': 0.42857142857142855, "Duration of the patient's unconsciousness": 1.0, 'Need but absence of a caregiver': 1.0, 'Chest pain': 0.8222222222222223, 'HC03-': 1.0, 'Respiratory failure': 1.0, 'Administration of steroids': 1.0, 'Cardiovascular failure': 0.3333333333333333, 'Presence of respiratory distress': 1.0, 'First episode of epilepsy': 0.3333333333333333, 'ECG monitoring, any abnormality': 1.0, 'Further seizures in the ED': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 0.4, 'History of drug allergy': 0.5238095238095238, 'Drowsiness, confusion, disorientation as postcritical state': 1.0, 'Level of consciousness': 0.20108695652173914, 'Presence of dyspnea': 1.0, 'Renal failure': 1.0, 'Blood in the stool': 1.0, 'C-Reactive Protein': 1.0, 'Metabolic failure': 0.3333333333333333, 'Chronic rheumatologic disease': 1.0, 'Influenza and various infections': 1.0, 'Neoplasia': 1.0, 'Cardiac tamponade': 1.0, 'Asthma exacerbation': 1.0, 'Neuropsychiatric disorders': 1.0, 'TLoC while supine': 0.4444444444444444, 'Leukocytes': 1.0, 'Pulmonary embolism': 1.0, 'Platelets': 1.0, 'Troponin': 0.4, 'Heart failure': 1.0, 'Eye deviation during the episode': 1.0, 'Performance of thoracentesis': 1.0, 'Improvement of dyspnea': 1.0, 'Brain MRI, any abnormality': 1.0, 'Heart rate': 1.0, 'Pneumonia': 1.0, 'Level of autonomy (mobility)': 0.3333333333333333, 'BNP / NT-pro-BNP': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Administration of fluids': 0.42857142857142855, 'Acute dialysis': 1.0, 'Dementia [chronic condition]': 0.4, 'Administration of diuretics': 0.4444444444444444, 'COPD exacerbation': 0.4, 'Brain CT scan, any abnormality': 1.0, 'SARS-CoV-2 swab test': 0.8222222222222223, 'Presence of pacemaker': 1.0, 'COVID 19': 1.0, 'SpO2 in O2 therapy': 1.0, 'General condition deterioration': 1.0, 'Ab ingestis pneumonia': 1.0, 'Homelessness': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Transaminase': 1.0, 'Chest Rx, any abnormalities': 1.0, 'Agitation [acute condition]': 1.0, 'Acute pulmonary edema': 1.0, 'Known history of epilepsy': 1.0, 'PaC02': 1.0, 'Antihypertensive therapy': 0.2, 'Chronic cardiac failure': 1.0, 'ECG, any abnormality': 0.8222222222222223, 'Abdomen CT scan, any abnormality': 1.0, 'Administration of oxygen/ventilation': 1.0, 'Blood pressure': 0.4722222222222222, 'Presence of defibrillator': 1.0, 'Intoxication': 1.0, 'Creatinine': 0.5, 'Arrhythmia': 1.0, 'Hemoglobin': 1.0, 'Problematic family context': 1.0, 'Pa02': 1.0, 'Cardio-pulmonary resuscitation': 1.0, 'Anticoagulants or antiplatelet drug therapy': 1.0, 'Value following the previous one': 0.0, 'Chest CT scan, any abnormality': 1.0, 'Blood transfusions': 1.0, 'INR': 1.0, 'Poly-pharmacological therapy (= 5)': 0.4, 'Peripheral neuropathy': 1.0, 'Concussive head trauma': 0.7619047619047619, 'Pneumothorax': 1.0, 'Diffuse vascular disease': 1.0}
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1.7172	0.0804	68	1.3970	0.92	0.4432	0.9216	{}	{'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 0.8831168831168831, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 1.0, 'Urine drug test': 1.0, 'EEG, any abnormality': 1.0, 'Serum creatinine kinase': 1.0, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 1.0, 'Hemorrhage': 1.0, 'Pale skin during the episode': 1.0, 'Body temperature': 1.0, 'Carotid sinus massage': 1.0, 'Blood drug dosage': 1.0, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 1.0, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 1.0, 'D-Dimer': 1.0, 'Supine-to-standing systolic blood pressure test': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 1.0, 'Palliative care [already in place at home]': 1.0, 'History of recent trauma': 1.0, 'Pulmonary scintigraphy, any abnormality': 1.0, 'Aortic dissection': 1.0, 'Administration of bronchodilator': 1.0, 'Foreign body in the airways': 0.8, 'Epilepsy / epileptic seizure': 1.0, 'Stiffness during the episode': 1.0, 'History of drug abuse': 1.0, 'pH': 1.0, 'Antiepileptic therapy already in place': 1.0, 'Blood sodium': 1.0, 'Severe Anemia': 1.0, 'Compression ultrasound (CUS), any abnormality': 1.0, 'TLoC during effort': 1.0, 'Respiratory rate': 0.7984496124031008, 'Presence of prodromal symptoms': 1.0, "Improvement of patient's conditions": 0.6666666666666666, 'Drooling during the episode': 1.0, 'SpO2 in aa': 1.0, 'Tongue bite': 1.0, 'Blood calcium': 1.0, 'Blood alcohol': 1.0, 'Blood potassium': 0.65, 'Neurodegenerative disease': 1.0, 'Thoracic ultrasound, any abnormalities': 0.7142857142857143, 'Blood glucose': 0.3333333333333333, "Duration of the patient's unconsciousness": 1.0, 'Need but absence of a caregiver': 1.0, 'Chest pain': 0.8222222222222223, 'HC03-': 1.0, 'Respiratory failure': 1.0, 'Administration of steroids': 1.0, 'Cardiovascular failure': 0.3333333333333333, 'Presence of respiratory distress': 1.0, 'First episode of epilepsy': 0.3333333333333333, 'ECG monitoring, any abnormality': 1.0, 'Further seizures in the ED': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 0.4, 'History of drug allergy': 0.5238095238095238, 'Drowsiness, confusion, disorientation as postcritical state': 1.0, 'Level of consciousness': 0.20108695652173914, 'Presence of dyspnea': 1.0, 'Renal failure': 1.0, 'Blood in the stool': 1.0, 'C-Reactive Protein': 1.0, 'Metabolic failure': 0.3333333333333333, 'Chronic rheumatologic disease': 1.0, 'Influenza and various infections': 1.0, 'Neoplasia': 1.0, 'Cardiac tamponade': 1.0, 'Asthma exacerbation': 1.0, 'Neuropsychiatric disorders': 1.0, 'TLoC while supine': 0.4444444444444444, 'Leukocytes': 1.0, 'Pulmonary embolism': 1.0, 'Platelets': 1.0, 'Troponin': 0.4, 'Heart failure': 1.0, 'Eye deviation during the episode': 1.0, 'Performance of thoracentesis': 1.0, 'Improvement of dyspnea': 1.0, 'Brain MRI, any abnormality': 1.0, 'Heart rate': 1.0, 'Pneumonia': 1.0, 'Level of autonomy (mobility)': 0.3333333333333333, 'BNP / NT-pro-BNP': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Administration of fluids': 1.0, 'Acute dialysis': 1.0, 'Dementia [chronic condition]': 1.0, 'Administration of diuretics': 0.4444444444444444, 'COPD exacerbation': 0.4, 'Brain CT scan, any abnormality': 1.0, 'SARS-CoV-2 swab test': 0.8222222222222223, 'Presence of pacemaker': 1.0, 'COVID 19': 1.0, 'SpO2 in O2 therapy': 1.0, 'General condition deterioration': 1.0, 'Ab ingestis pneumonia': 1.0, 'Homelessness': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Transaminase': 1.0, 'Chest Rx, any abnormalities': 1.0, 'Agitation [acute condition]': 1.0, 'Acute pulmonary edema': 0.4, 'Known history of epilepsy': 1.0, 'PaC02': 1.0, 'Antihypertensive therapy': 0.5, 'Chronic cardiac failure': 1.0, 'ECG, any abnormality': 0.8222222222222223, 'Abdomen CT scan, any abnormality': 1.0, 'Administration of oxygen/ventilation': 1.0, 'Blood pressure': 0.819047619047619, 'Presence of defibrillator': 1.0, 'Intoxication': 1.0, 'Creatinine': 0.5, 'Arrhythmia': 1.0, 'Hemoglobin': 1.0, 'Problematic family context': 1.0, 'Pa02': 1.0, 'Cardio-pulmonary resuscitation': 1.0, 'Anticoagulants or antiplatelet drug therapy': 1.0, 'Value following the previous one': 0.0, 'Chest CT scan, any abnormality': 1.0, 'Blood transfusions': 1.0, 'INR': 1.0, 'Poly-pharmacological therapy (= 5)': 0.4, 'Peripheral neuropathy': 1.0, 'Concussive head trauma': 0.7619047619047619, 'Pneumothorax': 1.0, 'Diffuse vascular disease': 1.0}
1.6906	0.0827	70	1.3855	0.9217	0.4670	0.9226	{}	{'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 0.8831168831168831, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 1.0, 'Urine drug test': 1.0, 'EEG, any abnormality': 1.0, 'Serum creatinine kinase': 1.0, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 1.0, 'Hemorrhage': 1.0, 'Pale skin during the episode': 1.0, 'Body temperature': 1.0, 'Carotid sinus massage': 1.0, 'Blood drug dosage': 1.0, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 1.0, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 1.0, 'D-Dimer': 1.0, 'Supine-to-standing systolic blood pressure test': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 1.0, 'Palliative care [already in place at home]': 1.0, 'History of recent trauma': 1.0, 'Pulmonary scintigraphy, any abnormality': 1.0, 'Aortic dissection': 1.0, 'Administration of bronchodilator': 1.0, 'Foreign body in the airways': 0.5833333333333333, 'Epilepsy / epileptic seizure': 1.0, 'Stiffness during the episode': 1.0, 'History of drug abuse': 1.0, 'pH': 1.0, 'Antiepileptic therapy already in place': 1.0, 'Blood sodium': 1.0, 'Severe Anemia': 1.0, 'Compression ultrasound (CUS), any abnormality': 1.0, 'TLoC during effort': 1.0, 'Respiratory rate': 0.7984496124031008, 'Presence of prodromal symptoms': 1.0, "Improvement of patient's conditions": 0.25, 'Drooling during the episode': 1.0, 'SpO2 in aa': 1.0, 'Tongue