t5-dialogue-classification-2
This model is a fine-tuned version of
google/flan-t5-small on an unknown dataset.
It achieves the following results on the evaluation set:
-
Loss: 0.4154
-
Classification Report: precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12ASSESSMENT 0.3333 0.1818 0.2353 11
CC 0.5455 0.5455 0.5455 11
DIAGNOSIS 0.0000 0.0000 0.0000 1
DISPOSITION 1.0000 1.0000 1.0000 1
EDCOURSE 0.0000 0.0000 0.0000 4
EXAM 0.3333 0.2000 0.2500 5
FAM/SOCHX 0.8462 0.9778 0.9072 45
GENHX 0.8491 0.8491 0.8491 53
GYNHX 0.0000 0.0000 0.0000 1
IMAGING 0.0000 0.0000 0.0000 1
IMMUNIZATIONS 0.0000 0.0000 0.0000 1
LABS 0.0000 0.0000 0.0000 1
MEDICATIONS 0.8333 1.0000 0.9091 10
OTHER_HISTORY 0.0000 0.0000 0.0000 3
PASTMEDICALHX 0.4167 0.7143 0.5263 14
PASTSURGICAL 0.8571 0.8571 0.8571 7
PLAN 0.0000 0.0000 0.0000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.8333 0.5882 0.6897 17
accuracy 0.7300 200
macro avg 0.3924 0.3915 0.3863 200
weighted avg 0.7087 0.7300 0.7116 200
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: 0.0001
- train_batch_size: 7
- eval_batch_size: 7
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 20
Training results
| Training Loss | Epoch | Step | Validation Loss | Classification Report |
|---|
| No log | 1.0 | 186 | 0.4012 | precision recall f1-score support |
ALLERGY 0.9167 0.9167 0.9167 12ASSESSMENT 0.0000 0.0000 0.0000 11
CC 0.0000 0.0000 0.0000 11
DIAGNOSIS 0.0000 0.0000 0.0000 1
DISPOSITION 0.0000 0.0000 0.0000 1
EDCOURSE 0.0000 0.0000 0.0000 4
EXAM 0.0000 0.0000 0.0000 5
FAM/SOCHX 0.7097 0.9778 0.8224 45
GENHX 0.6267 0.8868 0.7344 53
GYNHX 0.0000 0.0000 0.0000 1
IMAGING 0.0000 0.0000 0.0000 1
IMMUNIZATIONS 0.0000 0.0000 0.0000 1
LABS 0.0000 0.0000 0.0000 1
MEDICATIONS 0.8182 0.9000 0.8571 10
OTHER_HISTORY 0.0000 0.0000 0.0000 3
PASTMEDICALHX 0.3750 0.4286 0.4000 14
PASTSURGICAL 0.3889 1.0000 0.5600 7
PLAN 0.0000 0.0000 0.0000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.8333 0.2941 0.4348 17
accuracy 0.6450 200
macro avg 0.2334 0.2702 0.2363 200
weighted avg 0.5323 0.6450 0.5621 200
|
| No log | 2.0 | 372 | 0.2953 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12ASSESSMENT 0.0000 0.0000 0.0000 11
CC 0.3333 0.2727 0.3000 11
DIAGNOSIS 0.0000 0.0000 0.0000 1
DISPOSITION 0.0000 0.0000 0.0000 1
EDCOURSE 0.0000 0.0000 0.0000 4
EXAM 0.0000 0.0000 0.0000 5
FAM/SOCHX 0.8113 0.9556 0.8776 45
GENHX 0.6111 0.8302 0.7040 53
GYNHX 0.0000 0.0000 0.0000 1
IMAGING 0.0000 0.0000 0.0000 1
IMMUNIZATIONS 0.0000 0.0000 0.0000 1
LABS 0.0000 0.0000 0.0000 1
