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# t5-dialogue-classification-3

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: 0.6484
- Classification Report:                precision    recall  f1-score   support

      ALLERGY     1.0000    0.9167    0.9565        12
   ASSESSMENT     0.0000    0.0000    0.0000        11
           CC     0.6667    0.5455    0.6000        11
    DIAGNOSIS     0.0000    0.0000    0.0000         1
  DISPOSITION     0.1667    1.0000    0.2857         1
     EDCOURSE     0.0000    0.0000    0.0000         4
         EXAM     0.4000    0.4000    0.4000         5
    FAM/SOCHX     0.8936    0.9333    0.9130        45
        GENHX     0.7895    0.8491    0.8182        53
        GYNHX     1.0000    1.0000    1.0000         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     0.7692    1.0000    0.8696        10
OTHER_HISTORY     0.0000    0.0000    0.0000         3
PASTMEDICALHX     0.6000    0.8571    0.7059        14
 PASTSURGICAL     1.0000    1.0000    1.0000         7
         PLAN     0.0000    0.0000    0.0000         1
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.7647    0.7647    0.7647        17

     accuracy                         0.7550       200
    macro avg     0.4525    0.5133    0.4657       200
 weighted avg     0.7082    0.7550    0.7270       200


## 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  | 0.3222          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.9167    0.9565        12
   ASSESSMENT     0.0000    0.0000    0.0000        11
           CC     0.4000    0.1818    0.2500        11
    DIAGNOSIS     0.0000    0.0000    0.0000         1
  DISPOSITION     0.0000    0.0000    0.0000         1
     EDCOURSE     0.0000    0.0000    0.0000         4
         EXAM     0.0000    0.0000    0.0000         5
    FAM/SOCHX     0.8302    0.9778    0.8980        45
        GENHX     0.5844    0.8491    0.6923        53
        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    1.0000    0.9091        10
OTHER_HISTORY     0.0000    0.0000    0.0000         3
PASTMEDICALHX     0.4000    0.7143    0.5128        14
 PASTSURGICAL     0.8750    1.0000    0.9333         7
         PLAN     0.0000    0.0000    0.0000         1
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.6667    0.3529    0.4615        17

     accuracy                         0.6750       200
    macro avg     0.2795    0.2996    0.2807       200
 weighted avg     0.5806    0.6750    0.6099       200
 |
| No log        | 2.0   | 344  | 0.2356          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.9167    0.9565        12
   ASSESSMENT     0.0000    0.0000    0.0000        11
           CC     0.3333    0.5455    0.4138        11
    DIAGNOSIS     0.0000    0.0000    0.0000         1
  DISPOSITION     0.2000    1.0000    0.3333         1
     EDCOURSE     0.0000    0.0000    0.0000         4
         EXAM     1.0000    0.2000    0.3333         5
    FAM/SOCHX     0.8936    0.9333    0.9130        45
        GENHX     0.7377    0.8491    0.7895        53
        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     0.7692    1.0000    0.8696        10
OTHER_HISTORY     0.0000    0.0000    0.0000         3
PASTMEDICALHX     0.5217    0.8571    0.6486        14
 PASTSURGICAL     1.0000    0.8571    0.9231         7
         PLAN     0.0000    0.0000    0.0000         1
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.8462    0.6471    0.7333        17

     accuracy                         0.7250       200
    macro avg     0.3651    0.3903    0.3457       200
 weighted avg     0.6828    0.7250    0.6883       200
 |
| 0.3714        | 3.0   | 516  | 0.2994          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.9167    0.9565        12
   ASSESSMENT     0.0000    0.0000    0.0000        11
           CC     0.4000    0.3636    0.3810        11
    DIAGNOSIS     0.0000    0.0000    0.0000         1
  DISPOSITION     0.0000    0.0000    0.0000         1
     EDCOURSE     0.0000    0.0000    0.0000         4
         EXAM     0.1818    0.4000    0.2500         5
    FAM/SOCHX     0.8958    0.9556    0.9247        45
        GENHX     0.7818    0.8113    0.7963        53
        GYNHX     1.0000    1.0000    1.0000         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     0.7692    1.0000    0.8696        10
OTHER_HISTORY     0.0000    0.0000    0.0000         3
PASTMEDICALHX     0.5217    0.8571    0.6486        14
 PASTSURGICAL     1.0000    1.0000    1.0000         7
         PLAN     0.0000    0.0000    0.0000         1
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.7647    0.7647    0.7647        17

