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# t5-dialogue-classification-4

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: 0.5317
- Classification Report:                precision    recall  f1-score   support

      ALLERGY     0.6667    0.5000    0.5714         4
   ASSESSMENT     0.0000    0.0000    0.0000         4
         Afib     0.0000    0.0000    0.0000         0
           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     0.5000    1.0000    0.6667         1
    FAM/SOCHX     0.8462    1.0000    0.9167        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     0.0000    0.0000    0.0000         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     0.4444    1.0000    0.6154         4
 PASTSURGICAL     0.7273    1.0000    0.8421         8
         PLAN     0.0000    0.0000    0.0000         3
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.7500    0.2727    0.4000        11

     accuracy                         0.6400       100
    macro avg     0.2647    0.3065    0.2688       100
 weighted avg     0.5929    0.6400    0.5937       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  | 0.7096          |                precision    recall  f1-score   support

      ALLERGY     0.3333    0.2500    0.2857         4
   ASSESSMENT     0.0000    0.0000    0.0000         4
         Afib     0.0000    0.0000    0.0000         0
           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     0.7222    0.5909    0.6500        22
        GENHX     0.3846    1.0000    0.5556        20
        GYNHX     0.0000    0.0000    0.0000         1
          I T     0.0000    0.0000    0.0000         0
          I V     0.0000    0.0000    0.0000         0
      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     0.4444    0.5714    0.5000         7
OTHER_HISTORY     0.0000    0.0000    0.0000         1
PASTMEDICALHX     0.2000    0.2500    0.2222         4
 PASTSURGICAL     0.8000    0.5000    0.6154         8
         PLAN     0.0000    0.0000    0.0000         3
   PROCEDURES     0.0000    0.0000    0.0000         1
  Psychiatric     0.0000    0.0000    0.0000         0
          ROS     0.0000    0.0000    0.0000        11
    SPECIALHX     0.0000    0.0000    0.0000         0

     accuracy                         0.4300       100
    macro avg     0.1154    0.1265    0.1132       100
 weighted avg     0.3523    0.4300    0.3587       100
                                                        |
| No log        | 2.0   | 344  | 0.5308          |                       precision    recall  f1-score   support

             ALLERGY     0.5000    0.2500    0.3333         4
          ASSESSMENT     0.0000    0.0000    0.0000         4
                Afib     0.0000    0.0000    0.0000         0
                  CC     0.0000    0.0000    0.0000         4
           DIAGNOSIS     0.0000    0.0000    0.0000         1
         DISPOSITION     0.0909    0.5000    0.1538         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     0.6129    0.9500    0.7451        20
               GYNHX     0.0000    0.0000    0.0000         1
How are you feeling?     0.0000    0.0000    0.0000         0
             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     0.2727    0.7500    0.4000         4
        PASTSURGICAL     0.7273    1.0000    0.8421         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

            accuracy                         0.5800       100
           macro avg     0.1684    0.2327    0.1843       100
        weighted avg     0.4497    0.5800    0.4963       100
                                       |
| 0.6083        | 3.0   | 516  | 0.5336          |                precision    recall  f1-score   support

      ALLERGY     0.5000    0.2500    0.3333         4
   ASSESSMENT     0.0000    0.0000    0.0000         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     0.8462    1.0000    0.9167        22
        GENHX     0.7600    0.9500    0.8444        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     0.5714    0.5714    0.5714         7
OTHER_HISTORY     0.0000    0.0000    0.0000         1
PASTMEDICALHX     0.3636    1.0000    0.5333         4
 PASTSURGICAL     0.8000    1.0000    0.8889         8
         PLAN     0.0000    0.0000    0.0000         3
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     1.0000    0.0909    0.1667        11

     accuracy                         0.5900       100
    macro avg     0.2421    0.2431    0.2127       100
 weighted avg     0.5867    0.5900    0.5347       100
                                                                                                                                                                                                                                                                                                                                           |
| 0.6083        | 4.0   | 688  | 0.5260          |                           precision    recall  f1-score   support

                 ALLERGY     1.0000    0.2500    0.4000         4
              ASSESSMENT     0.0000    0.0000    0.0000         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     0.8148    1.0000    0.8980        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     0.0000    0.0000    0.0000         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     0.7273    1.0000    0.8421         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
What is the DISPOSITION?     0.0000    0.0000    0.0000         0

                accuracy                         0.6000       100
               macro avg     0.2444    0.2359    0.2061       100
            weighted avg     0.5730    0.6000    0.5312       100
 |
| 0.6083        | 5.0   | 860  | 0.4168          |                       precision    recall  f1-score   support