bite': 1.0, 'Blood calcium': 1.0, 'Blood alcohol': 1.0, 'Blood potassium': 0.65, 'Neurodegenerative disease': 1.0, 'Thoracic ultrasound, any abnormalities': 0.7142857142857143, 'Blood glucose': 0.3333333333333333, "Duration of the patient's unconsciousness": 1.0, 'Need but absence of a caregiver': 1.0, 'Chest pain': 0.8222222222222223, 'HC03-': 1.0, 'Respiratory failure': 1.0, 'Administration of steroids': 1.0, 'Cardiovascular failure': 1.0, 'Presence of respiratory distress': 1.0, 'First episode of epilepsy': 0.3333333333333333, 'ECG monitoring, any abnormality': 1.0, 'Further seizures in the ED': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 1.0, 'History of drug allergy': 0.5238095238095238, 'Drowsiness, confusion, disorientation as postcritical state': 1.0, 'Level of consciousness': 0.20108695652173914, 'Presence of dyspnea': 1.0, 'Renal failure': 1.0, 'Blood in the stool': 1.0, 'C-Reactive Protein': 1.0, 'Metabolic failure': 0.3333333333333333, 'Chronic rheumatologic disease': 1.0, 'Influenza and various infections': 1.0, 'Neoplasia': 1.0, 'Cardiac tamponade': 1.0, 'Asthma exacerbation': 1.0, 'Neuropsychiatric disorders': 1.0, 'TLoC while supine': 0.4444444444444444, 'Leukocytes': 1.0, 'Pulmonary embolism': 1.0, 'Platelets': 1.0, 'Troponin': 0.4, 'Heart failure': 1.0, 'Eye deviation during the episode': 1.0, 'Performance of thoracentesis': 1.0, 'Improvement of dyspnea': 1.0, 'Brain MRI, any abnormality': 1.0, 'Heart rate': 1.0, 'Pneumonia': 1.0, 'Level of autonomy (mobility)': 0.3333333333333333, 'BNP / NT-pro-BNP': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Administration of fluids': 1.0, 'Acute dialysis': 1.0, 'Dementia [chronic condition]': 1.0, 'Administration of diuretics': 0.4444444444444444, 'COPD exacerbation': 0.4, 'Brain CT scan, any abnormality': 1.0, 'SARS-CoV-2 swab test': 0.8222222222222223, 'Presence of pacemaker': 1.0, 'COVID 19': 1.0, 'SpO2 in O2 therapy': 1.0, 'General condition deterioration': 1.0, 'Ab ingestis pneumonia': 1.0, 'Homelessness': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Transaminase': 1.0, 'Chest Rx, any abnormalities': 1.0, 'Agitation [acute condition]': 1.0, 'Acute pulmonary edema': 0.4, 'Known history of epilepsy': 1.0, 'PaC02': 1.0, 'Antihypertensive therapy': 0.5, 'Chronic cardiac failure': 1.0, 'ECG, any abnormality': 0.8222222222222223, 'Abdomen CT scan, any abnormality': 1.0, 'Administration of oxygen/ventilation': 1.0, 'Blood pressure': 1.0, 'Presence of defibrillator': 1.0, 'Intoxication': 1.0, 'Creatinine': 0.5, 'Arrhythmia': 1.0, 'Hemoglobin': 1.0, 'Problematic family context': 1.0, 'Pa02': 1.0, 'Cardio-pulmonary resuscitation': 1.0, 'Anticoagulants or antiplatelet drug therapy': 1.0, 'Value following the previous one': 0.0, 'Chest CT scan, any abnormality': 1.0, 'Blood transfusions': 1.0, 'INR': 1.0, 'Poly-pharmacological therapy (= 5)': 0.4, 'Peripheral neuropathy': 1.0, 'Concussive head trauma': 0.7619047619047619, 'Pneumothorax': 1.0, 'Diffuse vascular disease': 1.0}
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1.5828	0.1253	106	1.2627	0.9267	0.4529	0.9295	{}	{'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 0.8831168831168831, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 1.0, 'Urine drug test': 1.0, 'EEG, any abnormality': 1.0, 'Serum creatinine kinase': 1.0, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 1.0, 'Hemorrhage': 1.0, 'Pale skin during the episode': 1.0, 'Body temperature': 1.0, 'Carotid sinus massage': 1.0, 'Blood drug dosage': 1.0, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 1.0, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 1.0, 'D-Dimer': 1.0, 'Supine-to-standing systolic blood pressure test': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 1.0, 'Palliative care [already in place at home]': 1.0, 'History of recent trauma': 0.6363636363636364, 'Pulmonary scintigraphy, any abnormality': 1.0, 'Aortic dissection': 1.0, 'Administration of bronchodilator': 1.0, 'Foreign body in the airways': 0.8, 'Epilepsy / epileptic seizure': 1.0, 'Stiffness during the episode': 1.0, 'History of drug abuse': 1.0, 'pH': 1.0, 'Antiepileptic therapy already in place': 1.0, 'Blood sodium': 1.0, 'Severe Anemia': 1.0, 'Compression ultrasound (CUS), any abnormality': 1.0, 'TLoC during effort': 1.0, 'Respiratory rate': 0.7984496124031008, 'Presence of prodromal symptoms': 1.0, "Improvement of patient's conditions": 0.25, 'Drooling during the episode': 1.0, 'SpO2 in aa': 1.0, 'Tongue bite': 1.0, 'Blood calcium': 1.0, 'Blood alcohol': 1.0, 'Blood potassium': 0.65, 'Neurodegenerative disease': 1.0, 'Thoracic ultrasound, any abnormalities': 0.611111111111111, 'Blood glucose': 0.3333333333333333, "Duration of the patient's unconsciousness": 1.0, 'Need but absence of a caregiver': 1.0, 'Chest pain': 0.9440559440559442, 'HC03-': 1.0, 'Respiratory failure': 0.4, 'Administration of steroids': 1.0, 'Cardiovascular failure': 0.0, 'Presence of respiratory distress': 1.0, 'First episode of epilepsy': 0.3333333333333333, 'ECG monitoring, any abnormality': 1.0, 'Further seizures in the ED': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 0.4, 'History of drug allergy': 0.8666666666666667, 'Drowsiness, confusion, disorientation as postcritical state': 1.0, 'Level of consciousness': 0.32962962962962966, 'Presence of dyspnea': 1.0, 'Renal failure': 1.0, 'Blood in the stool': 1.0, 'C-Reactive Protein': 1.0, 'Metabolic failure': 0.3333333333333333, 'Chronic rheumatologic disease': 1.0, 'Influenza and various infections': 1.0, 'Neoplasia': 1.0, 'Cardiac tamponade': 1.0, 'Asthma exacerbation': 1.0, 'Neuropsychiatric disorders': 1.0, 'TLoC while supine': 0.4444444444444444, 'Leukocytes': 1.0, 'Pulmonary embolism': 1.0, 'Platelets': 1.0, 'Troponin': 1.0, 'Heart failure': 1.0, 'Eye deviation during the episode': 1.0, 'Performance of thoracentesis': 1.0, 'Improvement of dyspnea': 1.0, 'Brain MRI, any abnormality': 1.0, 'Heart rate': 1.0, 'Pneumonia': 1.0, 'Level of autonomy (mobility)': 0.3333333333333333, 'BNP / NT-pro-BNP': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Administration of fluids': 1.0, 'Acute dialysis': 1.0, 'Dementia [chronic condition]': 1.0, 'Administration of diuretics': 0.4444444444444444, 'COPD exacerbation': 0.4, 'Brain CT scan, any abnormality': 1.0, 'SARS-CoV-2 swab test': 1.0, 'Presence of pacemaker': 1.0, 'COVID 19': 1.0, 'SpO2 in O2 therapy': 1.0, 'General condition deterioration': 1.0, 'Ab ingestis pneumonia': 1.0, 'Homelessness': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Transaminase': 1.0, 'Chest Rx, any abnormalities': 1.0, 'Agitation [acute condition]': 1.0, 'Acute pulmonary edema': 0.4, 'Known history of epilepsy': 1.0, 'PaC02': 1.0, 'Antihypertensive therapy': 1.0, 'Chronic cardiac failure': 0.0, 'ECG, any abnormality': 0.6666666666666666, 'Abdomen CT scan, any abnormality': 1.0, 'Administration of oxygen/ventilation': 1.0, 'Blood pressure': 1.0, 'Presence of defibrillator': 1.0, 'Intoxication': 1.0, 'Creatinine': 0.7333333333333334, 'Arrhythmia': 1.0, 'Hemoglobin': 1.0, 'Problematic family context': 1.0, 'Pa02': 1.0, 'Cardio-pulmonary resuscitation': 1.0, 'Anticoagulants or antiplatelet drug therapy': 1.0, 'Value following the previous one': 1.0, 'Chest CT scan, any abnormality': 1.0, 'Blood transfusions': 1.0, 'INR': 1.0, 'Poly-pharmacological therapy (= 5)': 1.0, 'Peripheral neuropathy': 1.0, 'Concussive head trauma': 0.375, 'Pneumothorax': 1.0, 'Diffuse vascular disease': 1.0}
1.5828	0.1277	108	1.2580	0.92	0.4504	0.9215	{}	{'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 1.0, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 1.0, 'Urine drug test': 1.0, 'EEG, any abnormality': 1.0, 'Serum creatinine kinase': 1.0, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 1.0, 'Hemorrhage': 1.0, 'Pale skin during the episode': 1.0, 'Body temperature': 1.0, 'Carotid sinus massage': 1.0, 'Blood drug dosage': 1.0, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 1.0, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 1.0, 'D-Dimer': 1.0, 'Supine-to-standing systolic blood pressure test': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 1.0, 'Palliative care [already in place at home]': 1.0, 'History of recent trauma': 0.6, 'Pulmonary scintigraphy, any abnormality': 1.0, 'Aortic dissection': 1.0, 'Administration of bronchodilator': 1.0, 'Foreign body in the airways': 0.8, 'Epilepsy / epileptic seizure': 1.0, 'Stiffness during the episode': 1.0, 'History of drug abuse': 1.0, 'pH': 1.0, 'Antiepileptic therapy already in place': 1.0, 'Blood sodium': 1.0, 'Severe Anemia': 1.0, 'Compression ultrasound (CUS), any abnormality': 1.0, 'TLoC during effort': 0.4444444444444444, 'Respiratory rate': 0.7984496124031008, 'Presence of prodromal symptoms': 1.0, "Improvement of patient's