     accuracy                         0.7350       200
    macro avg     0.4158    0.4535    0.4296       200
 weighted avg     0.6803    0.7350    0.7026       200
 |
| 0.3714        | 4.0   | 688  | 0.3036          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.9167    0.9565        12
   ASSESSMENT     0.0000    0.0000    0.0000        11
           CC     0.4167    0.4545    0.4348        11
    DIAGNOSIS     0.0000    0.0000    0.0000         1
  DISPOSITION     0.5000    1.0000    0.6667         1
     EDCOURSE     0.0000    0.0000    0.0000         4
         EXAM     0.2857    0.4000    0.3333         5
    FAM/SOCHX     0.8958    0.9556    0.9247        45
        GENHX     0.7667    0.8679    0.8142        53
        GYNHX     1.0000    1.0000    1.0000         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     0.7692    1.0000    0.8696        10
OTHER_HISTORY     0.0000    0.0000    0.0000         3
PASTMEDICALHX     0.5238    0.7857    0.6286        14
 PASTSURGICAL     0.8750    1.0000    0.9333         7
         PLAN     0.0000    0.0000    0.0000         1
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.8462    0.6471    0.7333        17

     accuracy                         0.7450       200
    macro avg     0.4440    0.5014    0.4647       200
 weighted avg     0.6850    0.7450    0.7093       200
 |
| 0.3714        | 5.0   | 860  | 0.3366          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.9167    0.9565        12
   ASSESSMENT     0.0000    0.0000    0.0000        11
           CC     0.3333    0.4545    0.3846        11
    DIAGNOSIS     0.0000    0.0000    0.0000         1
  DISPOSITION     0.2000    1.0000    0.3333         1
     EDCOURSE     0.0000    0.0000    0.0000         4
         EXAM     0.3333    0.4000    0.3636         5
    FAM/SOCHX     0.8800    0.9778    0.9263        45
        GENHX     0.8077    0.7925    0.8000        53
        GYNHX     1.0000    1.0000    1.0000         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    1.0000    0.9091        10
OTHER_HISTORY     0.0000    0.0000    0.0000         3
PASTMEDICALHX     0.5714    0.8571    0.6857        14
 PASTSURGICAL     1.0000    0.7143    0.8333         7
         PLAN     0.0000    0.0000    0.0000         1
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.7222    0.7647    0.7429        17

     accuracy                         0.7350       200
    macro avg     0.4341    0.4939    0.4468       200
 weighted avg     0.6878    0.7350    0.7055       200
 |
| 0.0843        | 6.0   | 1032 | 0.3852          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.9167    0.9565        12
   ASSESSMENT     0.0000    0.0000    0.0000        11
           CC     0.4000    0.5455    0.4615        11
    DIAGNOSIS     0.0000    0.0000    0.0000         1
  DISPOSITION     0.3333    1.0000    0.5000         1
     EDCOURSE     0.0000    0.0000    0.0000         4
         EXAM     0.4000    0.4000    0.4000         5
    FAM/SOCHX     0.8936    0.9333    0.9130        45
        GENHX     0.8723    0.7736    0.8200        53
        GYNHX     1.0000    1.0000    1.0000         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     0.8333    1.0000    0.9091        10
OTHER_HISTORY     0.0000    0.0000    0.0000         3
PASTMEDICALHX     0.5238    0.7857    0.6286        14
 PASTSURGICAL     0.8750    1.0000    0.9333         7
         PLAN     0.2500    1.0000    0.4000         1
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.7059    0.7059    0.7059        17

     accuracy                         0.7300       200
    macro avg     0.4294    0.5530    0.4647       200
 weighted avg     0.7036    0.7300    0.7105       200
 |
| 0.0843        | 7.0   | 1204 | 0.4632          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.9167    0.9565        12
   ASSESSMENT     0.0000    0.0000    0.0000        11
           CC     0.7778    0.6364    0.7000        11
    DIAGNOSIS     0.0000    0.0000    0.0000         1
  DISPOSITION     0.0000    0.0000    0.0000         1
     EDCOURSE     0.0000    0.0000    0.0000         4
         EXAM     0.4000    0.4000    0.4000         5
    FAM/SOCHX     0.8936    0.9333    0.9130        45
        GENHX     0.8696    0.7547    0.8081        53
        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     0.8333    1.0000    0.9091        10
OTHER_HISTORY     0.0000    0.0000    0.0000         3
PASTMEDICALHX     0.4286    0.8571    0.5714        14
 PASTSURGICAL     0.8750    1.0000    0.9333         7
         PLAN     0.0000    0.0000    0.0000         1
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.6842    0.7647    0.7222        17

