t5-dialogue-classification-5

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

• Loss: 0.6560

• Classification Report: precision recall f1-score support

  ALLERGY     1.0000    0.5000    0.6667         4
  

  ASSESSMENT 0.6667 0.5000 0.5714 4 CC 0.3750 0.7500 0.5000 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.5000 0.5000 0.5000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.8800 1.0000 0.9362 22 GENHX 0.8571 0.9000 0.8780 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 0.8750 1.0000 0.9333 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.5000 1.0000 0.6667 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 0.8571 0.5455 0.6667 11

 accuracy                         0.7600       100
macro avg     0.5005    0.5014    0.4859       100

weighted avg 0.7472 0.7600 0.7384 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

Training Loss	Epoch	Step	Validation Loss	Classification Report
No log	1.0	172	0.4439	precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 1.0000 0.2500 0.4000 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 EXAM 0.0000 0.0000 0.0000 1 FAM/SOCHX 0.8400 0.9545 0.8936 22 GENHX 0.4082 1.0000 0.5797 20 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 0.6667 0.5714 0.6154 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.5000 1.0000 0.6667 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.0000 0.0000 0.0000 11 SYSTEMS 0.0000 0.0000 0.0000 0

 accuracy                         0.5900       100
macro avg     0.2578    0.2393    0.2169       100

weighted avg 0.4931 0.5900 0.4943 100 | | No log | 2.0 | 344 | 0.3352 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 1.0000 0.2500 0.4000 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 EXAM 0.0000 0.0000 0.0000 1 FAM/SOCHX 0.9167 1.0000 0.9565 22 GENHX 0.4444 1.0000 0.6154 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 0.5000 1.0000 0.6667 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.7500 0.8571 0.8000 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.5714 1.0000 0.7273 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 1.0000 0.1818 0.3077 11

 accuracy                         0.6500       100
macro avg     0.3591    0.3269    0.2937       100

weighted avg 0.6409 0.6500 0.5711 100 | | 0.3193 | 3.0 | 516 | 0.3951 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 1.0000 0.2500 0.4000 4 CC 0.5000 0.7500 0.6000 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 EK G 0.0000 0.0000 0.0000 0 EXAM 0.0000 0.0000 0.0000 1 FAM/SOCHX 0.8800 1.0000 0.9362 22 GENHX 0.6333 0.9500 0.7600 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 0.7500 0.8571 0.8000 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.4444 1.0000 0.6154 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.6667 0.1818 0.2857 11

 accuracy                         0.6700       100
macro avg     0.3750    0.3447    0.3237       100

weighted avg 0.6539 0.6700 0.6160 100 | | 0.3193 | 4.0 | 688 | 0.3707 | precision recall f1-score support

  ALLERGY     1.0000    0.5000    0.6667         4

ASSESSMENT 1.0000 0.2500 0.4000 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 EXAM 0.3333 1.0000 0.5000 1 FAM/SOCHX 0.8800 1.0000 0.9362 22 GENHX 0.8571 0.9000 0.8780 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 0.8750 1.0000 0.9333 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.3750 0.7500 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 0.8571 0.5455 0.6667 11

 accuracy                         0.7400       100
macro avg     0.4559    0.4681    0.4274       100

weighted avg 0.7398 0.7400 0.7139 100 | | 0.3193 | 5.0 | 860 | 0.3895 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.5000 0.2500 0.3333 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 EXAM 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.8462 1.0000 0.9167 22 GENHX 0.9000 0.9000 0.9000 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 0.5000 1.0000 0.6667 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 0.8750 0.6364 0.7368 11

 accuracy                         0.7500       100
macro avg     0.4887    0.4727    0.4564       100

weighted avg 0.7418 0.7500 0.7240 100 | | 0.0885 | 6.0 | 1032 | 0.4334 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 1.0000 0.2500 0.4000 4 CC 0.4286 0.7500 0.5455 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.3333 0.5000 0.4000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 0.5000 1.0000 0.6667 1 FAM/SOCHX 0.9565 1.0000 0.9778 22 GENHX 0.8182 0.9000 0.8571 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 0.8000 0.3636 0.5000 11

 accuracy                         0.7300       100
macro avg     0.4841    0.4840    0.4430       100

weighted avg 0.7513 0.7300 0.7041 100 | | 0.0885 | 7.0 | 1204 | 0.4889 | 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 0.3333 0.5000 0.4000 2 EDCOURSE 0.0000 0.0000 0.0000 3 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 0.5000 1.0000 0.6667 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 0.5714 1.0000 0.7273 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.5000 0.6667 0.5714 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8571 0.5455 0.6667 11

