t5-large-dialogue-classification

This model is a fine-tuned version of google/flan-t5-large on an unknown dataset. It achieves the following results on the evaluation set:

• Loss: 0.2878

• Classification Report: precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4
  

  ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.3750 0.7500 0.5000 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EVALUATION 0.0000 0.0000 0.0000 0 EXAM 0.3333 1.0000 0.5000 1 FAM/SOCHX 0.8462 1.0000 0.9167 22 GENHX 0.8500 0.8500 0.8500 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1

IMMUNIZATIONS 1.0000 1.0000 1.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.7778 1.0000 0.8750 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.4000 1.0000 0.5714 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.6667 0.6667 0.6667 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8750 0.6364 0.7368 11

 accuracy                         0.7300       100
macro avg     0.3869    0.4359    0.3817       100

weighted avg 0.6912 0.7300 0.6878 100

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

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.3000 0.7500 0.4286 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EVALUATION 0.0000 0.0000 0.0000 0 EXAM 0.0000 0.0000 0.0000 1 FAM/SOCHX 0.8696 0.9091 0.8889 22 GENHX 0.5333 0.8000 0.6400 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 1.0000 1.0000 1.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.6250 0.7143 0.6667 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.3333 1.0000 0.5000 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 1.0000 0.3333 0.5000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.6667 0.1818 0.2857 11

 accuracy                         0.6100       100
macro avg     0.3489    0.3304    0.3005       100

weighted avg 0.6004 0.6100 0.5598 100 | | No log | 2.0 | 344 | 0.3626 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.0000 0.0000 0.0000 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EVALUATION 0.0000 0.0000 0.0000 0 EXAM 0.0000 0.0000 0.0000 1 FAM/SOCHX 0.9130 0.9545 0.9333 22 GENHX 0.7619 0.8000 0.7805 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 1.0000 1.0000 1.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.6667 0.8571 0.7500 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.1818 1.0000 0.3077 4 PASTSURGICAL 0.8889 1.0000 0.9412 8 PLAN 1.0000 0.3333 0.5000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.5000 0.2727 0.3529 11

 accuracy                         0.6100       100
macro avg     0.3292    0.3080    0.2841       100

weighted avg 0.6133 0.6100 0.5814 100 | | 0.2727 | 3.0 | 516 | 0.3517 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.2727 0.7500 0.4000 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EVALUATION 0.0000 0.0000 0.0000 0 EXAM 0.0000 0.0000 0.0000 1 FAM/SOCHX 0.8696 0.9091 0.8889 22 GENHX 0.5714 0.8000 0.6667 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 1.0000 1.0000 1.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.7000 1.0000 0.8235 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.3333 1.0000 0.5000 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 1.0000 0.3333 0.5000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.6667 0.1818 0.2857 11

 accuracy                         0.6300       100
macro avg     0.3530    0.3440    0.3078       100

weighted avg 0.6122 0.6300 0.5750 100 | | 0.2727 | 4.0 | 688 | 0.3393 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.2857 0.5000 0.3636 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EVALUATIONS 0.0000 0.0000 0.0000 0 EXAM 0.5000 1.0000 0.6667 1 FAM/SOCHX 0.8462 1.0000 0.9167 22 GENHX 0.7619 0.8000 0.7805 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 1.0000 1.0000 1.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.7000 1.0000 0.8235 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.2222 1.0000 0.3636 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 1.0000 0.3333 0.5000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.7500 0.2727 0.4000 11

 accuracy                         0.6600       100
macro avg     0.3841    0.3884    0.3436       100

weighted avg 0.6554 0.6600 0.6162 100 | | 0.2727 | 5.0 | 860 | 0.3178 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.2000 0.2500 0.2222 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EVALUATION 0.0000 0.0000 0.0000 0 EXAM 0.5000 1.0000 0.6667 1 FAM/SOCHX 0.8462 1.0000 0.9167 22 GENHX 0.7619 0.8000 0.7805 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 1.0000 1.0000 1.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.7000 1.0000 0.8235 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.2222 1.0000 0.3636 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 1.0000 0.3333 0.5000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.6667 0.3636 0.4706 11

 accuracy                         0.6600       100
macro avg     0.3760    0.3808    0.3402       100

weighted avg 0.6428 0.6600 0.6183 100 | | 0.2182 | 6.0 | 1032 | 0.3011 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.3750 0.7500 0.5000 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EVALUATION 0.0000 0.0000 0.0000 0 EXAM 0.3333 1.0000 0.5000 1 FAM/SOCHX 0.8800 1.0000 0.9362 22 GENHX 0.6957 0.8000 0.7442 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 1.0000 1.0000 1.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.7778 1.0000 0.8750 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.3333 1.0000 0.5000 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.5000 0.3333 0.4000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8000 0.3636 0.5000 11

 accuracy                         0.6800       100
macro avg     0.3664    0.4046    0.3503       100