     accuracy                         0.7250       200
    macro avg     0.3631    0.4131    0.3790       200
 weighted avg     0.7072    0.7250    0.7083       200
 |
| 0.0843        | 8.0   | 1376 | 0.4287          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.9167    0.9565        12
   ASSESSMENT     0.0000    0.0000    0.0000        11
           CC     0.5000    0.4545    0.4762        11
    DIAGNOSIS     0.0000    0.0000    0.0000         1
  DISPOSITION     0.2500    1.0000    0.4000         1
     EDCOURSE     0.0000    0.0000    0.0000         4
         EXAM     0.4000    0.4000    0.4000         5
    FAM/SOCHX     0.9130    0.9333    0.9231        45
        GENHX     0.7759    0.8491    0.8108        53
        GYNHX     1.0000    1.0000    1.0000         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     0.8333    1.0000    0.9091        10
OTHER_HISTORY     0.0000    0.0000    0.0000         3
PASTMEDICALHX     0.5714    0.8571    0.6857        14
 PASTSURGICAL     1.0000    1.0000    1.0000         7
         PLAN     0.0000    0.0000    0.0000         1
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.8000    0.7059    0.7500        17

     accuracy                         0.7450       200
    macro avg     0.4272    0.5058    0.4489       200
 weighted avg     0.7020    0.7450    0.7187       200
 |
| 0.0309        | 9.0   | 1548 | 0.4863          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.9167    0.9565        12
   ASSESSMENT     0.0000    0.0000    0.0000        11
           CC     0.3571    0.4545    0.4000        11
    DIAGNOSIS     0.0000    0.0000    0.0000         1
  DISPOSITION     0.2500    1.0000    0.4000         1
     EDCOURSE     0.0000    0.0000    0.0000         4
         EXAM     0.3333    0.4000    0.3636         5
    FAM/SOCHX     0.8936    0.9333    0.9130        45
        GENHX     0.8182    0.8491    0.8333        53
        GYNHX     1.0000    1.0000    1.0000         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    1.0000    0.9091        10
OTHER_HISTORY     0.0000    0.0000    0.0000         3
PASTMEDICALHX     0.5500    0.7857    0.6471        14
 PASTSURGICAL     0.8750    1.0000    0.9333         7
         PLAN     0.0000    0.0000    0.0000         1
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.8571    0.7059    0.7742        17

     accuracy                         0.7400       200
    macro avg     0.4384    0.5023    0.4565       200
 weighted avg     0.7008    0.7400    0.7160       200
 |
| 0.0309        | 10.0  | 1720 | 0.5191          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.9167    0.9565        12
   ASSESSMENT     0.0000    0.0000    0.0000        11
           CC     0.4286    0.5455    0.4800        11
    DIAGNOSIS     0.0000    0.0000    0.0000         1
  DISPOSITION     0.2500    1.0000    0.4000         1
     EDCOURSE     0.0000    0.0000    0.0000         4
         EXAM     0.4000    0.4000    0.4000         5
    FAM/SOCHX     0.8936    0.9333    0.9130        45
        GENHX     0.8070    0.8679    0.8364        53
        GYNHX     1.0000    1.0000    1.0000         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     0.8333    1.0000    0.9091        10
OTHER_HISTORY     0.0000    0.0000    0.0000         3
PASTMEDICALHX     0.6111    0.7857    0.6875        14
 PASTSURGICAL     1.0000    1.0000    1.0000         7
         PLAN     0.0000    0.0000    0.0000         1
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.8000    0.7059    0.7500        17

