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: 0.6676

• Classification Report: precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4
  

  ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.5000 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 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.8462 1.0000 0.9167 22 GENHX 0.7037 0.9500 0.8085 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.2500 1.0000 0.4000 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 0.5000 0.3333 0.4000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8333 0.4545 0.5882 11

 accuracy                         0.7200       100
macro avg     0.4525    0.4798    0.4357       100

weighted avg 0.6752 0.7200 0.6721 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 0.6667 1.0000 0.8000 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 0.7778 0.9545 0.8571 22 GENHX 0.4595 0.8500 0.5965 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 0.5714 0.5714 0.5714 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 0.0000 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                         0.6000       100
macro avg     0.2780    0.3155    0.2742       100

weighted avg 0.4742 0.6000 0.5072 100 | | No log | 2.0 | 344 | 0.3955 | 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 0.0000 0.0000 0.0000 1 FAM/SOCHX 0.8750 0.9545 0.9130 22 GENHX 0.4878 1.0000 0.6557 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 0.5714 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 0.1818 0.2857 11

 accuracy                         0.6400       100
macro avg     0.3384    0.3247    0.3033       100

weighted avg 0.5829 0.6400 0.5644 100 | | 0.3535 | 3.0 | 516 | 0.3595 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 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 0.5000 1.0000 0.6667 1 FAM/SOCHX 0.9000 0.8182 0.8571 22 GENHX 0.6061 1.0000 0.7547 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 0.6250 0.7143 0.6667 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 0.8000 0.3636 0.5000 11

 accuracy                         0.6500       100
macro avg     0.3516    0.3948    0.3423       100

weighted avg 0.6250 0.6500 0.6038 100 | | 0.3535 | 4.0 | 688 | 0.3475 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 4 Accutane 0.0000 0.0000 0.0000 0 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 0.8077 0.9545 0.8750 22 GENHX 0.8000 1.0000 0.8889 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 0.2000 1.0000 0.3333 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 0.5000 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 0.8571 0.5455 0.6667 11

 accuracy                         0.7000       100
macro avg     0.3352    0.3912    0.3216       100

weighted avg 0.6602 0.7000 0.6546 100 | | 0.3535 | 5.0 | 860 | 0.3449 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.5000 0.2500 0.3333 4 Accutane 0.0000 0.0000 0.0000 0 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 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.8750 0.9545 0.9130 22 GENHX 0.7692 1.0000 0.8696 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 0.5714 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 0.8750 0.6364 0.7368 11

 accuracy                         0.7200       100
macro avg     0.4388    0.4074    0.4049       100

weighted avg 0.7092 0.7200 0.6952 100 | | 0.0876 | 6.0 | 1032 | 0.3894 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.5000 0.2500 0.3333 4 Accutane 0.0000 0.0000 0.0000 0 CC 1.0000 0.5000 0.6667 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 0.9091 0.9091 0.9091 22 GENHX 0.6552 0.9500 0.7755 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 0.4444 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                         0.7100       100
macro avg     0.4570    0.4306    0.4151       100

weighted avg 0.7151 0.7100 0.6854 100 | | 0.0876 | 7.0 | 1204 | 0.3929 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.5000 0.2500 0.3333 4 Accutane 0.0000 0.0000 0.0000 0 CC 0.6667 0.5000 0.5714 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 0.8077 0.9545 0.8750 22 GENHX 0.7600 0.9500 0.8444 20 GYNHX 1.0000 1.0000 1.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 0.2500 1.0000 0.4000 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 0.5714 1.0000 0.7273 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 0.8333 0.4545 0.5882 11

 accuracy                         0.7000       100
macro avg     0.4494    0.4479    0.4026       100

weighted avg 0.7067 0.7000 0.6714 100 | | 0.0876 | 8.0 | 1376 | 0.5449 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.7500 0.7500 0.7500 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 0.8750 0.9545 0.9130 22 GENHX 0.7500 0.9000 0.8182 20 GYNHX 1.0000 1.0000 1.0000 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 0.6364 1.0000 0.7778 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 0.7500 0.2727 0.4000 11

 accuracy                         0.7100       100
macro avg     0.5131    0.5480    0.4930       100

weighted avg 0.6879 0.7100 0.6640 100 | | 0.0355 | 9.0 | 1548 | 0.5615 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 1.0000 0.2500 0.4000 4 Accutane 0.0000 0.0000 0.0000 0 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 1.0000 1.0000 1.0000 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 0.7143 0.7143 0.7143 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 0.3333 0.5000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8000 0.3636 0.5000 11

 accuracy                         0.7000       100
macro avg     0.4973    0.4101    0.4172       100

