t5-dialogue-classification-3

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: 0.6547

• Classification Report: precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4
  

  ASSESSMENT 0.5000 0.2500 0.3333 4 CC 0.7500 0.7500 0.7500 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 0.8462 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 0.6000 0.8571 0.7059 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     0.4289    0.4463    0.4053       100

weighted avg 0.6992 0.7200 0.6857 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	0.4137	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 EXAM 0.5000 1.0000 0.6667 1 FAM/SOCHX 0.8077 0.9545 0.8750 22 GENHX 0.8824 0.7500 0.8108 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 0.8571 0.7500 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.1905 1.0000 0.3200 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 0.5455 0.6000 11

 accuracy                         0.6400       100
macro avg     0.3024    0.3429    0.2911       100

weighted avg 0.6201 0.6400 0.6046 100 | | No log | 2.0 | 344 | 0.3062 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.5000 0.2500 0.3333 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 0.1429 1.0000 0.2500 1 FAM/SOCHX 0.8077 0.9545 0.8750 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 0.0000 0.0000 0.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.6364 1.0000 0.7778 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 0.6667 0.7273 0.6957 11

 accuracy                         0.7000       100
macro avg     0.3028    0.3566    0.2943       100

weighted avg 0.6060 0.7000 0.6296 100 | | 0.3608 | 3.0 | 516 | 0.2925 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 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 0.1667 1.0000 0.2857 1 FAM/SOCHX 0.9091 0.9091 0.9091 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 0.5556 0.7143 0.6250 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.2353 1.0000 0.3810 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 0.8750 0.6364 0.7368 11

 accuracy                         0.6700       100
macro avg     0.3526    0.4055    0.3383       100

weighted avg 0.6581 0.6700 0.6388 100 | | 0.3608 | 4.0 | 688 | 0.2630 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.4000 0.5000 0.4444 4 CC 0.6000 0.7500 0.6667 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 0.2000 1.0000 0.3333 1 FAM/SOCHX 0.8148 1.0000 0.8980 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 0.7500 0.8571 0.8000 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                         0.7300       100
macro avg     0.4224    0.4588    0.4054       100

weighted avg 0.7184 0.7300 0.7007 100 | | 0.3608 | 5.0 | 860 | 0.3561 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.3333 0.5000 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 EXAM 0.2000 1.0000 0.3333 1 FAM/SOCHX 0.8462 1.0000 0.9167 22 GENHX 0.8750 0.7000 0.7778 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 0.7143 0.7143 0.7143 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.3636 1.0000 0.5333 4 PASTSURGICAL 0.8889 1.0000 0.9412 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                         0.6900       100
macro avg     0.4048    0.4442    0.3877       100

weighted avg 0.6934 0.6900 0.6662 100 | | 0.0859 | 6.0 | 1032 | 0.4536 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.5000 0.2500 0.3333 4 CC 0.7500 0.7500 0.7500 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 0.2500 1.0000 0.4000 1 FAM/SOCHX 0.8800 1.0000 0.9362 22 GENHX 0.7895 0.7500 0.7692 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 0.6364 1.0000 0.7778 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 0.5000 0.6667 0.5714 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8750 0.6364 0.7368 11

 accuracy                         0.7200       100
macro avg     0.4290    0.4652    0.4123       100

weighted avg 0.7058 0.7200 0.6886 100 | | 0.0859 | 7.0 | 1204 | 0.4567 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.4000 0.5000 0.4444 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 EXAM 0.0000 0.0000 0.0000 1 FAM/SOCHX 0.8462 1.0000 0.9167 22 GENHX 0.9048 0.9500 0.9268 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 0.6667 1.0000 0.8000 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     0.4436    0.4305    0.4185       100

weighted avg 0.7357 0.7500 0.7257 100 | | 0.0859 | 8.0 | 1376 | 0.4684 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.5000 0.2500 0.3333 4 CC 0.7500 0.7500 0.7500 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 0.2500 1.0000 0.4000 1 FAM/SOCHX 0.8800 1.0000 0.9362 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 0.6364 1.0000 0.7778 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 0.8889 0.7273 0.8000 11

 accuracy                         0.7400       100
macro avg     0.4332    0.4580    0.4101       100

weighted avg 0.7269 0.7400 0.7094 100 | | 0.031 | 9.0 | 1548 | 0.5316 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.2500 0.2500 0.2500 4 CC 1.0000 0.7500 0.8571 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 0.2500 1.0000 0.4000 1 FAM/SOCHX 0.8148 1.0000 0.8980 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 0.6364 1.0000 0.7778 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.6667 1.0000 0.8000 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 0.8889 0.7273 0.8000 11

 accuracy                         0.7400       100
macro avg     0.4428    0.4580    0.4216       100