 accuracy                         0.7300       100
macro avg     0.4496    0.5210    0.4548       100

weighted avg 0.7024 0.7300 0.6938 100 | | 0.0885 | 8.0 | 1376 | 0.5543 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 1.0000 0.2500 0.4000 4 CC 0.4286 0.7500 0.5455 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.5000 0.5000 0.5000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 0.2500 1.0000 0.4000 1 FAM/SOCHX 0.8800 1.0000 0.9362 22 GENHX 0.7200 0.9000 0.8000 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 0.6000 0.7500 0.6667 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 0.8571 0.5455 0.6667 11

 accuracy                         0.7300       100
macro avg     0.4718    0.4639    0.4269       100

weighted avg 0.7195 0.7300 0.6934 100 | | 0.0361 | 9.0 | 1548 | 0.5914 | precision recall f1-score support

  ALLERGY     1.0000    0.5000    0.6667         4

ASSESSMENT 1.0000 0.5000 0.6667 4 CC 0.5000 0.7500 0.6000 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 EXAM 0.3333 1.0000 0.5000 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 0.5000 1.0000 0.6667 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 0.5714 1.0000 0.7273 4 PASTSURGICAL 0.8889 1.0000 0.9412 8 PLAN 0.3333 0.3333 0.3333 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8571 0.5455 0.6667 11

 accuracy                         0.7500       100
macro avg     0.4726    0.5239    0.4704       100

weighted avg 0.7265 0.7500 0.7198 100 | | 0.0361 | 10.0 | 1720 | 0.6607 | precision recall f1-score support

  ALLERGY     1.0000    0.5000    0.6667         4

ASSESSMENT 0.5000 0.2500 0.3333 4 CC 0.3333 0.5000 0.4000 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.2500 0.5000 0.3333 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.9565 1.0000 0.9778 22 GENHX 0.7037 0.9500 0.8085 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 0.8750 1.0000 0.9333 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.5000 0.7500 0.6000 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 0.8571 0.5455 0.6667 11

 accuracy                         0.7500       100
macro avg     0.4821    0.4831    0.4693       100

weighted avg 0.7250 0.7500 0.7221 100 | | 0.0361 | 11.0 | 1892 | 0.6002 | precision recall f1-score support

  ALLERGY     1.0000    0.5000    0.6667         4

ASSESSMENT 0.5000 0.2500 0.3333 4 CC 0.4286 0.7500 0.5455 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.3333 0.5000 0.4000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 0.5000 1.0000 0.6667 1 FAM/SOCHX 0.9167 1.0000 0.9565 22 GENHX 0.7826 0.9000 0.8372 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 0.8750 1.0000 0.9333 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.5000 1.0000 0.6667 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 0.8571 0.5455 0.6667 11

 accuracy                         0.7500       100
macro avg     0.4597    0.4889    0.4536       100

weighted avg 0.7275 0.7500 0.7217 100 | | 0.0134 | 12.0 | 2064 | 0.6110 | precision recall f1-score support

  ALLERGY     1.0000    0.5000    0.6667         4

ASSESSMENT 0.6667 0.5000 0.5714 4 CC 0.5000 0.2500 0.3333 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.5000 0.5000 0.5000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 0.5000 1.0000 0.6667 1 FAM/SOCHX 0.9167 1.0000 0.9565 22 GENHX 0.7308 0.9500 0.8261 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 0.4444 1.0000 0.6154 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                         0.7500       100
macro avg     0.4947    0.4789    0.4589       100

weighted avg 0.7360 0.7500 0.7194 100 | | 0.0134 | 13.0 | 2236 | 0.6458 | precision recall f1-score support

  ALLERGY     1.0000    0.5000    0.6667         4

ASSESSMENT 1.0000 0.5000 0.6667 4 CC 0.5000 0.5000 0.5000 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.5000 0.5000 0.5000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 0.3333 1.0000 0.5000 1 FAM/SOCHX 0.9167 1.0000 0.9565 22 GENHX 0.7917 0.9500 0.8636 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.3333 1.0000 0.5000 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 0.6667 1.0000 0.8000 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 0.8571 0.5455 0.6667 11

 accuracy                         0.7700       100
macro avg     0.5238    0.5414    0.4942       100

weighted avg 0.7561 0.7700 0.7392 100 | | 0.0134 | 14.0 | 2408 | 0.6814 | precision recall f1-score support