weighted avg 0.7249 0.7000 0.6720 100 | | 0.0355 | 10.0 | 1720 | 0.5021 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.5000 0.2500 0.3333 4 Accutane 0.0000 0.0000 0.0000 0 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 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.8462 1.0000 0.9167 22 GENHX 0.7308 0.9500 0.8261 20 GYNHX 1.0000 1.0000 1.0000 1 IMAGING 0.2500 1.0000 0.4000 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 0.5714 1.0000 0.7273 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                         0.7200       100
macro avg     0.5077    0.5053    0.4746       100

weighted avg 0.7107 0.7200 0.6863 100 | | 0.0355 | 11.0 | 1892 | 0.5690 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 1.0000 0.2500 0.4000 4 Accutane 0.0000 0.0000 0.0000 0 CC 1.0000 0.7500 0.8571 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 0.6667 1.0000 0.8000 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.2500 1.0000 0.4000 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 0.6667 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 0.8571 0.5455 0.6667 11

 accuracy                         0.7500       100
macro avg     0.5172    0.4925    0.4642       100

weighted avg 0.7572 0.7500 0.7194 100 | | 0.012 | 12.0 | 2064 | 0.6739 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 1.0000 0.5000 0.6667 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 0.9130 0.9545 0.9333 22 GENHX 0.6061 1.0000 0.7547 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.2500 1.0000 0.4000 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 0.6667 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 0.8571 0.5455 0.6667 11

 accuracy                         0.7200       100
macro avg     0.4879    0.4899    0.4535       100

weighted avg 0.6955 0.7200 0.6769 100 | | 0.012 | 13.0 | 2236 | 0.6173 | 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 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.8800 1.0000 0.9362 22 GENHX 0.6786 0.9500 0.7917 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.2500 1.0000 0.4000 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 0.6667 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 0.8333 0.4545 0.5882 11

 accuracy                         0.7100       100
macro avg     0.4511    0.4726    0.4315       100

weighted avg 0.6751 0.7100 0.6670 100 | | 0.012 | 14.0 | 2408 | 0.6580 | 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 0.2500 0.5000 0.3333 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.9130 0.9545 0.9333 22 GENHX 0.6333 0.9500 0.7600 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.2500 1.0000 0.4000 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 0.6667 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 0.8333 0.4545 0.5882 11

 accuracy                         0.7100       100
macro avg     0.4630    0.4953    0.4465       100

weighted avg 0.6784 0.7100 0.6667 100 | | 0.0086 | 15.0 | 2580 | 0.6118 | 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 0.2500 0.5000 0.3333 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.8800 1.0000 0.9362 22 GENHX 0.7037 0.9500 0.8085 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.2500 1.0000 0.4000 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 1.0000 1.0000 1.0000 8 PLAN 0.5000 0.3333 0.4000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8333 0.4545 0.5882 11

 accuracy                         0.7400       100
macro avg     0.4681    0.5119    0.4571       100

weighted avg 0.6896 0.7400 0.6883 100 | | 0.0086 | 16.0 | 2752 | 0.6210 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.7500 0.7500 0.7500 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 0.8750 0.9545 0.9130 22 GENHX 0.7143 1.0000 0.8333 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.2500 1.0000 0.4000 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 0.5714 1.0000 0.7273 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                         0.7400       100
macro avg     0.4759    0.5095    0.4612       100

weighted avg 0.6975 0.7400 0.6946 100 | | 0.0086 | 17.0 | 2924 | 0.6166 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.6667 0.5000 0.5714 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 0.8400 0.9545 0.8936 22 GENHX 0.7037 0.9500 0.8085 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.2000 1.0000 0.3333 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 0.5714 1.0000 0.7273 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                         0.7100       100
macro avg     0.4544    0.4695    0.4300       100

weighted avg 0.6789 0.7100 0.6709 100 | | 0.0025 | 18.0 | 3096 | 0.6372 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 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 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.8462 1.0000 0.9167 22 GENHX 0.6786 0.9500 0.7917 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.2500 1.0000 0.4000 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 0.5000 0.3333 0.4000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8333 0.4545 0.5882 11

 accuracy                         0.7200       100
macro avg     0.4562    0.4798    0.4382       100

weighted avg 0.6742 0.7200 0.6714 100 | | 0.0025 | 19.0 | 3268 | 0.6598 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 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 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.8462 1.0000 0.9167 22 GENHX 0.6786 0.9500 0.7917 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.2500 1.0000 0.4000 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 0.5000 0.3333 0.4000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8333 0.4545 0.5882 11

 accuracy                         0.7200       100
macro avg     0.4562    0.4798    0.4382       100

weighted avg 0.6742 0.7200 0.6714 100 | | 0.0025 | 20.0 | 3440 | 0.6676 | 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 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.8462 1.0000 0.9167 22 GENHX 0.7037 0.9500 0.8085 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.2500 1.0000 0.4000 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 0.5000 0.3333 0.4000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8333 0.4545 0.5882 11

 accuracy                         0.7200       100
macro avg     0.4525    0.4798    0.4357       100

weighted avg 0.6752 0.7200 0.6721 100 |

Framework versions

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