weighted avg 0.6518 0.6800 0.6340 100 | | 0.2182 | 7.0 | 1204 | 0.3220 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.0000 0.0000 0.0000 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EVALUATION 0.0000 0.0000 0.0000 0 EXAM 0.5000 1.0000 0.6667 1 FAM/SOCHX 0.8462 1.0000 0.9167 22 GENHX 0.8889 0.8000 0.8421 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 1.0000 1.0000 1.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.7778 1.0000 0.8750 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.2105 1.0000 0.3478 4 PASTSURGICAL 0.8000 1.0000 0.8889 8 PLAN 1.0000 0.3333 0.5000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.7500 0.5455 0.6316 11

 accuracy                         0.6700       100
macro avg     0.3702    0.3776    0.3366       100

weighted avg 0.6583 0.6700 0.6335 100 | | 0.2182 | 8.0 | 1376 | 0.3121 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.2222 0.5000 0.3077 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EVALUATION 0.0000 0.0000 0.0000 0 EXAM 0.5000 1.0000 0.6667 1 FAM/SOCHX 0.8462 1.0000 0.9167 22 GENHX 0.9412 0.8000 0.8649 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 1.0000 1.0000 1.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.7778 1.0000 0.8750 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.2667 1.0000 0.4211 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 1.0000 0.3333 0.5000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.7000 0.6364 0.6667 11

 accuracy                         0.7000       100
macro avg     0.3930    0.4057    0.3628       100

weighted avg 0.6904 0.7000 0.6660 100 | | 0.1965 | 9.0 | 1548 | 0.3020 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.2727 0.7500 0.4000 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EVALUATION 0.0000 0.0000 0.0000 0 EXAM 0.5000 1.0000 0.6667 1 FAM/SOCHX 0.8800 1.0000 0.9362 22 GENHX 0.8500 0.8500 0.8500 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 1.0000 1.0000 1.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.7778 1.0000 0.8750 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.3077 1.0000 0.4706 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 1.0000 0.3333 0.5000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8571 0.5455 0.6667 11

 accuracy                         0.7100       100
macro avg     0.4022    0.4157    0.3698       100

weighted avg 0.7005 0.7100 0.6730 100 | | 0.1965 | 10.0 | 1720 | 0.3122 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.2500 0.7500 0.3750 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EVALUATION 0.0000 0.0000 0.0000 0 EXAM 0.5000 1.0000 0.6667 1 FAM/SOCHX 0.8462 1.0000 0.9167 22 GENHX 0.8947 0.8500 0.8718 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 1.0000 1.0000 1.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.7778 1.0000 0.8750 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.3636 1.0000 0.5333 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 1.0000 0.6667 0.8000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8571 0.5455 0.6667 11

 accuracy                         0.7200       100
macro avg     0.4043    0.4315    0.3860       100

weighted avg 0.7034 0.7200 0.6836 100 | | 0.1965 | 11.0 | 1892 | 0.3050 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.3333 0.5000 0.4000 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EVALUATION 0.0000 0.0000 0.0000 0 EXAM 0.5000 1.0000 0.6667 1 FAM/SOCHX 0.8462 1.0000 0.9167 22 GENHX 0.8889 0.8000 0.8421 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 1.0000 1.0000 1.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.7778 1.0000 0.8750 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.2857 1.0000 0.4444 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 1.0000 0.6667 0.8000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.7000 0.6364 0.6667 11

 accuracy                         0.7100       100
macro avg     0.3968    0.4216    0.3815       100

weighted avg 0.6851 0.7100 0.6751 100 | | 0.1834 | 12.0 | 2064 | 0.2901 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.3333 0.7500 0.4615 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EVALUATION 0.0000 0.0000 0.0000 0 EXAM 0.5000 1.0000 0.6667 1 FAM/SOCHX 0.8800 1.0000 0.9362 22 GENHX 0.8095 0.8500 0.8293 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 1.0000 1.0000 1.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.7778 1.0000 0.8750 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.3333 1.0000 0.5000 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 1.0000 0.6667 0.8000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8571 0.5455 0.6667 11

 accuracy                         0.7200       100
macro avg     0.4043    0.4315    0.3874       100

weighted avg 0.6959 0.7200 0.6815 100 | | 0.1834 | 13.0 | 2236 | 0.2994 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.4286 0.7500 0.5455 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EVALUATION 0.0000 0.0000 0.0000 0 EXAM 0.5000 1.0000 0.6667 1 FAM/SOCHX 0.8462 1.0000 0.9167 22 GENHX 0.8095 0.8500 0.8293 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 1.0000 1.0000 1.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.7778 1.0000 0.8750 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.3636 1.0000 0.5333 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.7500 1.0000 0.8571 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8750 0.6364 0.7368 11

 accuracy                         0.7400       100
macro avg     0.3977    0.4517    0.3981       100