MEDICATIONS 0.8182 0.9000 0.8571 10
OTHER_HISTORY 0.0000 0.0000 0.0000 3
PASTMEDICALHX 0.3929 0.7857 0.5238 14
PASTSURGICAL 1.0000 0.8571 0.9231 7
PLAN 0.0000 0.0000 0.0000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.6250 0.2941 0.4000 17
accuracy 0.6600 200
macro avg 0.2796 0.2906 0.2771 200
weighted avg 0.5794 0.6600 0.6037 200
|
| 0.6246 | 3.0 | 558 | 0.2934 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12ASSESSMENT 0.0000 0.0000 0.0000 11
CC 0.2857 0.3636 0.3200 11
DIAGNOSIS 0.0000 0.0000 0.0000 1
DISPOSITION 0.0000 0.0000 0.0000 1
EDCOURSE 0.0000 0.0000 0.0000 4
EXAM 0.3333 0.2000 0.2500 5
FAM/SOCHX 0.8302 0.9778 0.8980 45
GENHX 0.6716 0.8491 0.7500 53
GYNHX 0.0000 0.0000 0.0000 1
IMAGING 0.0000 0.0000 0.0000 1
IMMUNIZATIONS 0.0000 0.0000 0.0000 1
LABS 0.0000 0.0000 0.0000 1
MEDICATIONS 0.8333 1.0000 0.9091 10
OTHER_HISTORY 0.0000 0.0000 0.0000 3
PASTMEDICALHX 0.5294 0.6429 0.5806 14
PASTSURGICAL 0.7000 1.0000 0.8235 7
PLAN 0.0000 0.0000 0.0000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.8333 0.5882 0.6897 17
accuracy 0.7050 200
macro avg 0.3008 0.3269 0.3089 200
weighted avg 0.6229 0.7050 0.6556 200
|
| 0.6246 | 4.0 | 744 | 0.2946 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12ASSESSMENT 0.2000 0.0909 0.1250 11
CC 0.2857 0.5455 0.3750 11
DIAGNOSIS 0.0000 0.0000 0.0000 1
DISPOSITION 0.0000 0.0000 0.0000 1
EDCOURSE 0.0000 0.0000 0.0000 4
EXAM 0.6667 0.4000 0.5000 5
FAM/SOCHX 0.8431 0.9556 0.8958 45
GENHX 0.8462 0.8302 0.8381 53
GYNHX 0.0000 0.0000 0.0000 1
IMAGING 0.0000 0.0000 0.0000 1
IMMUNIZATIONS 0.0000 0.0000 0.0000 1
LABS 0.0000 0.0000 0.0000 1
MEDICATIONS 0.7692 1.0000 0.8696 10
OTHER_HISTORY 0.0000 0.0000 0.0000 3
PASTMEDICALHX 0.5000 0.7143 0.5882 14
PASTSURGICAL 0.8750 1.0000 0.9333 7
PLAN 0.0000 0.0000 0.0000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.7500 0.5294 0.6207 17
accuracy 0.7150 200
macro avg 0.3368 0.3491 0.3351 200
weighted avg 0.6852 0.7150 0.6911 200
|
| 0.6246 | 5.0 | 930 | 0.2906 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12ASSESSMENT 0.2000 0.0909 0.1250 11
CC 0.5000 0.3636 0.4211 11
DIAGNOSIS 0.0000 0.0000 0.0000 1
DISPOSITION 0.0000 0.0000 0.0000 1
EDCOURSE 0.5000 0.2500 0.3333 4
EXAM 0.6000 0.6000 0.6000 5
FAM/SOCHX 0.8800 0.9778 0.9263 45
GENHX 0.6818 0.8491 0.7563 53
GYNHX 0.0000 0.0000 0.0000 1
IMAGING 0.0000 0.0000 0.0000 1
IMMUNIZATIONS 0.0000 0.0000 0.0000 1
LABS 0.0000 0.0000 0.0000 1
MEDICATIONS 0.8333 1.0000 0.9091 10
OTHER_HISTORY 0.0000 0.0000 0.0000 3
PASTMEDICALHX 0.5000 0.6429 0.5625 14