conditions": 0.25, 'Drooling during the episode': 1.0, 'SpO2 in aa': 0.4864864864864865, 'Tongue bite': 1.0, 'Blood calcium': 1.0, 'Blood alcohol': 1.0, 'Blood potassium': 0.65, 'Neurodegenerative disease': 1.0, 'Thoracic ultrasound, any abnormalities': 0.611111111111111, 'Blood glucose': 0.3333333333333333, "Duration of the patient's unconsciousness": 1.0, 'Need but absence of a caregiver': 1.0, 'Chest pain': 0.8282828282828283, 'HC03-': 1.0, 'Respiratory failure': 0.4, 'Administration of steroids': 1.0, 'Cardiovascular failure': 0.0, 'Presence of respiratory distress': 1.0, 'First episode of epilepsy': 0.3333333333333333, 'ECG monitoring, any abnormality': 1.0, 'Further seizures in the ED': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 1.0, 'History of drug allergy': 0.8666666666666667, 'Drowsiness, confusion, disorientation as postcritical state': 1.0, 'Level of consciousness': 0.32962962962962966, 'Presence of dyspnea': 1.0, 'Renal failure': 1.0, 'Blood in the stool': 1.0, 'C-Reactive Protein': 1.0, 'Metabolic failure': 0.3333333333333333, 'Chronic rheumatologic disease': 1.0, 'Influenza and various infections': 1.0, 'Neoplasia': 1.0, 'Cardiac tamponade': 1.0, 'Asthma exacerbation': 1.0, 'Neuropsychiatric disorders': 1.0, 'TLoC while supine': 0.4444444444444444, 'Leukocytes': 1.0, 'Pulmonary embolism': 1.0, 'Platelets': 1.0, 'Troponin': 1.0, 'Heart failure': 0.4444444444444444, 'Eye deviation during the episode': 1.0, 'Performance of thoracentesis': 1.0, 'Improvement of dyspnea': 1.0, 'Brain MRI, any abnormality': 1.0, 'Heart rate': 1.0, 'Pneumonia': 1.0, 'Level of autonomy (mobility)': 0.3333333333333333, 'BNP / NT-pro-BNP': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Administration of fluids': 0.7333333333333334, 'Acute dialysis': 1.0, 'Dementia [chronic condition]': 1.0, 'Administration of diuretics': 0.4444444444444444, 'COPD exacerbation': 0.4, 'Brain CT scan, any abnormality': 1.0, 'SARS-CoV-2 swab test': 1.0, 'Presence of pacemaker': 1.0, 'COVID 19': 1.0, 'SpO2 in O2 therapy': 1.0, 'General condition deterioration': 1.0, 'Ab ingestis pneumonia': 1.0, 'Homelessness': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Transaminase': 1.0, 'Chest Rx, any abnormalities': 1.0, 'Agitation [acute condition]': 1.0, 'Acute pulmonary edema': 0.4, 'Known history of epilepsy': 1.0, 'PaC02': 1.0, 'Antihypertensive therapy': 1.0, 'Chronic cardiac failure': 1.0, 'ECG, any abnormality': 0.6666666666666666, 'Abdomen CT scan, any abnormality': 1.0, 'Administration of oxygen/ventilation': 1.0, 'Blood pressure': 1.0, 'Presence of defibrillator': 1.0, 'Intoxication': 1.0, 'Creatinine': 0.7333333333333334, 'Arrhythmia': 1.0, 'Hemoglobin': 1.0, 'Problematic family context': 1.0, 'Pa02': 1.0, 'Cardio-pulmonary resuscitation': 1.0, 'Anticoagulants or antiplatelet drug therapy': 0.3333333333333333, 'Value following the previous one': 1.0, 'Chest CT scan, any abnormality': 1.0, 'Blood transfusions': 1.0, 'INR': 1.0, 'Poly-pharmacological therapy (= 5)': 1.0, 'Peripheral neuropathy': 1.0, 'Concussive head trauma': 0.375, 'Pneumothorax': 1.0, 'Diffuse vascular disease': 1.0}
1.5125	0.1300	110	1.2538	0.925	0.4776	0.9258	{}	{'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 1.0, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 1.0, 'Urine drug test': 1.0, 'EEG, any abnormality': 1.0, 'Serum creatinine kinase': 1.0, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 1.0, 'Hemorrhage': 1.0, 'Pale skin during the episode': 1.0, 'Body temperature': 1.0, 'Carotid sinus massage': 1.0, 'Blood drug dosage': 1.0, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 1.0, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 1.0, 'D-Dimer': 1.0, 'Supine-to-standing systolic blood pressure test': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 1.0, 'Palliative care [already in place at home]': 1.0, 'History of recent trauma': 0.6, 'Pulmonary scintigraphy, any abnormality': 1.0, 'Aortic dissection': 1.0, 'Administration of bronchodilator': 1.0, 'Foreign body in the airways': 0.8, 'Epilepsy / epileptic seizure': 1.0, 'Stiffness during the episode': 1.0, 'History of drug abuse': 1.0, 'pH': 1.0, 'Antiepileptic therapy already in place': 1.0, 'Blood sodium': 1.0, 'Severe Anemia': 1.0, 'Compression ultrasound (CUS), any abnormality': 1.0, 'TLoC during effort': 0.4444444444444444, 'Respiratory rate': 0.7984496124031008, 'Presence of prodromal symptoms': 1.0, "Improvement of patient's conditions": 0.25, 'Drooling during the episode': 1.0, 'SpO2 in aa': 0.4864864864864865, 'Tongue bite': 1.0, 'Blood calcium': 1.0, 'Blood alcohol': 1.0, 'Blood potassium': 0.7878787878787878, 'Neurodegenerative disease': 1.0, 'Thoracic ultrasound, any abnormalities': 0.6888888888888888, 'Blood glucose': 0.3333333333333333, "Duration of the patient's unconsciousness": 1.0, 'Need but absence of a caregiver': 1.0, 'Chest pain': 0.8282828282828283, 'HC03-': 1.0, 'Respiratory failure': 0.4, 'Administration of steroids': 1.0, 'Cardiovascular failure': 0.0, 'Presence of respiratory distress': 1.0, 'First episode of epilepsy': 0.3333333333333333, 'ECG monitoring, any abnormality': 1.0, 'Further seizures in the ED': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 1.0, 'History of drug allergy': 0.8666666666666667, 'Drowsiness, confusion, disorientation as postcritical state': 1.0, 'Level of consciousness': 0.32962962962962966, 'Presence of dyspnea': 1.0, 'Renal failure': 1.0, 'Blood in the stool': 1.0, 'C-Reactive Protein': 1.0, 'Metabolic failure': 0.3333333333333333, 'Chronic rheumatologic disease': 1.0, 'Influenza and various infections': 1.0, 'Neoplasia': 1.0, 'Cardiac tamponade': 1.0, 'Asthma exacerbation': 1.0, 'Neuropsychiatric disorders': 1.0, 'TLoC while supine': 0.4444444444444444, 'Leukocytes': 1.0, 'Pulmonary embolism': 1.0, 'Platelets': 1.0, 'Troponin': 1.0, 'Heart failure': 0.4444444444444444, 'Eye deviation during the episode': 1.0, 'Performance of thoracentesis': 1.0, 'Improvement of dyspnea': 1.0, 'Brain MRI, any abnormality': 1.0, 'Heart rate': 1.0, 'Pneumonia': 1.0, 'Level of autonomy (mobility)': 1.0, 'BNP / NT-pro-BNP': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Administration of fluids': 0.7333333333333334, 'Acute dialysis': 1.0, 'Dementia [chronic condition]': 1.0, 'Administration of diuretics': 0.4444444444444444, 'COPD exacerbation': 0.4, 'Brain CT scan, any abnormality': 1.0, 'SARS-CoV-2 swab test': 1.0, 'Presence of pacemaker': 1.0, 'COVID 19': 1.0, 'SpO2 in O2 therapy': 1.0, 'General condition deterioration': 1.0, 'Ab ingestis pneumonia': 1.0, 'Homelessness': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Transaminase': 1.0, 'Chest Rx, any abnormalities': 1.0, 'Agitation [acute condition]': 1.0, 'Acute pulmonary edema': 0.4, 'Known history of epilepsy': 1.0, 'PaC02': 1.0, 'Antihypertensive therapy': 1.0, 'Chronic cardiac failure': 1.0, 'ECG, any abnormality': 0.6666666666666666, 'Abdomen CT scan, any abnormality': 1.0, 'Administration of oxygen/ventilation': 1.0, 'Blood pressure': 1.0, 'Presence of defibrillator': 1.0, 'Intoxication': 1.0, 'Creatinine': 0.7333333333333334, 'Arrhythmia': 1.0, 'Hemoglobin': 1.0, 'Problematic family context': 1.0, 'Pa02': 1.0, 'Cardio-pulmonary resuscitation': 1.0, 'Anticoagulants or antiplatelet drug therapy': 0.3333333333333333, 'Value following the previous one': 1.0, 'Chest CT scan, any abnormality': 1.0, 'Blood transfusions': 1.0, 'INR': 1.0, 'Poly-pharmacological therapy (= 5)': 1.0, 'Peripheral neuropathy': 1.0, 'Concussive head trauma': 0.375, 'Pneumothorax': 1.0, 'Diffuse vascular disease': 1.0}