  ALLERGY     1.0000    0.5000    0.6667         4

ASSESSMENT 0.5000 0.2500 0.3333 4 CC 0.5000 0.5000 0.5000 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.5000 0.5000 0.5000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.9130 0.9545 0.9333 22 GENHX 0.7917 0.9500 0.8636 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 0.5000 1.0000 0.6667 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 0.8571 0.5455 0.6667 11

 accuracy                         0.7400       100
macro avg     0.5031    0.4767    0.4671       100

weighted avg 0.7265 0.7400 0.7118 100 | | 0.0071 | 15.0 | 2580 | 0.6663 | precision recall f1-score support

  ALLERGY     1.0000    0.5000    0.6667         4

ASSESSMENT 0.6667 0.5000 0.5714 4 CC 0.3750 0.7500 0.5000 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.3333 0.5000 0.4000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.9167 1.0000 0.9565 22 GENHX 0.8182 0.9000 0.8571 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 0.8750 1.0000 0.9333 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.5000 1.0000 0.6667 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 0.8571 0.5455 0.6667 11

 accuracy                         0.7600       100
macro avg     0.5115    0.5014    0.4830       100

weighted avg 0.7503 0.7600 0.7350 100 | | 0.0071 | 16.0 | 2752 | 0.6422 | precision recall f1-score support

  ALLERGY     1.0000    0.5000    0.6667         4

ASSESSMENT 0.6667 0.5000 0.5714 4 CC 0.5000 0.7500 0.6000 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.3333 0.5000 0.4000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.9167 1.0000 0.9565 22 GENHX 0.8182 0.9000 0.8571 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 0.5000 1.0000 0.6667 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 0.8571 0.5455 0.6667 11

 accuracy                         0.7600       100
macro avg     0.5129    0.5014    0.4851       100

weighted avg 0.7485 0.7600 0.7349 100 | | 0.0071 | 17.0 | 2924 | 0.6535 | precision recall f1-score support

  ALLERGY     1.0000    0.5000    0.6667         4

ASSESSMENT 0.5000 0.5000 0.5000 4 CC 0.4286 0.7500 0.5455 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.3333 0.5000 0.4000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.9167 1.0000 0.9565 22 GENHX 0.8571 0.9000 0.8780 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 0.8750 1.0000 0.9333 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.4444 1.0000 0.6154 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 0.8571 0.5455 0.6667 11

 accuracy                         0.7600       100
macro avg     0.5051    0.5014    0.4802       100

weighted avg 0.7513 0.7600 0.7361 100 | | 0.0035 | 18.0 | 3096 | 0.6340 | precision recall f1-score support

  ALLERGY     1.0000    0.5000    0.6667         4

ASSESSMENT 0.6667 0.5000 0.5714 4 CC 0.4286 0.7500 0.5455 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.5000 0.5000 0.5000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.9167 1.0000 0.9565 22 GENHX 0.8571 0.9000 0.8780 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 0.4444 1.0000 0.6154 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 0.8571 0.5455 0.6667 11

 accuracy                         0.7600       100
macro avg     0.4974    0.5014    0.4838       100

weighted avg 0.7484 0.7600 0.7386 100 | | 0.0035 | 19.0 | 3268 | 0.6542 | precision recall f1-score support

  ALLERGY     1.0000    0.5000    0.6667         4

ASSESSMENT 1.0000 0.5000 0.6667 4 CC 0.3750 0.7500 0.5000 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.5000 0.5000 0.5000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 0.5000 1.0000 0.6667 1 FAM/SOCHX 0.9167 1.0000 0.9565 22 GENHX 0.8571 0.9000 0.8780 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 0.8750 1.0000 0.9333 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.4444 1.0000 0.6154 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 0.8571 0.5455 0.6667 11

 accuracy                         0.7600       100
macro avg     0.4913    0.5014    0.4725       100

weighted avg 0.7614 0.7600 0.7413 100 | | 0.0035 | 20.0 | 3440 | 0.6560 | precision recall f1-score support

  ALLERGY     1.0000    0.5000    0.6667         4

ASSESSMENT 0.6667 0.5000 0.5714 4 CC 0.3750 0.7500 0.5000 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.5000 0.5000 0.5000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.8800 1.0000 0.9362 22 GENHX 0.8571 0.9000 0.8780 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 0.8750 1.0000 0.9333 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.5000 1.0000 0.6667 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 0.8571 0.5455 0.6667 11

 accuracy                         0.7600       100
macro avg     0.5005    0.5014    0.4859       100

weighted avg 0.7472 0.7600 0.7384 100 |

Framework versions

• Transformers 4.35.2
• Pytorch 2.1.0+cu121
• Datasets 2.16.1
• Tokenizers 0.15.0