weighted avg 0.6879 0.7400 0.6914 100 | | 0.1834 | 14.0 | 2408 | 0.2951 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.3333 0.7500 0.4615 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EVALUATION 0.0000 0.0000 0.0000 0 EXAM 0.2500 1.0000 0.4000 1 FAM/SOCHX 0.8462 1.0000 0.9167 22 GENHX 0.8500 0.8500 0.8500 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 1.0000 1.0000 1.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.7778 1.0000 0.8750 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.4000 1.0000 0.5714 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.7500 1.0000 0.8571 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8571 0.5455 0.6667 11

 accuracy                         0.7300       100
macro avg     0.3840    0.4474    0.3809       100

weighted avg 0.6892 0.7300 0.6833 100 | | 0.1731 | 15.0 | 2580 | 0.2977 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.3333 0.7500 0.4615 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EVALUATION 0.0000 0.0000 0.0000 0 EXAM 0.2000 1.0000 0.3333 1 FAM/SOCHX 0.8462 1.0000 0.9167 22 GENHX 0.8947 0.8500 0.8718 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 1.0000 1.0000 1.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.7778 1.0000 0.8750 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.4000 1.0000 0.5714 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.6667 0.6667 0.6667 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8750 0.6364 0.7368 11

 accuracy                         0.7300       100
macro avg     0.3807    0.4359    0.3730       100

weighted avg 0.6971 0.7300 0.6890 100 | | 0.1731 | 16.0 | 2752 | 0.2936 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.3333 0.7500 0.4615 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EVALUATION 0.0000 0.0000 0.0000 0 EXAM 0.3333 1.0000 0.5000 1 FAM/SOCHX 0.8462 1.0000 0.9167 22 GENHX 0.8947 0.8500 0.8718 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 1.0000 1.0000 1.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.7778 1.0000 0.8750 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.3636 1.0000 0.5333 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.5000 0.3333 0.4000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8750 0.6364 0.7368 11

 accuracy                         0.7200       100
macro avg     0.3773    0.4200    0.3664       100

weighted avg 0.6920 0.7200 0.6811 100 | | 0.1731 | 17.0 | 2924 | 0.2849 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.3750 0.7500 0.5000 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EVALUATION 0.0000 0.0000 0.0000 0 EXAM 0.3333 1.0000 0.5000 1 FAM/SOCHX 0.8462 1.0000 0.9167 22 GENHX 0.9444 0.8500 0.8947 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 1.0000 1.0000 1.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.7778 1.0000 0.8750 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.3333 1.0000 0.5000 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.6667 0.6667 0.6667 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8750 0.6364 0.7368 11

 accuracy                         0.7300       100
macro avg     0.3882    0.4359    0.3805       100

weighted avg 0.7074 0.7300 0.6939 100 | | 0.1546 | 18.0 | 3096 | 0.2875 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.4286 0.7500 0.5455 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EVALUATION 0.0000 0.0000 0.0000 0 EXAM 0.3333 1.0000 0.5000 1 FAM/SOCHX 0.8462 1.0000 0.9167 22 GENHX 0.8095 0.8500 0.8293 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 1.0000 1.0000 1.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.7778 1.0000 0.8750 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.3636 1.0000 0.5333 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.5000 0.3333 0.4000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8750 0.6364 0.7368 11

 accuracy                         0.7200       100
macro avg     0.3778    0.4200    0.3684       100

weighted avg 0.6788 0.7200 0.6760 100 | | 0.1546 | 19.0 | 3268 | 0.2885 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.3750 0.7500 0.5000 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EVALUATION 0.0000 0.0000 0.0000 0 EXAM 0.3333 1.0000 0.5000 1 FAM/SOCHX 0.8462 1.0000 0.9167 22 GENHX 0.8500 0.8500 0.8500 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 1.0000 1.0000 1.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.7778 1.0000 0.8750 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.4000 1.0000 0.5714 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.6667 0.6667 0.6667 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8750 0.6364 0.7368 11

 accuracy                         0.7300       100
macro avg     0.3869    0.4359    0.3817       100

weighted avg 0.6912 0.7300 0.6878 100 | | 0.1546 | 20.0 | 3440 | 0.2878 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.3750 0.7500 0.5000 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EVALUATION 0.0000 0.0000 0.0000 0 EXAM 0.3333 1.0000 0.5000 1 FAM/SOCHX 0.8462 1.0000 0.9167 22 GENHX 0.8500 0.8500 0.8500 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 1.0000 1.0000 1.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.7778 1.0000 0.8750 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.4000 1.0000 0.5714 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.6667 0.6667 0.6667 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8750 0.6364 0.7368 11

 accuracy                         0.7300       100
macro avg     0.3869    0.4359    0.3817       100

weighted avg 0.6912 0.7300 0.6878 100 |

Framework versions

• PEFT 0.8.2
• Transformers 4.37.2
• Pytorch 2.1.0+cu121
• Datasets 2.17.1
• Tokenizers 0.15.2