1.5125	0.1324	112	1.2497	0.925	0.4525	0.9268	{}	{'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 1.0, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 1.0, 'Urine drug test': 1.0, 'EEG, any abnormality': 1.0, 'Serum creatinine kinase': 1.0, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 1.0, 'Hemorrhage': 1.0, 'Pale skin during the episode': 1.0, 'Body temperature': 1.0, 'Carotid sinus massage': 1.0, 'Blood drug dosage': 1.0, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 1.0, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 1.0, 'D-Dimer': 1.0, 'Supine-to-standing systolic blood pressure test': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 1.0, 'Palliative care [already in place at home]': 1.0, 'History of recent trauma': 0.6363636363636364, 'Pulmonary scintigraphy, any abnormality': 1.0, 'Aortic dissection': 1.0, 'Administration of bronchodilator': 1.0, 'Foreign body in the airways': 0.8, 'Epilepsy / epileptic seizure': 1.0, 'Stiffness during the episode': 1.0, 'History of drug abuse': 1.0, 'pH': 1.0, 'Antiepileptic therapy already in place': 1.0, 'Blood sodium': 1.0, 'Severe Anemia': 1.0, 'Compression ultrasound (CUS), any abnormality': 1.0, 'TLoC during effort': 1.0, 'Respiratory rate': 0.7984496124031008, 'Presence of prodromal symptoms': 1.0, "Improvement of patient's conditions": 0.25, 'Drooling during the episode': 1.0, 'SpO2 in aa': 0.4864864864864865, 'Tongue bite': 1.0, 'Blood calcium': 1.0, 'Blood alcohol': 1.0, 'Blood potassium': 0.65, 'Neurodegenerative disease': 1.0, 'Thoracic ultrasound, any abnormalities': 0.611111111111111, 'Blood glucose': 0.3333333333333333, "Duration of the patient's unconsciousness": 1.0, 'Need but absence of a caregiver': 1.0, 'Chest pain': 0.9440559440559442, 'HC03-': 1.0, 'Respiratory failure': 0.4, 'Administration of steroids': 1.0, 'Cardiovascular failure': 0.0, 'Presence of respiratory distress': 1.0, 'First episode of epilepsy': 0.3333333333333333, 'ECG monitoring, any abnormality': 1.0, 'Further seizures in the ED': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 1.0, 'History of drug allergy': 0.8666666666666667, 'Drowsiness, confusion, disorientation as postcritical state': 1.0, 'Level of consciousness': 0.32962962962962966, 'Presence of dyspnea': 1.0, 'Renal failure': 1.0, 'Blood in the stool': 1.0, 'C-Reactive Protein': 1.0, 'Metabolic failure': 0.3333333333333333, 'Chronic rheumatologic disease': 1.0, 'Influenza and various infections': 1.0, 'Neoplasia': 1.0, 'Cardiac tamponade': 1.0, 'Asthma exacerbation': 1.0, 'Neuropsychiatric disorders': 1.0, 'TLoC while supine': 0.4444444444444444, 'Leukocytes': 1.0, 'Pulmonary embolism': 1.0, 'Platelets': 1.0, 'Troponin': 1.0, 'Heart failure': 0.4444444444444444, 'Eye deviation during the episode': 1.0, 'Performance of thoracentesis': 1.0, 'Improvement of dyspnea': 1.0, 'Brain MRI, any abnormality': 1.0, 'Heart rate': 1.0, 'Pneumonia': 1.0, 'Level of autonomy (mobility)': 0.3333333333333333, 'BNP / NT-pro-BNP': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Administration of fluids': 0.7333333333333334, 'Acute dialysis': 1.0, 'Dementia [chronic condition]': 1.0, 'Administration of diuretics': 0.4444444444444444, 'COPD exacerbation': 0.4, 'Brain CT scan, any abnormality': 1.0, 'SARS-CoV-2 swab test': 1.0, 'Presence of pacemaker': 1.0, 'COVID 19': 1.0, 'SpO2 in O2 therapy': 1.0, 'General condition deterioration': 1.0, 'Ab ingestis pneumonia': 1.0, 'Homelessness': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Transaminase': 1.0, 'Chest Rx, any abnormalities': 1.0, 'Agitation [acute condition]': 1.0, 'Acute pulmonary edema': 0.4, 'Known history of epilepsy': 1.0, 'PaC02': 1.0, 'Antihypertensive therapy': 1.0, 'Chronic cardiac failure': 1.0, 'ECG, any abnormality': 0.6666666666666666, 'Abdomen CT scan, any abnormality': 1.0, 'Administration of oxygen/ventilation': 1.0, 'Blood pressure': 1.0, 'Presence of defibrillator': 1.0, 'Intoxication': 1.0, 'Creatinine': 0.7333333333333334, 'Arrhythmia': 1.0, 'Hemoglobin': 1.0, 'Problematic family context': 1.0, 'Pa02': 1.0, 'Cardio-pulmonary resuscitation': 1.0, 'Anticoagulants or antiplatelet drug therapy': 0.3333333333333333, 'Value following the previous one': 1.0, 'Chest CT scan, any abnormality': 1.0, 'Blood transfusions': 1.0, 'INR': 1.0, 'Poly-pharmacological therapy (= 5)': 1.0, 'Peripheral neuropathy': 1.0, 'Concussive head trauma': 0.375, 'Pneumothorax': 1.0, 'Diffuse vascular disease': 1.0}
1.5125	0.1348	114	1.2465	0.93	0.4541	0.9318	{}	{'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 1.0, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 1.0, 'Urine drug test': 1.0, 'EEG, any abnormality': 1.0, 'Serum creatinine kinase': 1.0, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 1.0, 'Hemorrhage': 1.0, 'Pale skin during the episode': 1.0, 'Body temperature': 1.0, 'Carotid sinus massage': 1.0, 'Blood drug dosage': 1.0, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 1.0, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 1.0, 'D-Dimer': 1.0, 'Supine-to-standing systolic blood pressure test': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 1.0, 'Palliative care [already in place at home]': 1.0, 'History of recent trauma': 1.0, 'Pulmonary scintigraphy, any abnormality': 1.0, 'Aortic dissection': 1.0, 'Administration of bronchodilator': 1.0, 'Foreign body in the airways': 0.8, 'Epilepsy / epileptic seizure': 1.0, 'Stiffness during the episode': 1.0, 'History of drug abuse': 1.0, 'pH': 1.0, 'Antiepileptic therapy already in place': 1.0, 'Blood sodium': 1.0, 'Severe Anemia': 1.0, 'Compression ultrasound (CUS), any abnormality': 1.0, 'TLoC during effort': 1.0, 'Respiratory rate': 0.7984496124031008, 'Presence of prodromal symptoms': 1.0, "Improvement of patient's conditions": 0.25, 'Drooling during the episode': 1.0, 'SpO2 in aa': 1.0, 'Tongue bite': 1.0, 'Blood calcium': 1.0, 'Blood alcohol': 1.0, 'Blood potassium': 0.65, 'Neurodegenerative disease': 1.0, 'Thoracic ultrasound, any abnormalities': 0.611111111111111, 'Blood glucose': 0.3333333333333333, "Duration of the patient's unconsciousness": 1.0, 'Need but absence of a caregiver': 1.0, 'Chest pain': 0.9440559440559442, 'HC03-': 1.0, 'Respiratory failure': 0.4, 'Administration of steroids': 1.0, 'Cardiovascular failure': 0.0, 'Presence of respiratory distress': 1.0, 'First episode of epilepsy': 0.3333333333333333, 'ECG monitoring, any abnormality': 1.0, 'Further seizures in the ED': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 1.0, 'History of drug allergy': 0.8666666666666667, 'Drowsiness, confusion, disorientation as postcritical state': 1.0, 'Level of consciousness': 0.32962962962962966, 'Presence of dyspnea': 1.0, 'Renal failure': 1.0, 'Blood in the stool': 1.0, 'C-Reactive Protein': 1.0, 'Metabolic failure': 0.3333333333333333, 'Chronic rheumatologic disease': 1.0, 'Influenza and various infections': 1.0, 'Neoplasia': 1.0, 'Cardiac tamponade': 1.0, 'Asthma exacerbation': 1.0, 'Neuropsychiatric disorders': 1.0, 'TLoC while supine': 0.3333333333333333, 'Leukocytes': 1.0, 'Pulmonary embolism': 1.0, 'Platelets': 1.0, 'Troponin': 1.0, 'Heart failure': 1.0, 'Eye deviation during the episode': 1.0, 'Performance of thoracentesis': 1.0, 'Improvement of dyspnea': 1.0, 'Brain MRI, any abnormality': 1.0, 'Heart rate': 1.0, 'Pneumonia': 1.0, 'Level of autonomy (mobility)': 0.3333333333333333, 'BNP / NT-pro-BNP': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Administration of fluids': 1.0, 'Acute dialysis': 1.0, 'Dementia [chronic condition]': 1.0, 'Administration of diuretics': 0.4444444444444444, 'COPD exacerbation': 0.4, 'Brain CT scan, any abnormality': 1.0, 'SARS-CoV-2 swab test': 1.0, 'Presence of pacemaker': 1.0, 'COVID 19': 1.0, 'SpO2 in O2 therapy': 1.0, 'General condition deterioration': 1.0, 'Ab ingestis pneumonia': 1.0, 'Homelessness': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Transaminase': 1.0, 'Chest Rx, any abnormalities': 1.0, 'Agitation [acute condition]': 1.0, 'Acute pulmonary edema': 0.4, 'Known history of epilepsy': 1.0, 'PaC02': 1.0, 'Antihypertensive therapy': 1.0, 'Chronic cardiac failure': 1.0, 'ECG, any abnormality': 0.6666666666666666, 'Abdomen CT scan, any abnormality': 1.0, 'Administration of oxygen/ventilation': 1.0, 'Blood pressure': 1.0, 'Presence of defibrillator': 1.0, 'Intoxication': 1.0, 'Creatinine': 0.7333333333333334, 'Arrhythmia': 1.0, 'Hemoglobin': 1.0, 'Problematic family context': 1.0, 'Pa02': 1.0, 'Cardio-pulmonary resuscitation': 1.0, 'Anticoagulants or antiplatelet drug therapy': 0.3333333333333333, 'Value following the previous one': 0.0, 'Chest CT scan, any abnormality': 1.0, 'Blood transfusions': 1.0, 'INR': 1.0, 'Poly-pharmacological therapy (= 5)': 1.0, 'Peripheral neuropathy': 1.0, 'Concussive head trauma': 0.375, 'Pneumothorax': 1.0, 'Diffuse vascular disease': 1.0}
