transformers tensorboard safetensors t5 text2text-generation generated_from_trainer base_model:google/flan-t5-small license:apache-2.0 autotrain_compatible endpoints_compatible text-generation-inference region:us
---
license: apache-2.0
base_model: google/flan-t5-small
tags:
- generated_from_trainer
model-index:
- name: t5-dialogue-classification-3
  results: []
---

<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->

# t5-dialogue-classification-3

This model is a fine-tuned version of [google/flan-t5-small](https://huggingface.co/google/flan-t5-small) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.6790
- Classification Report:                precision    recall  f1-score   support

      ALLERGY     1.0000    0.5000    0.6667         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     1.0000    0.5000    0.6667         2
     EDCOURSE     0.0000    0.0000    0.0000         3
         EXAM     0.3333    1.0000    0.5000         1
    FAM/SOCHX     0.8400    0.9545    0.8936        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     0.6250    0.7143    0.6667         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     0.6667    0.6667    0.6667         3
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.8750    0.6364    0.7368        11

     accuracy                         0.7100       100
    macro avg     0.4514    0.4761    0.4402       100
 weighted avg     0.6892    0.7100    0.6853       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  | 0.5176          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.2500    0.4000         4
   ASSESSMENT     0.2500    0.2500    0.2500         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     0.5000    0.3333    0.4000         3
         EXAM     0.3333    1.0000    0.5000         1
    FAM/SOCHX     0.8696    0.9091    0.8889        22
        GENHX     0.7083    0.8500    0.7727        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     0.0000    0.0000    0.0000         3
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.8750    0.6364    0.7368        11

     accuracy                         0.6900       100
    macro avg     0.4173    0.4347    0.4004       100
 weighted avg     0.6814    0.6900    0.6680       100
 |
| No log        | 2.0   | 344  | 0.5183          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.2500    0.4000         4
   ASSESSMENT     1.0000    0.2500    0.4000         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     0.5000    0.3333    0.4000         3
         EXAM     0.5000    1.0000    0.6667         1
    FAM/SOCHX     0.8800    1.0000    0.9362        22
        GENHX     0.7391    0.8500    0.7907        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     0.8889    1.0000    0.9412         8
         PLAN     1.0000    0.3333    0.5000         3
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.8750    0.6364    0.7368        11

     accuracy                         0.7300       100
    macro avg     0.4976    0.4630    0.4343       100
 weighted avg     0.7341    0.7300    0.6967       100
 |
| 0.0335        | 3.0   | 516  | 0.5484          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.5000    0.6667         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     0.5000    0.5000    0.5000         2
     EDCOURSE     0.0000    0.0000    0.0000         3
         EXAM     0.5000    1.0000    0.6667         1
    FAM/SOCHX     0.8800    1.0000    0.9362        22
        GENHX     0.6800    0.8500    0.7556        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     0.3750    0.7500    0.5000         4
 PASTSURGICAL     0.8889    1.0000    0.9412         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     0.3966    0.4376    0.4016       100
 weighted avg     0.6475    0.7000    0.6590       100
 |
| 0.0335        | 4.0   | 688  | 0.5881          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.5000    0.6667         4
   ASSESSMENT     1.0000    0.2500    0.4000         4
           CC     0.7500    0.7500    0.7500         4
    DIAGNOSIS     0.0000    0.0000    0.0000         1
  DISPOSITION     0.5000    0.5000    0.5000         2
     EDCOURSE     0.5000    0.3333    0.4000         3
         EXAM     0.2000    1.0000    0.3333         1
    FAM/SOCHX     0.8750    0.9545    0.9130        22
        GENHX     0.7391    0.8500    0.7907        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     0.8333    0.7143    0.7692         7
OTHER_HISTORY     0.0000    0.0000    0.0000         1
PASTMEDICALHX     0.4000    1.0000    0.5714         4
 PASTSURGICAL     0.8889    1.0000    0.9412         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     0.4781    0.4744    0.4386       100
 weighted avg     0.7290    0.7200    0.7001       100
 |
| 0.0335        | 5.0   | 860  | 0.5719          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.5000    0.6667         4
   ASSESSMENT     1.0000    0.2500    0.4000         4
           CC     0.6000    0.7500    0.6667         4
    DIAGNOSIS     0.0000    0.0000    0.0000         1
  DISPOSITION     1.0000    0.5000    0.6667         2
     EDCOURSE     0.5000    0.3333    0.4000         3
         EXAM     0.5000    1.0000    0.6667         1
    FAM/SOCHX     0.8462    1.0000    0.9167        22
        GENHX     0.7727    0.8500    0.8095        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     0.8333    0.7143    0.7692         7
OTHER_HISTORY     0.0000    0.0000    0.0000         1
PASTMEDICALHX     0.4000    1.0000    0.5714         4
 PASTSURGICAL     0.8889    1.0000    0.9412         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                         0.7500       100
    macro avg     0.5441    0.5100    0.4939       100
 weighted avg     0.7564    0.7500    0.7280       100
 |
| 0.0168        | 6.0   | 1032 | 0.6716          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.5000    0.6667         4
   ASSESSMENT     0.0000    0.0000    0.0000         4
           CC     0.2143    0.7500    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     0.8824    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     0.6250    0.7143    0.6667         7
OTHER_HISTORY     0.0000    0.0000    0.0000         1
PASTMEDICALHX     0.3333    0.7500    0.4615         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                         0.6800       100
    macro avg     0.3618    0.3967    0.3570       100
 weighted avg     0.6812    0.6800    0.6627       100
 |
| 0.0168        | 7.0   | 1204 | 0.5918          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.5000    0.6667         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     0.5000    0.5000    0.5000         2
     EDCOURSE     0.0000    0.0000    0.0000         3
         EXAM     0.3333    1.0000    0.5000         1
    FAM/SOCHX     0.8462    1.0000    0.9167        22
        GENHX     0.7727    0.8500    0.8095        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    0.7500    0.6000         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                         0.7100       100
    macro avg     0.3971    0.4517    0.4035       100
 weighted avg     0.6691    0.7100    0.6776       100
 |
| 0.0168        | 8.0   | 1376 | 0.6426          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.5000    0.6667         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
         EXAM     0.5000    1.0000    0.6667         1
    FAM/SOCHX     0.9130    0.9545    0.9333        22
        GENHX     0.7391    0.8500    0.7907        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     0.6250    0.7143    0.6667         7
OTHER_HISTORY     0.0000    0.0000    0.0000         1
PASTMEDICALHX     0.4286    0.7500    0.5455         4
 PASTSURGICAL     1.0000    1.0000    1.0000         8
         PLAN     0.3333    0.3333    0.3333         3
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.8750    0.6364    0.7368        11