PASTSURGICAL 0.7778 1.0000 0.8750 7
PLAN 0.0000 0.0000 0.0000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.7500 0.5294 0.6207 17
accuracy 0.7200 200
macro avg 0.3611 0.3610 0.3543 200
weighted avg 0.6698 0.7200 0.6861 200
|
| 0.1677 | 6.0 | 1116 | 0.2852 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12ASSESSMENT 0.1667 0.0909 0.1176 11
CC 0.4444 0.3636 0.4000 11
DIAGNOSIS 0.0000 0.0000 0.0000 1
DISPOSITION 0.0000 0.0000 0.0000 1
EDCOURSE 0.0000 0.0000 0.0000 4
EXAM 0.2500 0.4000 0.3077 5
FAM/SOCHX 0.8627 0.9778 0.9167 45
GENHX 0.7857 0.8302 0.8073 53
GYNHX 0.0000 0.0000 0.0000 1
IMAGING 0.0000 0.0000 0.0000 1
IMMUNIZATIONS 0.0000 0.0000 0.0000 1
LABS 0.0000 0.0000 0.0000 1
MEDICATIONS 0.8333 1.0000 0.9091 10
OTHER_HISTORY 0.0000 0.0000 0.0000 3
PASTMEDICALHX 0.5000 0.7143 0.5882 14
PASTSURGICAL 0.7000 1.0000 0.8235 7
PLAN 0.0000 0.0000 0.0000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.7692 0.5882 0.6667 17
accuracy 0.7150 200
macro avg 0.3156 0.3441 0.3247 200
weighted avg 0.6687 0.7150 0.6859 200
|
| 0.1677 | 7.0 | 1302 | 0.3229 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12ASSESSMENT 0.3333 0.1818 0.2353 11
CC 0.5556 0.4545 0.5000 11
DIAGNOSIS 0.0000 0.0000 0.0000 1
DISPOSITION 0.0000 0.0000 0.0000 1
EDCOURSE 0.0000 0.0000 0.0000 4
EXAM 0.2500 0.2000 0.2222 5
FAM/SOCHX 0.8431 0.9556 0.8958 45
GENHX 0.7963 0.8113 0.8037 53
GYNHX 0.0000 0.0000 0.0000 1
IMAGING 0.0000 0.0000 0.0000 1
IMMUNIZATIONS 0.0000 0.0000 0.0000 1
LABS 0.0000 0.0000 0.0000 1
MEDICATIONS 0.7692 1.0000 0.8696 10
OTHER_HISTORY 0.0000 0.0000 0.0000 3
PASTMEDICALHX 0.4138 0.8571 0.5581 14
PASTSURGICAL 1.0000 0.8571 0.9231 7
PLAN 0.0000 0.0000 0.0000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.7692 0.5882 0.6667 17
accuracy 0.7150 200
macro avg 0.3365 0.3411 0.3316 200
weighted avg 0.6837 0.7150 0.6895 200
|
| 0.1677 | 8.0 | 1488 | 0.3119 | precision recall f1-score support
ALLERGY 0.9167 0.9167 0.9167 12ASSESSMENT 0.2500 0.0909 0.1333 11
CC 0.3750 0.5455 0.4444 11
DIAGNOSIS 0.0000 0.0000 0.0000 1
DISPOSITION 0.0000 0.0000 0.0000 1
EDCOURSE 0.0000 0.0000 0.0000 4
EXAM 0.2500 0.2000 0.2222 5
FAM/SOCHX 0.8600 0.9556 0.9053 45
GENHX 0.7963 0.8113 0.8037 53
GYNHX 0.0000 0.0000 0.0000 1
IMAGING 0.0000 0.0000 0.0000 1
IMMUNIZATIONS 0.0000 0.0000 0.0000 1
LABS 0.0000 0.0000 0.0000 1
MEDICATIONS 0.8333 1.0000 0.9091 10
OTHER_HISTORY 0.0000 0.0000 0.0000 3
PASTMEDICALHX 0.4583 0.7857 0.5789 14
PASTSURGICAL 1.0000 0.8571 0.9231 7