1.5188	0.1371	116	1.2431	0.9317	0.4784	0.9322	{}	{'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 0.8831168831168831, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 1.0, 'Urine drug test': 1.0, 'EEG, any abnormality': 1.0, 'Serum creatinine kinase': 0.4, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 1.0, 'Hemorrhage': 1.0, 'Pale skin during the episode': 1.0, 'Body temperature': 1.0, 'Carotid sinus massage': 1.0, 'Blood drug dosage': 1.0, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 1.0, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 1.0, 'D-Dimer': 1.0, 'Supine-to-standing systolic blood pressure test': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 1.0, 'Palliative care [already in place at home]': 1.0, 'History of recent trauma': 1.0, 'Pulmonary scintigraphy, any abnormality': 1.0, 'Aortic dissection': 1.0, 'Administration of bronchodilator': 1.0, 'Foreign body in the airways': 0.5833333333333333, 'Epilepsy / epileptic seizure': 1.0, 'Stiffness during the episode': 1.0, 'History of drug abuse': 1.0, 'pH': 1.0, 'Antiepileptic therapy already in place': 1.0, 'Blood sodium': 1.0, 'Severe Anemia': 1.0, 'Compression ultrasound (CUS), any abnormality': 1.0, 'TLoC during effort': 1.0, 'Respiratory rate': 0.7984496124031008, 'Presence of prodromal symptoms': 1.0, "Improvement of patient's conditions": 0.6666666666666666, 'Drooling during the episode': 1.0, 'SpO2 in aa': 1.0, 'Tongue bite': 1.0, 'Blood calcium': 1.0, 'Blood alcohol': 1.0, 'Blood potassium': 0.65, 'Neurodegenerative disease': 1.0, 'Thoracic ultrasound, any abnormalities': 0.611111111111111, 'Blood glucose': 0.3333333333333333, "Duration of the patient's unconsciousness": 1.0, 'Need but absence of a caregiver': 1.0, 'Chest pain': 0.9440559440559442, 'HC03-': 1.0, 'Respiratory failure': 0.4, 'Administration of steroids': 1.0, 'Cardiovascular failure': 1.0, 'Presence of respiratory distress': 1.0, 'First episode of epilepsy': 0.3333333333333333, 'ECG monitoring, any abnormality': 1.0, 'Further seizures in the ED': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 1.0, 'History of drug allergy': 0.8666666666666667, 'Drowsiness, confusion, disorientation as postcritical state': 1.0, 'Level of consciousness': 0.32962962962962966, 'Presence of dyspnea': 1.0, 'Renal failure': 1.0, 'Blood in the stool': 1.0, 'C-Reactive Protein': 1.0, 'Metabolic failure': 0.3333333333333333, 'Chronic rheumatologic disease': 1.0, 'Influenza and various infections': 1.0, 'Neoplasia': 1.0, 'Cardiac tamponade': 1.0, 'Asthma exacerbation': 1.0, 'Neuropsychiatric disorders': 1.0, 'TLoC while supine': 0.3333333333333333, 'Leukocytes': 1.0, 'Pulmonary embolism': 1.0, 'Platelets': 1.0, 'Troponin': 1.0, 'Heart failure': 1.0, 'Eye deviation during the episode': 1.0, 'Performance of thoracentesis': 1.0, 'Improvement of dyspnea': 1.0, 'Brain MRI, any abnormality': 1.0, 'Heart rate': 1.0, 'Pneumonia': 1.0, 'Level of autonomy (mobility)': 0.3333333333333333, 'BNP / NT-pro-BNP': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Administration of fluids': 1.0, 'Acute dialysis': 1.0, 'Dementia [chronic condition]': 1.0, 'Administration of diuretics': 0.4444444444444444, 'COPD exacerbation': 0.4, 'Brain CT scan, any abnormality': 1.0, 'SARS-CoV-2 swab test': 1.0, 'Presence of pacemaker': 1.0, 'COVID 19': 1.0, 'SpO2 in O2 therapy': 1.0, 'General condition deterioration': 0.4444444444444444, 'Ab ingestis pneumonia': 1.0, 'Homelessness': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Transaminase': 1.0, 'Chest Rx, any abnormalities': 1.0, 'Agitation [acute condition]': 1.0, 'Acute pulmonary edema': 0.4, 'Known history of epilepsy': 1.0, 'PaC02': 1.0, 'Antihypertensive therapy': 1.0, 'Chronic cardiac failure': 1.0, 'ECG, any abnormality': 0.6666666666666666, 'Abdomen CT scan, any abnormality': 1.0, 'Administration of oxygen/ventilation': 1.0, 'Blood pressure': 1.0, 'Presence of defibrillator': 1.0, 'Intoxication': 1.0, 'Creatinine': 0.7333333333333334, 'Arrhythmia': 1.0, 'Hemoglobin': 1.0, 'Problematic family context': 1.0, 'Pa02': 1.0, 'Cardio-pulmonary resuscitation': 1.0, 'Anticoagulants or antiplatelet drug therapy': 1.0, 'Value following the previous one': 0.0, 'Chest CT scan, any abnormality': 1.0, 'Blood transfusions': 1.0, 'INR': 1.0, 'Poly-pharmacological therapy (= 5)': 1.0, 'Peripheral neuropathy': 1.0, 'Concussive head trauma': 0.7619047619047619, 'Pneumothorax': 1.0, 'Diffuse vascular disease': 1.0}
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1.4812	0.1513	128	1.2209	0.9317	0.5242	0.9362	{}	{'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 0.8831168831168831, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 1.0, 'Urine drug test': 1.0, 'EEG, any abnormality': 1.0, 'Serum creatinine kinase': 1.0, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 1.0, 'Hemorrhage': 1.0, 'Pale skin during the episode': 1.0, 'Body temperature': 1.0, 'Carotid sinus massage': 1.0, 'Blood drug dosage': 1.0, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 1.0, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 1.0, 'D-Dimer': 1.0, 'Supine-to-standing systolic blood pressure test': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 1.0, 'Palliative care [already in place at home]': 1.0, 'History of recent trauma': 1.0, 'Pulmonary scintigraphy, any abnormality': 1.0, 'Aortic dissection': 1.0, 'Administration of bronchodilator': 1.0, 'Foreign body in the airways': 0.8, 'Epilepsy / epileptic seizure': 1.0, 'Stiffness during the episode': 1.0, 'History of drug abuse': 1.0, 'pH': 1.0, 'Antiepileptic therapy already in place': 1.0, 'Blood sodium': 1.0, 'Severe Anemia': 1.0, 'Compression ultrasound (CUS), any abnormality': 1.0, 'TLoC during effort': 1.0, 'Respiratory rate': 0.7984496124031008, 'Presence of prodromal symptoms': 1.0, "Improvement of patient's conditions": 0.25, 'Drooling during the episode': 1.0, 'SpO2 in aa': 1.0, 'Tongue bite': 1.0, 'Blood calcium': 1.0, 'Blood alcohol': 1.0, 'Blood potassium': 0.65, 'Neurodegenerative disease': 1.0, 'Thoracic ultrasound, any abnormalities': 0.7142857142857143, 'Blood glucose': 0.3333333333333333, "Duration of the patient's unconsciousness": 1.0, 'Need but absence of a caregiver': 1.0, 'Chest pain': 0.8857142857142857, 'HC03-': 1.0, 'Respiratory failure': 0.4, 'Administration of steroids': 1.0, 'Cardiovascular failure': 1.0, 'Presence of respiratory distress': 1.0, 'First episode of epilepsy': 0.3333333333333333, 'ECG monitoring, any abnormality': 1.0, 'Further seizures in the ED': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 0.4, 'History of drug allergy': 0.8666666666666667, 'Drowsiness, confusion, disorientation as postcritical state': 1.0, 'Level of consciousness': 0.46217948717948715, 'Presence of dyspnea': 1.0, 'Renal failure': 1.0, 'Blood in the stool': 1.0, 'C-Reactive Protein': 1.0, 'Metabolic failure': 0.3333333333333333, 'Chronic rheumatologic disease': 1.0, 'Influenza and various infections': 1.0, 'Neoplasia': 1.0, 'Cardiac tamponade': 1.0, 'Asthma exacerbation': 1.0, 'Neuropsychiatric disorders': 1.0, 'TLoC while supine': 0.2857142857142857, 'Leukocytes': 1.0, 'Pulmonary embolism': 1.0, 'Platelets': 1.0, 'Troponin': 1.0, 'Heart failure': 1.0, 'Eye deviation during the episode': 1.0, 'Performance of thoracentesis': 1.0, 'Improvement of dyspnea': 1.0, 'Brain MRI, any abnormality': 1.0, 'Heart rate': 1.0, 'Pneumonia': 1.0, 'Level of autonomy (mobility)': 0.3333333333333333, 'BNP / NT-pro-BNP': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Administration of fluids': 1.0, 'Acute dialysis': 1.0, 'Dementia [chronic condition]': 1.0, 'Administration of diuretics': 0.4444444444444444, 'COPD exacerbation': 0.4, 'Brain CT scan, any abnormality': 1.0, 'SARS-CoV-2 swab test': 1.0, 'Presence of pacemaker': 1.0, 'COVID 19': 1.0, 'SpO2 in O2 therapy': 1.0, 'General condition deterioration': 1.0, 'Ab ingestis pneumonia': 1.0, 'Homelessness': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Transaminase': 1.0, 'Chest Rx, any abnormalities': 1.0, 'Agitation [acute condition]': 1.0, 'Acute pulmonary edema': 0.4, 'Known history of epilepsy': 1.0, 'PaC02': 1.0, 'Antihypertensive therapy': 1.0, 'Chronic cardiac failure': 1.0, 'ECG, any abnormality': 0.8222222222222223, 'Abdomen CT scan, any abnormality': 1.0, 'Administration of oxygen/ventilation': 1.0, 'Blood pressure': 1.0, 'Presence of defibrillator': 1.0, 'Intoxication': 1.0, 'Creatinine': 0.7333333333333334, 'Arrhythmia': 0.7333333333333334, 'Hemoglobin': 1.0, 'Problematic family context': 1.0, 'Pa02': 1.0, 'Cardio-pulmonary resuscitation': 1.0, 'Anticoagulants or antiplatelet drug therapy': 0.3333333333333333, 'Value following the previous one': 0.0, 'Chest CT scan, any abnormality': 1.0, 'Blood transfusions': 1.0, 'INR': 1.0, 'Poly-pharmacological therapy (= 5)': 1.0, 'Peripheral neuropathy': 1.0, 'Concussive head trauma': 0.7619047619047619, 'Pneumothorax': 1.0, 'Diffuse vascular disease': 1.0}