weighted avg 0.7157 0.7400 0.7083 100 | | 0.031 | 10.0 | 1720 | 0.5335 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.5000 0.2500 0.3333 4 CC 0.6000 0.7500 0.6667 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 0.8148 1.0000 0.8980 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 0.6000 0.8571 0.7059 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                         0.7100       100
macro avg     0.4238    0.4438    0.4008       100

weighted avg 0.7022 0.7100 0.6808 100 | | 0.031 | 11.0 | 1892 | 0.6325 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.3333 0.2500 0.2857 4 CC 1.0000 0.7500 0.8571 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 0.2500 1.0000 0.4000 1 FAM/SOCHX 0.8148 1.0000 0.8980 22 GENHX 0.8000 0.8000 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 0.6364 1.0000 0.7778 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 0.8750 0.6364 0.7368 11

 accuracy                         0.7200       100
macro avg     0.4327    0.4510    0.4085       100

weighted avg 0.6987 0.7200 0.6854 100 | | 0.0115 | 12.0 | 2064 | 0.5900 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.5000 0.2500 0.3333 4 CC 0.6000 0.7500 0.6667 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 0.8462 1.0000 0.9167 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 0.6667 0.8571 0.7500 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 1.0000 0.6667 0.8000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.7778 0.6364 0.7000 11

 accuracy                         0.7400       100
macro avg     0.4491    0.4655    0.4258       100

weighted avg 0.7131 0.7400 0.7046 100 | | 0.0115 | 13.0 | 2236 | 0.5914 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.5000 0.2500 0.3333 4 CC 0.7500 0.7500 0.7500 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 0.2500 1.0000 0.4000 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 0.6667 0.8571 0.7500 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 0.7778 0.6364 0.7000 11

 accuracy                         0.7300       100
macro avg     0.4333    0.4630    0.4159       100

weighted avg 0.6988 0.7300 0.6932 100 | | 0.0115 | 14.0 | 2408 | 0.6534 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.5000 0.2500 0.3333 4 CC 0.7500 0.7500 0.7500 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 0.8462 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 0.6667 0.8571 0.7500 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 0.7778 0.6364 0.7000 11

 accuracy                         0.7300       100
macro avg     0.4375    0.4630    0.4209       100

weighted avg 0.6996 0.7300 0.6942 100 | | 0.0061 | 15.0 | 2580 | 0.6094 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.5000 0.2500 0.3333 4 CC 0.7500 0.7500 0.7500 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 0.0000 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 0.4000 1.0000 0.5714 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 0.7778 0.6364 0.7000 11

 accuracy                         0.7300       100
macro avg     0.4309    0.4630    0.4171       100

weighted avg 0.7021 0.7300 0.6956 100 | | 0.0061 | 16.0 | 2752 | 0.6588 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.5000 0.2500 0.3333 4 CC 0.7500 0.7500 0.7500 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 0.8462 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 0.6667 0.8571 0.7500 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 0.6667 0.6667 0.6667 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.7778 0.6364 0.7000 11

 accuracy                         0.7300       100
macro avg     0.4357    0.4630    0.4190       100

weighted avg 0.6982 0.7300 0.6927 100 | | 0.0061 | 17.0 | 2924 | 0.6644 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.5000 0.2500 0.3333 4 CC 0.6000 0.7500 0.6667 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 0.8462 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 0.6667 0.8571 0.7500 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 0.5000 0.3333 0.4000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.7778 0.6364 0.7000 11

 accuracy                         0.7200       100
macro avg     0.4217    0.4463    0.4034       100

weighted avg 0.6886 0.7200 0.6829 100 | | 0.003 | 18.0 | 3096 | 0.6608 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.5000 0.2500 0.3333 4 CC 0.7500 0.7500 0.7500 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 0.8462 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 0.6667 0.8571 0.7500 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 0.8000 0.7273 0.7619 11

 accuracy                         0.7300       100
macro avg     0.4305    0.4509    0.4098       100

weighted avg 0.7037 0.7300 0.6956 100 | | 0.003 | 19.0 | 3268 | 0.6542 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.5000 0.2500 0.3333 4 CC 0.7500 0.7500 0.7500 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 0.8462 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 0.6000 0.8571 0.7059 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 0.8889 0.7273 0.8000 11

 accuracy                         0.7300       100
macro avg     0.4316    0.4509    0.4095       100

weighted avg 0.7088 0.7300 0.6967 100 | | 0.003 | 20.0 | 3440 | 0.6547 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.5000 0.2500 0.3333 4 CC 0.7500 0.7500 0.7500 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 0.8462 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 0.6000 0.8571 0.7059 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     0.4289    0.4463    0.4053       100

weighted avg 0.6992 0.7200 0.6857 100 |

Framework versions

• Transformers 4.38.2
• Pytorch 2.1.0+cu121
• Datasets 2.18.0
• Tokenizers 0.15.2