     accuracy                         0.6800       100
    macro avg     0.3374    0.3744    0.3401       100
 weighted avg     0.6542    0.6800    0.6548       100
 |
| 0.0098        | 9.0   | 1548 | 0.6204          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.5000    0.6667         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     1.0000    0.5000    0.6667         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     0.8000    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     0.6667    0.8571    0.7500         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     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     0.4561    0.4855    0.4463       100
 weighted avg     0.6953    0.7300    0.6968       100
 |
| 0.0098        | 10.0  | 1720 | 0.6086          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.5000    0.6667         4
   ASSESSMENT     0.3333    0.2500    0.2857         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     0.8750    0.9545    0.9130        22
        GENHX     0.7273    0.8000    0.7619        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     0.8333    0.7143    0.7692         7
OTHER_HISTORY     0.0000    0.0000    0.0000         1
PASTMEDICALHX     0.4000    1.0000    0.5714         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     0.8750    0.6364    0.7368        11

     accuracy                         0.7000       100
    macro avg     0.4183    0.4469    0.4156       100
 weighted avg     0.6820    0.7000    0.6777       100
 |
| 0.0098        | 11.0  | 1892 | 0.6412          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.5000    0.6667         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     0.5000    1.0000    0.6667         1
    FAM/SOCHX     0.8400    0.9545    0.8936        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     0.6667    0.8571    0.7500         7
OTHER_HISTORY     0.0000    0.0000    0.0000         1
PASTMEDICALHX     0.4000    1.0000    0.5714         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                         0.7000       100
    macro avg     0.3985    0.4416    0.4013       100
 weighted avg     0.6648    0.7000    0.6676       100
 |
| 0.0056        | 12.0  | 2064 | 0.5978          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.5000    0.6667         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     1.0000    0.5000    0.6667         2
     EDCOURSE     0.0000    0.0000    0.0000         3
         EXAM     0.5000    1.0000    0.6667         1
    FAM/SOCHX     0.8750    0.9545    0.9130        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     0.4444    1.0000    0.6154         4
 PASTSURGICAL     0.8000    1.0000    0.8889         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     0.4512    0.4666    0.4376       100
 weighted avg     0.6836    0.7100    0.6816       100
 |
| 0.0056        | 13.0  | 2236 | 0.6510          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.5000    0.6667         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     0.5000    0.5000    0.5000         2
     EDCOURSE     0.0000    0.0000    0.0000         3
         EXAM     0.5000    1.0000    0.6667         1
    FAM/SOCHX     0.9130    0.9545    0.9333        22
        GENHX     0.7273    0.8000    0.7619        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     0.4000    1.0000    0.5714         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                         0.7000       100
    macro avg     0.4265    0.4594    0.4256       100
 weighted avg     0.6774    0.7000    0.6756       100
 |
| 0.0056        | 14.0  | 2408 | 0.6665          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.5000    0.6667         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     0.5000    0.5000    0.5000         2
     EDCOURSE     0.0000    0.0000    0.0000         3
         EXAM     0.5000    1.0000    0.6667         1
    FAM/SOCHX     0.8750    0.9545    0.9130        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     0.6250    0.7143    0.6667         7
OTHER_HISTORY     0.0000    0.0000    0.0000         1
PASTMEDICALHX     0.4000    1.0000    0.5714         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                         0.7000       100
    macro avg     0.4232    0.4594    0.4231       100
 weighted avg     0.6796    0.7000    0.6761       100
 |
| 0.0054        | 15.0  | 2580 | 0.6430          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.5000    0.6667         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     0.5000    0.5000    0.5000         2