             ALLERGY     0.6667    0.5000    0.5714         4
          ASSESSMENT     0.0000    0.0000    0.0000         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     0.5000    1.0000    0.6667         1
           FAM/SOCHX     0.8800    1.0000    0.9362        22
               GENHX     0.7600    0.9500    0.8444        20
               GYNHX     0.0000    0.0000    0.0000         1
How are you feeling?     0.0000    0.0000    0.0000         0
             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     0.7143    0.7143    0.7143         7
       OTHER_HISTORY     0.0000    0.0000    0.0000         1
       PASTMEDICALHX     0.3000    0.7500    0.4286         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     0.7500    0.2727    0.4000        11

            accuracy                         0.6300       100
           macro avg     0.2653    0.2946    0.2648       100
        weighted avg     0.6018    0.6300    0.5955       100
                                                                                                     |
| 0.163         | 6.0   | 1032 | 0.4511          |                       precision    recall  f1-score   support

             ALLERGY     1.0000    0.5000    0.6667         4
          ASSESSMENT     0.0000    0.0000    0.0000         4
                Afib     0.0000    0.0000    0.0000         0
                  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     0.5000    1.0000    0.6667         1
           FAM/SOCHX     0.8800    1.0000    0.9362        22
               GENHX     0.7500    0.9000    0.8182        20
               GYNHX     0.0000    0.0000    0.0000         1
How are you feeling?     0.0000    0.0000    0.0000         0
             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     0.8000    0.5714    0.6667         7
       OTHER_HISTORY     0.0000    0.0000    0.0000         1
       PASTMEDICALHX     0.3333    1.0000    0.5000         4
        PASTSURGICAL     0.6667    1.0000    0.8000         8
                PLAN     0.0000    0.0000    0.0000         3
          PROCEDURES     0.0000    0.0000    0.0000         1
                 ROS     1.0000    0.2727    0.4286        11

            accuracy                         0.6200       100
           macro avg     0.2695    0.2838    0.2492       100
        weighted avg     0.6213    0.6200    0.5807       100
                                       |
| 0.163         | 7.0   | 1204 | 0.3896          |                precision    recall  f1-score   support

      ALLERGY     0.6667    0.5000    0.5714         4
   ASSESSMENT     0.0000    0.0000    0.0000         4
           CC     0.3333    0.2500    0.2857         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     0.8800    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     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     0.2857    1.0000    0.4444         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     0.7500    0.2727    0.4000        11

     accuracy                         0.6300       100
    macro avg     0.2901    0.3247    0.2860       100
 weighted avg     0.6032    0.6300    0.5918       100
                                                                                                                                                                                                                                                                                                                                           |
| 0.163         | 8.0   | 1376 | 0.4200          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.2500    0.4000         4
   ASSESSMENT     0.0000    0.0000    0.0000         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     0.5000    1.0000    0.6667         1
    FAM/SOCHX     0.9167    1.0000    0.9565        22
        GENHX     0.6667    0.9000    0.7660        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     0.5556    0.7143    0.6250         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     0.0000    0.0000    0.0000         3
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.7500    0.2727    0.4000        11

     accuracy                         0.6400       100
    macro avg     0.3123    0.3319    0.2953       100
 weighted avg     0.6157    0.6400    0.5977       100
                                                                                                                                                                                                                                                                                                                                           |
| 0.1057        | 9.0   | 1548 | 0.4642          |                precision    recall  f1-score   support

      ALLERGY     0.6667    0.5000    0.5714         4
   ASSESSMENT     0.0000    0.0000    0.0000         4
         Afib     0.0000    0.0000    0.0000         0
           CC     0.2500    0.2500    0.2500         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     0.8800    1.0000    0.9362        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     0.0000    0.0000    0.0000         1
         LABS     0.0000    0.0000    0.0000         1
  MEDICATIONS     0.8000    0.5714    0.6667         7
OTHER_HISTORY     0.0000    0.0000    0.0000         1
PASTMEDICALHX     0.3636    1.0000    0.5333         4
 PASTSURGICAL     0.8000    1.0000    0.8889         8
         PLAN     0.0000    0.0000    0.0000         3
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.7500    0.2727    0.4000        11

