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# t5-dialogue-classification-5

This model is a fine-tuned version of [google/flan-t5-base](https://huggingface.co/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

{"license": "apache-2.0", "tags": ["generated_from_trainer"], "base_model": "google/flan-t5-base", "model-index": [{"name": "t5-dialogue-classification-5", "results": []}]}
transformers tensorboard safetensors t5 text2text-generation generated_from_trainer base_model:google/flan-t5-base license:apache-2.0 autotrain_compatible endpoints_compatible text-generation-inference region:us