     EDCOURSE     0.0000    0.0000    0.0000         3
         EXAM     0.5000    1.0000    0.6667         1
    FAM/SOCHX     0.9130    0.9545    0.9333        22
        GENHX     0.7273    0.8000    0.7619        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     0.4000    1.0000    0.5714         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                         0.7000       100
    macro avg     0.4265    0.4594    0.4256       100
 weighted avg     0.6774    0.7000    0.6756       100
 |
| 0.0054        | 16.0  | 2752 | 0.6588          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.5000    0.6667         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     1.0000    0.5000    0.6667         2
     EDCOURSE     0.0000    0.0000    0.0000         3
         EXAM     0.5000    1.0000    0.6667         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     0.6250    0.7143    0.6667         7
OTHER_HISTORY     0.0000    0.0000    0.0000         1
PASTMEDICALHX     0.4000    1.0000    0.5714         4
 PASTSURGICAL     0.8889    1.0000    0.9412         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                         0.7100       100
    macro avg     0.4565    0.4761    0.4448       100
 weighted avg     0.6954    0.7100    0.6880       100
 |
| 0.0054        | 17.0  | 2924 | 0.6742          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.5000    0.6667         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     0.3333    0.5000    0.4000         2
     EDCOURSE     0.0000    0.0000    0.0000         3
         EXAM     0.5000    1.0000    0.6667         1
    FAM/SOCHX     0.8400    0.9545    0.8936        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     0.6250    0.7143    0.6667         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     0.5000    0.3333    0.4000         3
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.8750    0.6364    0.7368        11

     accuracy                         0.7000       100
    macro avg     0.4181    0.4594    0.4219       100
 weighted avg     0.6726    0.7000    0.6736       100
 |
| 0.0026        | 18.0  | 3096 | 0.6810          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.5000    0.6667         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     1.0000    0.5000    0.6667         2
     EDCOURSE     0.0000    0.0000    0.0000         3
         EXAM     0.3333    1.0000    0.5000         1
    FAM/SOCHX     0.8400    0.9545    0.8936        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     0.6250    0.7143    0.6667         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     0.5000    0.3333    0.4000         3
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.8750    0.6364    0.7368        11

     accuracy                         0.7000       100
    macro avg     0.4467    0.4594    0.4299       100
 weighted avg     0.6871    0.7000    0.6797       100
 |
| 0.0026        | 19.0  | 3268 | 0.6769          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.5000    0.6667         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     1.0000    0.5000    0.6667         2
     EDCOURSE     0.0000    0.0000    0.0000         3
         EXAM     0.3333    1.0000    0.5000         1
    FAM/SOCHX     0.8400    0.9545    0.8936        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     0.6250    0.7143    0.6667         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     0.5000    0.3333    0.4000         3
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.8750    0.6364    0.7368        11

     accuracy                         0.7000       100
    macro avg     0.4431    0.4594    0.4269       100
 weighted avg     0.6842    0.7000    0.6773       100
 |
| 0.0026        | 20.0  | 3440 | 0.6790          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.5000    0.6667         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     1.0000    0.5000    0.6667         2
     EDCOURSE     0.0000    0.0000    0.0000         3
         EXAM     0.3333    1.0000    0.5000         1
    FAM/SOCHX     0.8400    0.9545    0.8936        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     0.6250    0.7143    0.6667         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     0.6667    0.6667    0.6667         3
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.8750    0.6364    0.7368        11

     accuracy                         0.7100       100
    macro avg     0.4514    0.4761    0.4402       100
 weighted avg     0.6892    0.7100    0.6853       100
 |


### Framework versions

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