PLAN 0.0000 0.0000 0.0000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.7692 0.5882 0.6667 17
Restrained 0.0000 0.0000 0.0000 0
accuracy 0.7100 200
macro avg 0.3099 0.3215 0.3097 200
weighted avg 0.6743 0.7100 0.6840 200
|
| 0.1144 | 9.0 | 1674 | 0.2959 | precision recall f1-score support
ALLERGY 0.9167 0.9167 0.9167 12ASSESSMENT 0.3333 0.1818 0.2353 11
CC 0.3333 0.5455 0.4138 11
DIAGNOSIS 0.0000 0.0000 0.0000 1
DISPOSITION 0.0000 0.0000 0.0000 1
EDCOURSE 0.0000 0.0000 0.0000 4
EXAM 0.4000 0.4000 0.4000 5
FAM/SOCHX 0.8776 0.9556 0.9149 45
GENHX 0.7857 0.8302 0.8073 53
GYNHX 0.0000 0.0000 0.0000 1
IMAGING 0.0000 0.0000 0.0000 1
IMMUNIZATIONS 0.0000 0.0000 0.0000 1
LABS 0.0000 0.0000 0.0000 1
MEDICATIONS 0.8333 1.0000 0.9091 10
OTHER_HISTORY 0.0000 0.0000 0.0000 3
PASTMEDICALHX 0.5556 0.7143 0.6250 14
PASTSURGICAL 0.8571 0.8571 0.8571 7
PLAN 0.0000 0.0000 0.0000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.7692 0.5882 0.6667 17
Restrained 0.0000 0.0000 0.0000 0
accuracy 0.7200 200
macro avg 0.3172 0.3328 0.3212 200
weighted avg 0.6833 0.7200 0.6964 200
|
| 0.1144 | 10.0 | 1860 | 0.3363 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12ASSESSMENT 0.2857 0.1818 0.2222 11
CC 0.5556 0.4545 0.5000 11
DIAGNOSIS 0.0000 0.0000 0.0000 1
DISPOSITION 0.0000 0.0000 0.0000 1
EDCOURSE 1.0000 0.2500 0.4000 4
EXAM 0.4000 0.4000 0.4000 5
FAM/SOCHX 0.8627 0.9778 0.9167 45
GENHX 0.8269 0.8113 0.8190 53
GYNHX 0.0000 0.0000 0.0000 1
IMAGING 0.0000 0.0000 0.0000 1
IMMUNIZATIONS 0.0000 0.0000 0.0000 1
LABS 0.0000 0.0000 0.0000 1
MEDICATIONS 0.8182 0.9000 0.8571 10
OTHER_HISTORY 0.0000 0.0000 0.0000 3
PASTMEDICALHX 0.4286 0.8571 0.5714 14
PASTSURGICAL 1.0000 0.8571 0.9231 7
PLAN 0.0000 0.0000 0.0000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.8333 0.5882 0.6897 17
accuracy 0.7250 200
macro avg 0.4006 0.3597 0.3628 200
weighted avg 0.7263 0.7250 0.7122 200
|
| 0.0772 | 11.0 | 2046 | 0.3538 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12ASSESSMENT 0.2857 0.1818 0.2222 11
CC 0.3333 0.5455 0.4138 11
DIAGNOSIS 0.0000 0.0000 0.0000 1
DISPOSITION 0.0000 0.0000 0.0000 1
EDCOURSE 0.0000 0.0000 0.0000 4
EXAM 0.4000 0.4000 0.4000 5
FAM/SOCHX 0.8627 0.9778 0.9167 45
GENHX 0.8400 0.7925 0.8155 53
GYNHX 0.0000 0.0000 0.0000 1
IMAGING 0.0000 0.0000 0.0000 1
IMMUNIZATIONS 0.0000 0.0000 0.0000 1
LABS 0.0000 0.0000 0.0000 1
MEDICATIONS 0.8333 1.0000 0.9091 10
OTHER_HISTORY 0.0000 0.0000 0.0000 3
PASTMEDICALHX 0.4348 0.7143 0.5405 14
PASTSURGICAL 0.8571 0.8571 0.8571 7
PLAN 0.0000 0.0000 0.0000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.8333 0.5882 0.6897 17
