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        12
  

  ASSESSMENT 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        12

ASSESSMENT 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        12

ASSESSMENT 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        12

ASSESSMENT 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        12

ASSESSMENT 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        12

ASSESSMENT 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        12

ASSESSMENT 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        12

ASSESSMENT 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        12

ASSESSMENT 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        12

ASSESSMENT 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        12

ASSESSMENT 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        12

ASSESSMENT 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        12

ASSESSMENT 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        12

ASSESSMENT 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        12

ASSESSMENT 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        12

ASSESSMENT 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        12

ASSESSMENT 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        12

ASSESSMENT 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        12

ASSESSMENT 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        12

ASSESSMENT 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        12

ASSESSMENT 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