     accuracy                         0.6300       100
    macro avg     0.2759    0.3092    0.2738       100
 weighted avg     0.6088    0.6300    0.5960       100
                                                                                                                                                                                                                                                                                    |
| 0.1057        | 10.0  | 1720 | 0.4837          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.2500    0.4000         4
   ASSESSMENT     0.0000    0.0000    0.0000         4
         Afib     0.0000    0.0000    0.0000         0
           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     0.5000    1.0000    0.6667         1
    FAM/SOCHX     0.8462    1.0000    0.9167        22
        GENHX     0.6429    0.9000    0.7500        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     0.4000    1.0000    0.5714         4
 PASTSURGICAL     0.8000    1.0000    0.8889         8
         PLAN     0.0000    0.0000    0.0000         3
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.7500    0.2727    0.4000        11

     accuracy                         0.6100       100
    macro avg     0.2669    0.2854    0.2480       100
 weighted avg     0.5689    0.6100    0.5554       100
                                                                                                                                                                                                                                                                                    |
| 0.1057        | 11.0  | 1892 | 0.4834          |                precision    recall  f1-score   support

      ALLERGY     0.5000    0.2500    0.3333         4
   ASSESSMENT     0.0000    0.0000    0.0000         4
         Afib     0.0000    0.0000    0.0000         0
           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     0.9167    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     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     0.3000    0.7500    0.4286         4
 PASTSURGICAL     0.7273    1.0000    0.8421         8
         PLAN     0.0000    0.0000    0.0000         3
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.7500    0.2727    0.4000        11

     accuracy                         0.6200       100
    macro avg     0.2608    0.2973    0.2609       100
 weighted avg     0.5959    0.6200    0.5855       100
                                                                                                                                                                                                                                                                                    |
| 0.0688        | 12.0  | 2064 | 0.5085          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.2500    0.4000         4
   ASSESSMENT     0.0000    0.0000    0.0000         4
           CC     0.4000    0.5000    0.4444         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     0.7391    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     0.5714    0.5714    0.5714         7
OTHER_HISTORY     0.0000    0.0000    0.0000         1
PASTMEDICALHX     0.2857    1.0000    0.4444         4
 PASTSURGICAL     0.8000    1.0000    0.8889         8
         PLAN     0.0000    0.0000    0.0000         3
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.7500    0.2727    0.4000        11

     accuracy                         0.6200       100
    macro avg     0.3213    0.3222    0.2938       100
 weighted avg     0.6054    0.6200    0.5808       100
                                                                                                                                                                                                                                                                                                                                           |
| 0.0688        | 13.0  | 2236 | 0.5189          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.2500    0.4000         4
   ASSESSMENT     0.0000    0.0000    0.0000         4
           CC     0.4000    0.5000    0.4444         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     0.8800    1.0000    0.9362        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     0.3333    1.0000    0.5000         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     0.6154    1.0000    0.7619         8
         PLAN     1.0000    0.3333    0.5000         3
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.7500    0.2727    0.4000        11

     accuracy                         0.6400       100
    macro avg     0.3561    0.3889    0.3243       100
 weighted avg     0.6159    0.6400    0.5872       100
                                                                                                                                                                                                                                                                                                                                           |
| 0.0688        | 14.0  | 2408 | 0.5504          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.5000    0.6667         4
   ASSESSMENT     0.0000    0.0000    0.0000         4
         Afib     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     0.5000    1.0000    0.6667         1
    FAM/SOCHX     0.8800    1.0000    0.9362        22
        GENHX     0.6897    1.0000    0.8163        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     0.8000    0.5714    0.6667         7
OTHER_HISTORY     0.0000    0.0000    0.0000         1
PASTMEDICALHX     0.3000    0.7500    0.4286         4
 PASTSURGICAL     0.7273    1.0000    0.8421         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     0.2967    0.3097    0.2800       100
 weighted avg     0.6027    0.6400    0.5880       100
                                                                                                                                                                                                                                                                                    |
| 0.0493        | 15.0  | 2580 | 0.5524          |                precision    recall  f1-score   support

      ALLERGY     0.6667    0.5000    0.5714         4
   ASSESSMENT     0.0000    0.0000    0.0000         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     0.5000    1.0000    0.6667         1
    FAM/SOCHX     0.8800    1.0000    0.9362        22
        GENHX     0.7600    0.9500    0.8444        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     0.7143    0.7143    0.7143         7
OTHER_HISTORY     0.0000    0.0000    0.0000         1
PASTMEDICALHX     0.3750    0.7500    0.5000         4
 PASTSURGICAL     0.7273    1.0000    0.8421         8
         PLAN     0.5000    0.3333    0.4000         3
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.6667    0.1818    0.2857        11

     accuracy                         0.6300       100
    macro avg     0.2895    0.3215    0.2880       100
 weighted avg     0.5888    0.6300    0.5852       100
                                                                                                                                                                                                                                                                                                                                           |
| 0.0493        | 16.0  | 2752 | 0.5291          |                precision    recall  f1-score   support