accuracy 0.7150 200
macro avg 0.3340 0.3487 0.3361 200
weighted avg 0.6937 0.7150 0.6967 200
|
| 0.0772 | 12.0 | 2232 | 0.3695 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12ASSESSMENT 0.2500 0.1818 0.2105 11
CC 0.5455 0.5455 0.5455 11
DIAGNOSIS 0.0000 0.0000 0.0000 1
DISPOSITION 1.0000 1.0000 1.0000 1
EDCOURSE 0.0000 0.0000 0.0000 4
EXAM 0.5000 0.4000 0.4444 5
FAM/SOCHX 0.8800 0.9778 0.9263 45
GENHX 0.8333 0.8491 0.8411 53
GYNHX 0.0000 0.0000 0.0000 1
IMAGING 0.0000 0.0000 0.0000 1
IMMUNIZATIONS 0.0000 0.0000 0.0000 1
LABS 0.0000 0.0000 0.0000 1
MEDICATIONS 0.8333 1.0000 0.9091 10
OTHER_HISTORY 0.0000 0.0000 0.0000 3
PASTMEDICALHX 0.4545 0.7143 0.5556 14
PASTSURGICAL 0.8571 0.8571 0.8571 7
PLAN 0.0000 0.0000 0.0000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.8333 0.5882 0.6897 17
accuracy 0.7350 200
macro avg 0.3994 0.4015 0.3968 200
weighted avg 0.7144 0.7350 0.7194 200
|
| 0.0772 | 13.0 | 2418 | 0.3666 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12ASSESSMENT 0.1667 0.0909 0.1176 11
CC 0.4286 0.5455 0.4800 11
DIAGNOSIS 0.0000 0.0000 0.0000 1
DISPOSITION 0.5000 1.0000 0.6667 1
EDCOURSE 0.5000 0.2500 0.3333 4
EXAM 0.4000 0.4000 0.4000 5
FAM/SOCHX 0.8627 0.9778 0.9167 45
GENHX 0.8431 0.8113 0.8269 53
GYNHX 0.0000 0.0000 0.0000 1
IMAGING 0.0000 0.0000 0.0000 1
IMMUNIZATIONS 0.0000 0.0000 0.0000 1
LABS 0.0000 0.0000 0.0000 1
MEDICATIONS 0.8333 1.0000 0.9091 10
OTHER_HISTORY 0.0000 0.0000 0.0000 3
PASTMEDICALHX 0.5294 0.6429 0.5806 14
PASTSURGICAL 0.6000 0.8571 0.7059 7
PLAN 0.0000 0.0000 0.0000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.8462 0.6471 0.7333 17
accuracy 0.7250 200
macro avg 0.3755 0.4070 0.3813 200
weighted avg 0.7044 0.7250 0.7088 200
|
| 0.0486 | 14.0 | 2604 | 0.3836 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12ASSESSMENT 0.2857 0.1818 0.2222 11
CC 0.5000 0.5455 0.5217 11
DIAGNOSIS 0.0000 0.0000 0.0000 1
DISPOSITION 0.5000 1.0000 0.6667 1
EDCOURSE 0.0000 0.0000 0.0000 4
EXAM 0.5000 0.4000 0.4444 5
FAM/SOCHX 0.8800 0.9778 0.9263 45
GENHX 0.8333 0.8491 0.8411 53
GYNHX 0.0000 0.0000 0.0000 1
IMAGING 0.0000 0.0000 0.0000 1
IMMUNIZATIONS 0.0000 0.0000 0.0000 1
LABS 0.0000 0.0000 0.0000 1
MEDICATIONS 0.8333 1.0000 0.9091 10
OTHER_HISTORY 0.0000 0.0000 0.0000 3
PASTMEDICALHX 0.5263 0.7143 0.6061 14
PASTSURGICAL 0.8571 0.8571 0.8571 7
PLAN 0.0000 0.0000 0.0000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.8333 0.5882 0.6897 17
Restrained 0.0000 0.0000 0.0000 0
accuracy 0.7350 200