1.4844	0.1537	130	1.2189	0.9317	0.5501	0.9370	{}	{'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 0.8831168831168831, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 1.0, 'Urine drug test': 1.0, 'EEG, any abnormality': 1.0, 'Serum creatinine kinase': 1.0, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 1.0, 'Hemorrhage': 1.0, 'Pale skin during the episode': 1.0, 'Body temperature': 1.0, 'Carotid sinus massage': 1.0, 'Blood drug dosage': 1.0, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 1.0, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 1.0, 'D-Dimer': 1.0, 'Supine-to-standing systolic blood pressure test': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 1.0, 'Palliative care [already in place at home]': 1.0, 'History of recent trauma': 1.0, 'Pulmonary scintigraphy, any abnormality': 1.0, 'Aortic dissection': 1.0, 'Administration of bronchodilator': 1.0, 'Foreign body in the airways': 0.8, 'Epilepsy / epileptic seizure': 1.0, 'Stiffness during the episode': 1.0, 'History of drug abuse': 1.0, 'pH': 1.0, 'Antiepileptic therapy already in place': 1.0, 'Blood sodium': 1.0, 'Severe Anemia': 1.0, 'Compression ultrasound (CUS), any abnormality': 1.0, 'TLoC during effort': 1.0, 'Respiratory rate': 0.7984496124031008, 'Presence of prodromal symptoms': 1.0, "Improvement of patient's conditions": 0.6666666666666666, 'Drooling during the episode': 1.0, 'SpO2 in aa': 1.0, 'Tongue bite': 1.0, 'Blood calcium': 1.0, 'Blood alcohol': 1.0, 'Blood potassium': 0.65, 'Neurodegenerative disease': 1.0, 'Thoracic ultrasound, any abnormalities': 0.7142857142857143, 'Blood glucose': 0.3333333333333333, "Duration of the patient's unconsciousness": 1.0, 'Need but absence of a caregiver': 1.0, 'Chest pain': 0.8857142857142857, 'HC03-': 1.0, 'Respiratory failure': 1.0, 'Administration of steroids': 1.0, 'Cardiovascular failure': 1.0, 'Presence of respiratory distress': 1.0, 'First episode of epilepsy': 0.3333333333333333, 'ECG monitoring, any abnormality': 1.0, 'Further seizures in the ED': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 0.4, 'History of drug allergy': 0.8666666666666667, 'Drowsiness, confusion, disorientation as postcritical state': 1.0, 'Level of consciousness': 0.44663894663894665, 'Presence of dyspnea': 1.0, 'Renal failure': 1.0, 'Blood in the stool': 1.0, 'C-Reactive Protein': 1.0, 'Metabolic failure': 0.3333333333333333, 'Chronic rheumatologic disease': 1.0, 'Influenza and various infections': 1.0, 'Neoplasia': 1.0, 'Cardiac tamponade': 1.0, 'Asthma exacerbation': 1.0, 'Neuropsychiatric disorders': 1.0, 'TLoC while supine': 0.2857142857142857, 'Leukocytes': 1.0, 'Pulmonary embolism': 1.0, 'Platelets': 1.0, 'Troponin': 1.0, 'Heart failure': 1.0, 'Eye deviation during the episode': 1.0, 'Performance of thoracentesis': 1.0, 'Improvement of dyspnea': 1.0, 'Brain MRI, any abnormality': 1.0, 'Heart rate': 1.0, 'Pneumonia': 1.0, 'Level of autonomy (mobility)': 1.0, 'BNP / NT-pro-BNP': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Administration of fluids': 1.0, 'Acute dialysis': 1.0, 'Dementia [chronic condition]': 1.0, 'Administration of diuretics': 0.4444444444444444, 'COPD exacerbation': 0.4, 'Brain CT scan, any abnormality': 1.0, 'SARS-CoV-2 swab test': 1.0, 'Presence of pacemaker': 1.0, 'COVID 19': 1.0, 'SpO2 in O2 therapy': 1.0, 'General condition deterioration': 1.0, 'Ab ingestis pneumonia': 1.0, 'Homelessness': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Transaminase': 1.0, 'Chest Rx, any abnormalities': 1.0, 'Agitation [acute condition]': 1.0, 'Acute pulmonary edema': 0.4, 'Known history of epilepsy': 1.0, 'PaC02': 1.0, 'Antihypertensive therapy': 1.0, 'Chronic cardiac failure': 1.0, 'ECG, any abnormality': 0.8222222222222223, 'Abdomen CT scan, any abnormality': 1.0, 'Administration of oxygen/ventilation': 1.0, 'Blood pressure': 1.0, 'Presence of defibrillator': 1.0, 'Intoxication': 1.0, 'Creatinine': 0.7333333333333334, 'Arrhythmia': 0.7333333333333334, 'Hemoglobin': 1.0, 'Problematic family context': 1.0, 'Pa02': 1.0, 'Cardio-pulmonary resuscitation': 1.0, 'Anticoagulants or antiplatelet drug therapy': 0.3333333333333333, 'Value following the previous one': 0.0, 'Chest CT scan, any abnormality': 1.0, 'Blood transfusions': 1.0, 'INR': 1.0, 'Poly-pharmacological therapy (= 5)': 1.0, 'Peripheral neuropathy': 1.0, 'Concussive head trauma': 0.7619047619047619, 'Pneumothorax': 1.0, 'Diffuse vascular disease': 1.0}
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1.45	0.2151	182	1.1775	0.935	0.5217	0.9408	{}	{'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 0.8831168831168831, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 1.0, 'Urine drug test': 1.0, 'EEG, any abnormality': 1.0, 'Serum creatinine kinase': 1.0, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 1.0, 'Hemorrhage': 1.0, 'Pale skin during the episode': 1.0, 'Body temperature': 1.0, 'Carotid sinus massage': 1.0, 'Blood drug dosage': 1.0, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 1.0, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 1.0, 'D-Dimer': 1.0, 'Supine-to-standing systolic blood pressure test': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 1.0, 'Palliative care [already in place at home]': 1.0, 'History of recent trauma': 1.0, 'Pulmonary scintigraphy, any abnormality': 1.0, 'Aortic dissection': 1.0, 'Administration of bronchodilator': 1.0, 'Foreign body in the airways': 1.0, 'Epilepsy / epileptic seizure': 1.0, 'Stiffness during the episode': 1.0, 'History of drug abuse': 1.0, 'pH': 1.0, 'Antiepileptic therapy already in place': 1.0, 'Blood sodium': 1.0, 'Severe Anemia': 1.0, 'Compression ultrasound (CUS), any abnormality': 1.0, 'TLoC during effort': 1.0, 'Respiratory rate': 0.8522727272727273, 'Presence of prodromal symptoms': 1.0, "Improvement of patient's conditions": 0.6666666666666666, 'Drooling during the episode': 1.0, 'SpO2 in aa': 1.0, 'Tongue bite': 1.0, 'Blood calcium': 1.0, 'Blood alcohol': 1.0, 'Blood potassium': 0.65, 'Neurodegenerative disease': 1.0, 'Thoracic ultrasound, any abnormalities': 0.7142857142857143, 'Blood glucose': 0.3333333333333333, "Duration of the patient's unconsciousness": 1.0, 'Need but absence of a caregiver': 1.0, 'Chest pain': 0.9440559440559441, 'HC03-': 1.0, 'Respiratory failure': 1.0, 'Administration of steroids': 1.0, 'Cardiovascular failure': 1.0, 'Presence of respiratory distress': 1.0, 'First episode of epilepsy': 0.3333333333333333, 'ECG monitoring, any abnormality': 1.0, 'Further seizures in the ED': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 0.4, 'History of drug allergy': 0.8666666666666667, 'Drowsiness, confusion, disorientation as postcritical state': 1.0, 'Level of consciousness': 0.44663894663894665, 'Presence of dyspnea': 1.0, 'Renal failure': 1.0, 'Blood in the stool': 1.0, 'C-Reactive Protein': 1.0, 'Metabolic failure': 0.3333333333333333, 'Chronic rheumatologic disease': 1.0, 'Influenza and various infections': 1.0, 'Neoplasia': 1.0, 'Cardiac tamponade': 1.0, 'Asthma exacerbation': 1.0, 'Neuropsychiatric disorders': 1.0, 'TLoC while supine': 0.2857142857142857, 'Leukocytes': 1.0, 'Pulmonary embolism': 1.0, 'Platelets': 1.0, 'Troponin': 1.0, 'Heart failure': 1.0, 'Eye deviation during the episode': 1.0, 'Performance of thoracentesis': 1.0, 'Improvement of dyspnea': 1.0, 'Brain MRI, any abnormality': 1.0, 'Heart rate': 1.0, 'Pneumonia': 1.0, 'Level of autonomy (mobility)': 0.3333333333333333, 'BNP / NT-pro-BNP': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Administration of fluids': 1.0, 'Acute dialysis': 1.0, 'Dementia [chronic condition]': 1.0, 'Administration of diuretics': 0.4444444444444444, 'COPD exacerbation': 0.4, 'Brain CT scan, any abnormality': 1.0, 'SARS-CoV-2 swab test': 1.0, 'Presence of pacemaker': 1.0, 'COVID 19': 1.0, 'SpO2 in O2 therapy': 1.0, 'General condition deterioration': 0.4444444444444444, 'Ab ingestis pneumonia': 1.0, 'Homelessness': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Transaminase': 1.0, 'Chest Rx, any abnormalities': 1.0, 'Agitation [acute condition]': 1.0, 'Acute pulmonary edema': 1.0, 'Known history of epilepsy': 1.0, 'PaC02': 1.0, 'Antihypertensive therapy': 1.0, 'Chronic cardiac failure': 1.0, 'ECG, any abnormality': 0.8222222222222223, 'Abdomen CT scan, any abnormality': 1.0, 'Administration of oxygen/ventilation': 1.0, 'Blood pressure': 1.0, 'Presence of defibrillator': 1.0, 'Intoxication': 1.0, 'Creatinine': 0.7333333333333334, 'Arrhythmia': 0.7333333333333334, 'Hemoglobin': 1.0, 'Problematic family context': 1.0, 'Pa02': 1.0, 'Cardio-pulmonary resuscitation': 1.0, 'Anticoagulants or antiplatelet drug therapy': 0.3333333333333333, 'Value following the previous one': 0.0, 'Chest CT scan, any abnormality': 1.0, 'Blood transfusions': 1.0, 'INR': 1.0, 'Poly-pharmacological therapy (= 5)': 1.0, 'Peripheral neuropathy': 1.0, 'Concussive head trauma': 0.7619047619047619, 'Pneumothorax': 1.0, 'Diffuse vascular disease': 1.0}