      ALLERGY     0.6667    0.5000    0.5714         4
   ASSESSMENT     0.0000    0.0000    0.0000         4
           CC     0.2500    0.2500    0.2500         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     0.8800    1.0000    0.9362        22
        GENHX     0.7500    0.9000    0.8182        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     0.7143    0.7143    0.7143         7
OTHER_HISTORY     0.0000    0.0000    0.0000         1
PASTMEDICALHX     0.5000    1.0000    0.6667         4
 PASTSURGICAL     0.6154    1.0000    0.7619         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                         0.6300       100
    macro avg     0.2772    0.3273    0.2836       100
 weighted avg     0.5778    0.6300    0.5782       100
                                                                                                                                                                                                                                                                                                                                           |
| 0.0493        | 17.0  | 2924 | 0.5434          |                precision    recall  f1-score   support

      ALLERGY     0.5000    0.2500    0.3333         4
   ASSESSMENT     0.0000    0.0000    0.0000         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     0.5000    1.0000    0.6667         1
    FAM/SOCHX     0.8800    1.0000    0.9362        22
        GENHX     0.7500    0.9000    0.8182        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     0.4000    1.0000    0.5714         4
 PASTSURGICAL     0.7273    1.0000    0.8421         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                         0.6100       100
    macro avg     0.2524    0.3023    0.2560       100
 weighted avg     0.5599    0.6100    0.5579       100
                                                                                                                                                                                                                                                                                                                                           |
| 0.0353        | 18.0  | 3096 | 0.5396          |                precision    recall  f1-score   support

      ALLERGY     0.6667    0.5000    0.5714         4
   ASSESSMENT     0.0000    0.0000    0.0000         4
         Afib     0.0000    0.0000    0.0000         0
           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     0.5000    1.0000    0.6667         1
    FAM/SOCHX     0.8462    1.0000    0.9167        22
        GENHX     0.7600    0.9500    0.8444        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     0.8333    0.7143    0.7692         7
OTHER_HISTORY     0.0000    0.0000    0.0000         1
PASTMEDICALHX     0.5000    1.0000    0.6667         4
 PASTSURGICAL     0.6667    1.0000    0.8000         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                         0.6300       100
    macro avg     0.2590    0.3022    0.2629       100
 weighted avg     0.5748    0.6300    0.5760       100
                                                                                                                                                                                                                                                                                    |
| 0.0353        | 19.0  | 3268 | 0.5345          |                precision    recall  f1-score   support

      ALLERGY     0.6667    0.5000    0.5714         4
   ASSESSMENT     0.0000    0.0000    0.0000         4
         Afib     0.0000    0.0000    0.0000         0
           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     0.5000    1.0000    0.6667         1
    FAM/SOCHX     0.8462    1.0000    0.9167        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     0.0000    0.0000    0.0000         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     0.4444    1.0000    0.6154         4
 PASTSURGICAL     0.7273    1.0000    0.8421         8
         PLAN     0.0000    0.0000    0.0000         3
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.7500    0.2727    0.4000        11

     accuracy                         0.6400       100
    macro avg     0.2647    0.3065    0.2688       100
 weighted avg     0.5929    0.6400    0.5937       100
                                                                                                                                                                                                                                                                                    |
| 0.0353        | 20.0  | 3440 | 0.5317          |                precision    recall  f1-score   support

      ALLERGY     0.6667    0.5000    0.5714         4
   ASSESSMENT     0.0000    0.0000    0.0000         4
         Afib     0.0000    0.0000    0.0000         0
           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     0.5000    1.0000    0.6667         1
    FAM/SOCHX     0.8462    1.0000    0.9167        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     0.0000    0.0000    0.0000         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     0.4444    1.0000    0.6154         4
 PASTSURGICAL     0.7273    1.0000    0.8421         8
         PLAN     0.0000    0.0000    0.0000         3
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.7500    0.2727    0.4000        11

     accuracy                         0.6400       100
    macro avg     0.2647    0.3065    0.2688       100
 weighted avg     0.5929    0.6400    0.5937       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-small", "model-index": [{"name": "t5-dialogue-classification-4", "results": []}]}
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