macro avg 0.3595 0.3824 0.3639 200
weighted avg 0.7164 0.7350 0.7206 200
|
| 0.0486 | 15.0 | 2790 | 0.3881 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12ASSESSMENT 0.2222 0.1818 0.2000 11
CC 0.4615 0.5455 0.5000 11
DIAGNOSIS 0.0000 0.0000 0.0000 1
DISPOSITION 1.0000 1.0000 1.0000 1
EDCOURSE 0.0000 0.0000 0.0000 4
EXAM 0.4000 0.4000 0.4000 5
FAM/SOCHX 0.8654 1.0000 0.9278 45
GENHX 0.8491 0.8491 0.8491 53
GYNHX 0.0000 0.0000 0.0000 1
IMAGING 0.0000 0.0000 0.0000 1
IMMUNIZATIONS 0.0000 0.0000 0.0000 1
LABS 0.0000 0.0000 0.0000 1
MEDICATIONS 0.8333 1.0000 0.9091 10
OTHER_HISTORY 0.0000 0.0000 0.0000 3
PASTMEDICALHX 0.5882 0.7143 0.6452 14
PASTSURGICAL 0.8571 0.8571 0.8571 7
PLAN 0.0000 0.0000 0.0000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.8333 0.5882 0.6897 17
accuracy 0.7400 200
macro avg 0.3955 0.4026 0.3967 200
weighted avg 0.7160 0.7400 0.7239 200
|
| 0.0486 | 16.0 | 2976 | 0.3948 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12ASSESSMENT 0.2000 0.0909 0.1250 11
CC 0.6000 0.5455 0.5714 11
DIAGNOSIS 0.0000 0.0000 0.0000 1
DISPOSITION 0.5000 1.0000 0.6667 1
EDCOURSE 0.0000 0.0000 0.0000 4
EXAM 0.5000 0.4000 0.4444 5
FAM/SOCHX 0.8654 1.0000 0.9278 45
GENHX 0.8333 0.8491 0.8411 53
GYNHX 0.0000 0.0000 0.0000 1
IMAGING 0.0000 0.0000 0.0000 1
IMMUNIZATIONS 0.0000 0.0000 0.0000 1
LABS 0.0000 0.0000 0.0000 1
MEDICATIONS 0.8333 1.0000 0.9091 10
OTHER_HISTORY 0.0000 0.0000 0.0000 3
PASTMEDICALHX 0.5000 0.7143 0.5882 14
PASTSURGICAL 0.8571 0.8571 0.8571 7
PLAN 0.0000 0.0000 0.0000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.7692 0.5882 0.6667 17
accuracy 0.7350 200
macro avg 0.3729 0.3981 0.3777 200
weighted avg 0.7066 0.7350 0.7151 200
|
| 0.0392 | 17.0 | 3162 | 0.4075 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12ASSESSMENT 0.2000 0.0909 0.1250 11
CC 0.5455 0.5455 0.5455 11
DIAGNOSIS 0.0000 0.0000 0.0000 1
DISPOSITION 0.5000 1.0000 0.6667 1
EDCOURSE 0.0000 0.0000 0.0000 4
EXAM 0.5000 0.4000 0.4444 5
FAM/SOCHX 0.8491 1.0000 0.9184 45
GENHX 0.8491 0.8491 0.8491 53
GYNHX 0.0000 0.0000 0.0000 1
IMAGING 0.0000 0.0000 0.0000 1
IMMUNIZATIONS 0.0000 0.0000 0.0000 1
LABS 0.0000 0.0000 0.0000 1
MEDICATIONS 0.8333 1.0000 0.9091 10
OTHER_HISTORY 0.0000 0.0000 0.0000 3
PASTMEDICALHX 0.4762 0.7143 0.5714 14
PASTSURGICAL 0.8571 0.8571 0.8571 7
PLAN 0.0000 0.0000 0.0000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.8333 0.5882 0.6897 17
accuracy 0.7350 200
macro avg 0.3722 0.3981 0.3766 200
weighted avg 0.7079 0.7350 0.7144 200
|