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1.4594	0.2530	214	1.1721	0.94	0.5262	0.9432	{}	{'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 0.8831168831168831, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 1.0, 'Urine drug test': 1.0, 'EEG, any abnormality': 1.0, 'Serum creatinine kinase': 1.0, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 1.0, 'Hemorrhage': 1.0, 'Pale skin during the episode': 1.0, 'Body temperature': 1.0, 'Carotid sinus massage': 1.0, 'Blood drug dosage': 1.0, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 1.0, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 1.0, 'D-Dimer': 1.0, 'Supine-to-standing systolic blood pressure test': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 1.0, 'Palliative care [already in place at home]': 1.0, 'History of recent trauma': 0.6363636363636364, 'Pulmonary scintigraphy, any abnormality': 1.0, 'Aortic dissection': 1.0, 'Administration of bronchodilator': 1.0, 'Foreign body in the airways': 1.0, 'Epilepsy / epileptic seizure': 1.0, 'Stiffness during the episode': 1.0, 'History of drug abuse': 1.0, 'pH': 1.0, 'Antiepileptic therapy already in place': 1.0, 'Blood sodium': 1.0, 'Severe Anemia': 1.0, 'Compression ultrasound (CUS), any abnormality': 1.0, 'TLoC during effort': 1.0, 'Respiratory rate': 0.8522727272727273, 'Presence of prodromal symptoms': 1.0, "Improvement of patient's conditions": 0.6666666666666666, 'Drooling during the episode': 1.0, 'SpO2 in aa': 1.0, 'Tongue bite': 1.0, 'Blood calcium': 1.0, 'Blood alcohol': 1.0, 'Blood potassium': 0.65, 'Neurodegenerative disease': 1.0, 'Thoracic ultrasound, any abnormalities': 0.7142857142857143, 'Blood glucose': 0.3333333333333333, "Duration of the patient's unconsciousness": 1.0, 'Need but absence of a caregiver': 1.0, 'Chest pain': 0.888888888888889, 'HC03-': 1.0, 'Respiratory failure': 1.0, 'Administration of steroids': 1.0, 'Cardiovascular failure': 1.0, 'Presence of respiratory distress': 1.0, 'First episode of epilepsy': 0.3333333333333333, 'ECG monitoring, any abnormality': 1.0, 'Further seizures in the ED': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 0.4, 'History of drug allergy': 0.8666666666666667, 'Drowsiness, confusion, disorientation as postcritical state': 1.0, 'Level of consciousness': 0.47130647130647135, 'Presence of dyspnea': 1.0, 'Renal failure': 1.0, 'Blood in the stool': 1.0, 'C-Reactive Protein': 1.0, 'Metabolic failure': 0.3333333333333333, 'Chronic rheumatologic disease': 1.0, 'Influenza and various infections': 1.0, 'Neoplasia': 1.0, 'Cardiac tamponade': 1.0, 'Asthma exacerbation': 1.0, 'Neuropsychiatric disorders': 1.0, 'TLoC while supine': 0.2857142857142857, 'Leukocytes': 1.0, 'Pulmonary embolism': 1.0, 'Platelets': 1.0, 'Troponin': 1.0, 'Heart failure': 1.0, 'Eye deviation during the episode': 1.0, 'Performance of thoracentesis': 1.0, 'Improvement of dyspnea': 1.0, 'Brain MRI, any abnormality': 1.0, 'Heart rate': 1.0, 'Pneumonia': 1.0, 'Level of autonomy (mobility)': 0.3333333333333333, 'BNP / NT-pro-BNP': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Administration of fluids': 1.0, 'Acute dialysis': 1.0, 'Dementia [chronic condition]': 1.0, 'Administration of diuretics': 0.4444444444444444, 'COPD exacerbation': 0.4, 'Brain CT scan, any abnormality': 1.0, 'SARS-CoV-2 swab test': 1.0, 'Presence of pacemaker': 1.0, 'COVID 19': 1.0, 'SpO2 in O2 therapy': 1.0, 'General condition deterioration': 0.4444444444444444, 'Ab ingestis pneumonia': 1.0, 'Homelessness': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Transaminase': 1.0, 'Chest Rx, any abnormalities': 1.0, 'Agitation [acute condition]': 1.0, 'Acute pulmonary edema': 1.0, 'Known history of epilepsy': 1.0, 'PaC02': 1.0, 'Antihypertensive therapy': 1.0, 'Chronic cardiac failure': 1.0, 'ECG, any abnormality': 0.6666666666666666, 'Abdomen CT scan, any abnormality': 1.0, 'Administration of oxygen/ventilation': 1.0, 'Blood pressure': 1.0, 'Presence of defibrillator': 1.0, 'Intoxication': 1.0, 'Creatinine': 0.7333333333333334, 'Arrhythmia': 1.0, 'Hemoglobin': 1.0, 'Problematic family context': 1.0, 'Pa02': 1.0, 'Cardio-pulmonary resuscitation': 1.0, 'Anticoagulants or antiplatelet drug therapy': 0.3333333333333333, 'Value following the previous one': 0.0, 'Chest CT scan, any abnormality': 1.0, 'Blood transfusions': 1.0, 'INR': 1.0, 'Poly-pharmacological therapy (= 5)': 1.0, 'Peripheral neuropathy': 1.0, 'Concussive head trauma': 0.7619047619047619, 'Pneumothorax': 1.0, 'Diffuse vascular disease': 1.0}
1.4078	0.2553	216	1.1725	0.9417	0.5285	0.9446	{}	{'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 0.8831168831168831, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 1.0, 'Urine drug test': 1.0, 'EEG, any abnormality': 1.0, 'Serum creatinine kinase': 1.0, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 1.0, 'Hemorrhage': 1.0, 'Pale skin during the episode': 1.0, 'Body temperature': 1.0, 'Carotid sinus massage': 1.0, 'Blood drug dosage': 1.0, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 1.0, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 1.0, 'D-Dimer': 1.0, 'Supine-to-standing systolic blood pressure test': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 1.0, 'Palliative care [already in place at home]': 1.0, 'History of recent trauma': 1.0, 'Pulmonary scintigraphy, any abnormality': 1.0, 'Aortic dissection': 1.0, 'Administration of bronchodilator': 1.0, 'Foreign body in the airways': 1.0, 'Epilepsy / epileptic seizure': 1.0, 'Stiffness during the episode': 1.0, 'History of drug abuse': 1.0, 'pH': 1.0, 'Antiepileptic therapy already in place': 1.0, 'Blood sodium': 1.0, 'Severe Anemia': 1.0, 'Compression ultrasound (CUS), any abnormality': 1.0, 'TLoC during effort': 1.0, 'Respiratory rate': 0.8522727272727273, 'Presence of prodromal symptoms': 1.0, "Improvement of patient's conditions": 0.6666666666666666, 'Drooling during the episode': 1.0, 'SpO2 in aa': 1.0, 'Tongue bite': 1.0, 'Blood calcium': 1.0, 'Blood alcohol': 1.0, 'Blood potassium': 0.65, 'Neurodegenerative disease': 1.0, 'Thoracic ultrasound, any abnormalities': 0.7142857142857143, 'Blood glucose': 0.3333333333333333, "Duration of the patient's unconsciousness": 1.0, 'Need but absence of a caregiver': 1.0, 'Chest pain': 0.9440559440559441, 'HC03-': 1.0, 'Respiratory failure': 1.0, 'Administration of steroids': 1.0, 'Cardiovascular failure': 1.0, 'Presence of respiratory distress': 1.0, 'First episode of epilepsy': 0.3333333333333333, 'ECG monitoring, any abnormality': 1.0, 'Further seizures in the ED': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 0.4, 'History of drug allergy': 0.8666666666666667, 'Drowsiness, confusion, disorientation as postcritical state': 1.0, 'Level of consciousness': 0.47130647130647135, 'Presence of dyspnea': 1.0, 'Renal failure': 1.0, 'Blood in the stool': 1.0, 'C-Reactive Protein': 1.0, 'Metabolic failure': 0.3333333333333333, 'Chronic rheumatologic disease': 1.0, 'Influenza and various infections': 1.0, 'Neoplasia': 1.0, 'Cardiac tamponade': 1.0, 'Asthma exacerbation': 1.0, 'Neuropsychiatric disorders': 1.0, 'TLoC while supine': 0.2857142857142857, 'Leukocytes': 1.0, 'Pulmonary embolism': 1.0, 'Platelets': 1.0, 'Troponin': 1.0, 'Heart failure': 1.0, 'Eye deviation during the episode': 1.0, 'Performance of thoracentesis': 1.0, 'Improvement of dyspnea': 1.0, 'Brain MRI, any abnormality': 1.0, 'Heart rate': 1.0, 'Pneumonia': 1.0, 'Level of autonomy (mobility)': 0.3333333333333333, 'BNP / NT-pro-BNP': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Administration of fluids': 1.0, 'Acute dialysis': 1.0, 'Dementia [chronic condition]': 1.0, 'Administration of diuretics': 0.4444444444444444, 'COPD exacerbation': 0.4, 'Brain CT scan, any abnormality': 1.0, 'SARS-CoV-2 swab test': 1.0, 'Presence of pacemaker': 1.0, 'COVID 19': 1.0, 'SpO2 in O2 therapy': 1.0, 'General condition deterioration': 0.4444444444444444, 'Ab ingestis pneumonia': 1.0, 'Homelessness': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Transaminase': 1.0, 'Chest Rx, any abnormalities': 1.0, 'Agitation [acute condition]': 1.0, 'Acute pulmonary edema': 1.0, 'Known history of epilepsy': 1.0, 'PaC02': 1.0, 'Antihypertensive therapy': 1.0, 'Chronic cardiac failure': 1.0, 'ECG, any abnormality': 0.6666666666666666, 'Abdomen CT scan, any abnormality': 1.0, 'Administration of oxygen/ventilation': 1.0, 'Blood pressure': 1.0, 'Presence of defibrillator': 1.0, 'Intoxication': 1.0, 'Creatinine': 0.7333333333333334, 'Arrhythmia': 0.7333333333333334, 'Hemoglobin': 1.0, 'Problematic family context': 1.0, 'Pa02': 1.0, 'Cardio-pulmonary resuscitation': 1.0, 'Anticoagulants or antiplatelet drug therapy': 0.3333333333333333, 'Value following the previous one': 0.0, 'Chest CT scan, any abnormality': 1.0, 'Blood transfusions': 1.0, 'INR': 1.0, 'Poly-pharmacological therapy (= 5)': 1.0, 'Peripheral neuropathy': 1.0, 'Concussive head trauma': 0.7619047619047619, 'Pneumothorax': 1.0, 'Diffuse vascular disease': 1.0}