| 0.0392 | 18.0 | 3348 | 0.4103 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12ASSESSMENT 0.3333 0.1818 0.2353 11
CC 0.5000 0.5455 0.5217 11
DIAGNOSIS 0.0000 0.0000 0.0000 1
DISPOSITION 1.0000 1.0000 1.0000 1
EDCOURSE 0.0000 0.0000 0.0000 4
EXAM 0.3333 0.2000 0.2500 5
FAM/SOCHX 0.8462 0.9778 0.9072 45
GENHX 0.8491 0.8491 0.8491 53
GYNHX 0.0000 0.0000 0.0000 1
IMAGING 0.0000 0.0000 0.0000 1
IMMUNIZATIONS 0.0000 0.0000 0.0000 1
LABS 0.0000 0.0000 0.0000 1
MEDICATIONS 0.8333 1.0000 0.9091 10
OTHER_HISTORY 0.0000 0.0000 0.0000 3
PASTMEDICALHX 0.4762 0.7143 0.5714 14
PASTSURGICAL 0.8571 0.8571 0.8571 7
PLAN 0.0000 0.0000 0.0000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.7692 0.5882 0.6667 17
accuracy 0.7300 200
macro avg 0.3899 0.3915 0.3862 200
weighted avg 0.7049 0.7300 0.7115 200
|
| 0.0306 | 19.0 | 3534 | 0.4126 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12ASSESSMENT 0.3333 0.1818 0.2353 11
CC 0.5455 0.5455 0.5455 11
DIAGNOSIS 0.0000 0.0000 0.0000 1
DISPOSITION 1.0000 1.0000 1.0000 1
EDCOURSE 0.0000 0.0000 0.0000 4
EXAM 0.3333 0.2000 0.2500 5
FAM/SOCHX 0.8462 0.9778 0.9072 45
GENHX 0.8491 0.8491 0.8491 53
GYNHX 0.0000 0.0000 0.0000 1
IMAGING 0.0000 0.0000 0.0000 1
IMMUNIZATIONS 0.0000 0.0000 0.0000 1
LABS 0.0000 0.0000 0.0000 1
MEDICATIONS 0.8333 1.0000 0.9091 10
OTHER_HISTORY 0.0000 0.0000 0.0000 3
PASTMEDICALHX 0.4348 0.7143 0.5405 14
PASTSURGICAL 0.8571 0.8571 0.8571 7
PLAN 0.0000 0.0000 0.0000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.8333 0.5882 0.6897 17
Restrained 0.0000 0.0000 0.0000 0
accuracy 0.7300 200
macro avg 0.3746 0.3729 0.3686 200
weighted avg 0.7100 0.7300 0.7126 200
|
| 0.0306 | 20.0 | 3720 | 0.4154 | precision recall f1-score support
ALLERGY 1.0000 0.9167 0.9565 12ASSESSMENT 0.3333 0.1818 0.2353 11
CC 0.5455 0.5455 0.5455 11
DIAGNOSIS 0.0000 0.0000 0.0000 1
DISPOSITION 1.0000 1.0000 1.0000 1
EDCOURSE 0.0000 0.0000 0.0000 4
EXAM 0.3333 0.2000 0.2500 5
FAM/SOCHX 0.8462 0.9778 0.9072 45
GENHX 0.8491 0.8491 0.8491 53
GYNHX 0.0000 0.0000 0.0000 1
IMAGING 0.0000 0.0000 0.0000 1
IMMUNIZATIONS 0.0000 0.0000 0.0000 1
LABS 0.0000 0.0000 0.0000 1
MEDICATIONS 0.8333 1.0000 0.9091 10
OTHER_HISTORY 0.0000 0.0000 0.0000 3
PASTMEDICALHX 0.4167 0.7143 0.5263 14
PASTSURGICAL 0.8571 0.8571 0.8571 7
PLAN 0.0000 0.0000 0.0000 1
PROCEDURES 0.0000 0.0000 0.0000 1
ROS 0.8333 0.5882 0.6897 17
accuracy 0.7300 200
macro avg 0.3924 0.3915 0.3863 200
weighted avg 0.7087 0.7300 0.7116 200
|
Framework versions
- Transformers 4.35.2
- Pytorch 2.1.0+cu121
- Datasets 2.16.1
- Tokenizers 0.15.0