1.4078	0.2577	218	1.1727	0.9433	0.5287	0.9462	{}	{'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 0.8831168831168831, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 1.0, 'Urine drug test': 1.0, 'EEG, any abnormality': 1.0, 'Serum creatinine kinase': 1.0, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 1.0, 'Hemorrhage': 1.0, 'Pale skin during the episode': 1.0, 'Body temperature': 1.0, 'Carotid sinus massage': 1.0, 'Blood drug dosage': 1.0, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 1.0, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 1.0, 'D-Dimer': 1.0, 'Supine-to-standing systolic blood pressure test': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 1.0, 'Palliative care [already in place at home]': 1.0, 'History of recent trauma': 1.0, 'Pulmonary scintigraphy, any abnormality': 1.0, 'Aortic dissection': 1.0, 'Administration of bronchodilator': 1.0, 'Foreign body in the airways': 1.0, 'Epilepsy / epileptic seizure': 1.0, 'Stiffness during the episode': 1.0, 'History of drug abuse': 1.0, 'pH': 1.0, 'Antiepileptic therapy already in place': 1.0, 'Blood sodium': 1.0, 'Severe Anemia': 1.0, 'Compression ultrasound (CUS), any abnormality': 1.0, 'TLoC during effort': 1.0, 'Respiratory rate': 0.8522727272727273, 'Presence of prodromal symptoms': 1.0, "Improvement of patient's conditions": 0.6666666666666666, 'Drooling during the episode': 1.0, 'SpO2 in aa': 1.0, 'Tongue bite': 1.0, 'Blood calcium': 1.0, 'Blood alcohol': 1.0, 'Blood potassium': 0.65, 'Neurodegenerative disease': 1.0, 'Thoracic ultrasound, any abnormalities': 0.7142857142857143, 'Blood glucose': 0.3333333333333333, "Duration of the patient's unconsciousness": 1.0, 'Need but absence of a caregiver': 1.0, 'Chest pain': 0.9440559440559441, 'HC03-': 1.0, 'Respiratory failure': 1.0, 'Administration of steroids': 1.0, 'Cardiovascular failure': 1.0, 'Presence of respiratory distress': 1.0, 'First episode of epilepsy': 0.3333333333333333, 'ECG monitoring, any abnormality': 1.0, 'Further seizures in the ED': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 0.4, 'History of drug allergy': 0.8666666666666667, 'Drowsiness, confusion, disorientation as postcritical state': 1.0, 'Level of consciousness': 0.47130647130647135, 'Presence of dyspnea': 1.0, 'Renal failure': 1.0, 'Blood in the stool': 1.0, 'C-Reactive Protein': 1.0, 'Metabolic failure': 0.3333333333333333, 'Chronic rheumatologic disease': 1.0, 'Influenza and various infections': 1.0, 'Neoplasia': 1.0, 'Cardiac tamponade': 1.0, 'Asthma exacerbation': 1.0, 'Neuropsychiatric disorders': 1.0, 'TLoC while supine': 0.2857142857142857, 'Leukocytes': 1.0, 'Pulmonary embolism': 1.0, 'Platelets': 1.0, 'Troponin': 1.0, 'Heart failure': 1.0, 'Eye deviation during the episode': 1.0, 'Performance of thoracentesis': 1.0, 'Improvement of dyspnea': 1.0, 'Brain MRI, any abnormality': 1.0, 'Heart rate': 1.0, 'Pneumonia': 1.0, 'Level of autonomy (mobility)': 0.3333333333333333, 'BNP / NT-pro-BNP': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Administration of fluids': 1.0, 'Acute dialysis': 1.0, 'Dementia [chronic condition]': 1.0, 'Administration of diuretics': 0.4444444444444444, 'COPD exacerbation': 0.4, 'Brain CT scan, any abnormality': 1.0, 'SARS-CoV-2 swab test': 1.0, 'Presence of pacemaker': 1.0, 'COVID 19': 1.0, 'SpO2 in O2 therapy': 1.0, 'General condition deterioration': 0.4444444444444444, 'Ab ingestis pneumonia': 1.0, 'Homelessness': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Transaminase': 1.0, 'Chest Rx, any abnormalities': 1.0, 'Agitation [acute condition]': 1.0, 'Acute pulmonary edema': 1.0, 'Known history of epilepsy': 1.0, 'PaC02': 1.0, 'Antihypertensive therapy': 1.0, 'Chronic cardiac failure': 1.0, 'ECG, any abnormality': 0.6666666666666666, 'Abdomen CT scan, any abnormality': 1.0, 'Administration of oxygen/ventilation': 1.0, 'Blood pressure': 1.0, 'Presence of defibrillator': 1.0, 'Intoxication': 1.0, 'Creatinine': 0.7333333333333334, 'Arrhythmia': 1.0, 'Hemoglobin': 1.0, 'Problematic family context': 1.0, 'Pa02': 1.0, 'Cardio-pulmonary resuscitation': 1.0, 'Anticoagulants or antiplatelet drug therapy': 0.3333333333333333, 'Value following the previous one': 0.0, 'Chest CT scan, any abnormality': 1.0, 'Blood transfusions': 1.0, 'INR': 1.0, 'Poly-pharmacological therapy (= 5)': 1.0, 'Peripheral neuropathy': 1.0, 'Concussive head trauma': 0.7619047619047619, 'Pneumothorax': 1.0, 'Diffuse vascular disease': 1.0}
1.4406	0.2600	220	1.1723	0.9433	0.5287	0.9462	{}	{'Acute coronary syndrome': 1.0, 'Cardiovascular diseases (except for HF)': 0.8831168831168831, 'Situation description suggestive for situational sincope (coughing, straining, sudden abdominal pain, phlebotomy)': 1.0, 'Urine drug test': 1.0, 'EEG, any abnormality': 1.0, 'Serum creatinine kinase': 1.0, 'Chronic dialysis': 1.0, 'Tonic-clonic seizures': 1.0, 'Hemorrhage': 1.0, 'Pale skin during the episode': 1.0, 'Body temperature': 1.0, 'Carotid sinus massage': 1.0, 'Blood drug dosage': 1.0, 'Speed with which the patient recovered consciousness': 1.0, 'Situational syncope': 1.0, 'History of alcohol abuse': 1.0, 'Pregnancy': 1.0, 'Neurologist consultation [if neurological consultation is required]': 1.0, 'D-Dimer': 1.0, 'Supine-to-standing systolic blood pressure test': 1.0, 'Lactates': 1.0, 'Pulmonary Disease': 1.0, 'Palliative care [already in place at home]': 1.0, 'History of recent trauma': 1.0, 'Pulmonary scintigraphy, any abnormality': 1.0, 'Aortic dissection': 1.0, 'Administration of bronchodilator': 1.0, 'Foreign body in the airways': 1.0, 'Epilepsy / epileptic seizure': 1.0, 'Stiffness during the episode': 1.0, 'History of drug abuse': 1.0, 'pH': 1.0, 'Antiepileptic therapy already in place': 1.0, 'Blood sodium': 1.0, 'Severe Anemia': 1.0, 'Compression ultrasound (CUS), any abnormality': 1.0, 'TLoC during effort': 1.0, 'Respiratory rate': 0.8522727272727273, 'Presence of prodromal symptoms': 1.0, "Improvement of patient's conditions": 0.6666666666666666, 'Drooling during the episode': 1.0, 'SpO2 in aa': 1.0, 'Tongue bite': 1.0, 'Blood calcium': 1.0, 'Blood alcohol': 1.0, 'Blood potassium': 0.65, 'Neurodegenerative disease': 1.0, 'Thoracic ultrasound, any abnormalities': 0.7142857142857143, 'Blood glucose': 0.3333333333333333, "Duration of the patient's unconsciousness": 1.0, 'Need but absence of a caregiver': 1.0, 'Chest pain': 0.9440559440559441, 'HC03-': 1.0, 'Respiratory failure': 1.0, 'Administration of steroids': 1.0, 'Cardiovascular failure': 1.0, 'Presence of respiratory distress': 1.0, 'First episode of epilepsy': 0.3333333333333333, 'ECG monitoring, any abnormality': 1.0, 'Further seizures in the ED': 1.0, 'Immunosuppression [e.g., iatrogenic, oncology, viral, autoimmune]': 0.4, 'History of drug allergy': 0.8666666666666667, 'Drowsiness, confusion, disorientation as postcritical state': 1.0, 'Level of consciousness': 0.47130647130647135, 'Presence of dyspnea': 1.0, 'Renal failure': 1.0, 'Blood in the stool': 1.0, 'C-Reactive Protein': 1.0, 'Metabolic failure': 0.3333333333333333, 'Chronic rheumatologic disease': 1.0, 'Influenza and various infections': 1.0, 'Neoplasia': 1.0, 'Cardiac tamponade': 1.0, 'Asthma exacerbation': 1.0, 'Neuropsychiatric disorders': 1.0, 'TLoC while supine': 0.2857142857142857, 'Leukocytes': 1.0, 'Pulmonary embolism': 1.0, 'Platelets': 1.0, 'Troponin': 1.0, 'Heart failure': 1.0, 'Eye deviation during the episode': 1.0, 'Performance of thoracentesis': 1.0, 'Improvement of dyspnea': 1.0, 'Brain MRI, any abnormality': 1.0, 'Heart rate': 1.0, 'Pneumonia': 1.0, 'Level of autonomy (mobility)': 0.3333333333333333, 'BNP / NT-pro-BNP': 1.0, 'Gastroscopy, any abnormalities': 1.0, 'Administration of fluids': 1.0, 'Acute dialysis': 1.0, 'Dementia [chronic condition]': 1.0, 'Administration of diuretics': 0.4444444444444444, 'COPD exacerbation': 0.4, 'Brain CT scan, any abnormality': 1.0, 'SARS-CoV-2 swab test': 1.0, 'Presence of pacemaker': 1.0, 'COVID 19': 1.0, 'SpO2 in O2 therapy': 1.0, 'General condition deterioration': 0.4444444444444444, 'Ab ingestis pneumonia': 1.0, 'Homelessness': 1.0, 'Cardiac ultrasound, any abnormality': 1.0, 'Transaminase': 1.0, 'Chest Rx, any abnormalities': 1.0, 'Agitation [acute condition]': 1.0, 'Acute pulmonary edema': 1.0, 'Known history of epilepsy': 1.0, 'PaC02': 1.0, 'Antihypertensive therapy': 1.0, 'Chronic cardiac failure': 1.0, 'ECG, any abnormality': 0.6666666666666666, 'Abdomen CT scan, any abnormality': 1.0, 'Administration of oxygen/ventilation': 1.0, 'Blood pressure': 1.0, 'Presence of defibrillator': 1.0, 'Intoxication': 1.0, 'Creatinine': 0.7333333333333334, 'Arrhythmia': 1.0, 'Hemoglobin': 1.0, 'Problematic family context': 1.0, 'Pa02': 1.0, 'Cardio-pulmonary resuscitation': 1.0, 'Anticoagulants or antiplatelet drug therapy': 0.3333333333333333, 'Value following the previous one': 0.0, 'Chest CT scan, any abnormality': 1.0, 'Blood transfusions': 1.0, 'INR': 1.0, 'Poly-pharmacological therapy (= 5)': 1.0, 'Peripheral neuropathy': 1.0, 'Concussive head trauma': 0.7619047619047619, 'Pneumothorax': 1.0, 'Diffuse vascular disease': 1.0}

Framework versions

PEFT 0.18.1
Transformers 4.51.0
Pytorch 2.8.0+cu128
Datasets 3.6.0
Tokenizers 0.21.0

ferrazzipietro/crfTask-unsup-Qwen3-8B-singlepeak

crfTask-unsup-Qwen3-8B-singlepeak

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

ferrazzipietro/
crfTask-unsup-Qwen3-8B-singlepeak