     accuracy                         0.7500       200
    macro avg     0.4262    0.5077    0.4500       200
 weighted avg     0.7047    0.7500    0.7235       200
 |
| 0.0309        | 11.0  | 1892 | 0.5932          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.9167    0.9565        12
   ASSESSMENT     0.0000    0.0000    0.0000        11
           CC     0.5455    0.5455    0.5455        11
    DIAGNOSIS     0.3333    1.0000    0.5000         1
  DISPOSITION     0.2500    1.0000    0.4000         1
     EDCOURSE     1.0000    0.2500    0.4000         4
         EXAM     0.6667    0.4000    0.5000         5
    FAM/SOCHX     0.8936    0.9333    0.9130        45
        GENHX     0.8491    0.8491    0.8491        53
        GYNHX     1.0000    1.0000    1.0000         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     0.7692    1.0000    0.8696        10
OTHER_HISTORY     0.0000    0.0000    0.0000         3
PASTMEDICALHX     0.5217    0.8571    0.6486        14
 PASTSURGICAL     0.8750    1.0000    0.9333         7
         PLAN     0.0000    0.0000    0.0000         1
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.8235    0.8235    0.8235        17

     accuracy                         0.7700       200
    macro avg     0.5264    0.5788    0.5170       200
 weighted avg     0.7413    0.7700    0.7444       200
 |
| 0.011         | 12.0  | 2064 | 0.5587          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.9167    0.9565        12
   ASSESSMENT     0.0000    0.0000    0.0000        11
           CC     0.4615    0.5455    0.5000        11
    DIAGNOSIS     0.0000    0.0000    0.0000         1
  DISPOSITION     0.5000    1.0000    0.6667         1
     EDCOURSE     0.0000    0.0000    0.0000         4
         EXAM     0.3333    0.4000    0.3636         5
    FAM/SOCHX     0.8936    0.9333    0.9130        45
        GENHX     0.8367    0.7736    0.8039        53
        GYNHX     1.0000    1.0000    1.0000         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     0.7692    1.0000    0.8696        10
OTHER_HISTORY     0.0000    0.0000    0.0000         3
PASTMEDICALHX     0.5714    0.8571    0.6857        14
 PASTSURGICAL     0.8750    1.0000    0.9333         7
         PLAN     0.0000    0.0000    0.0000         1
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.6000    0.7059    0.6486        17

     accuracy                         0.7300       200
    macro avg     0.4170    0.5066    0.4504       200
 weighted avg     0.6866    0.7300    0.7034       200
 |
| 0.011         | 13.0  | 2236 | 0.5860          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.9167    0.9565        12
   ASSESSMENT     0.0000    0.0000    0.0000        11
           CC     0.5455    0.5455    0.5455        11
    DIAGNOSIS     0.0000    0.0000    0.0000         1
  DISPOSITION     0.2500    1.0000    0.4000         1
     EDCOURSE     0.0000    0.0000    0.0000         4
         EXAM     0.3333    0.4000    0.3636         5
    FAM/SOCHX     0.8958    0.9556    0.9247        45
        GENHX     0.8182    0.8491    0.8333        53
        GYNHX     1.0000    1.0000    1.0000         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     0.7692    1.0000    0.8696        10
OTHER_HISTORY     0.0000    0.0000    0.0000         3
PASTMEDICALHX     0.5500    0.7857    0.6471        14
 PASTSURGICAL     0.8750    1.0000    0.9333         7
         PLAN     0.0000    0.0000    0.0000         1
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.8000    0.7059    0.7500        17

     accuracy                         0.7500       200
    macro avg     0.4169    0.5079    0.4445       200
 weighted avg     0.7011    0.7500    0.7209       200
 |
| 0.011         | 14.0  | 2408 | 0.6078          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.9167    0.9565        12
   ASSESSMENT     0.3333    0.0909    0.1429        11
           CC     0.6000    0.5455    0.5714        11
    DIAGNOSIS     0.0000    0.0000    0.0000         1
  DISPOSITION     0.2000    1.0000    0.3333         1
     EDCOURSE     0.0000    0.0000    0.0000         4
         EXAM     0.3333    0.4000    0.3636         5
    FAM/SOCHX     0.8776    0.9556    0.9149        45
        GENHX     0.8113    0.8113    0.8113        53
        GYNHX     1.0000    1.0000    1.0000         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     0.7692    1.0000    0.8696        10
OTHER_HISTORY     0.0000    0.0000    0.0000         3
PASTMEDICALHX     0.6667    0.8571    0.7500        14
 PASTSURGICAL     1.0000    1.0000    1.0000         7
         PLAN     0.0000    0.0000    0.0000         1
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.7059    0.7059    0.7059        17

     accuracy                         0.7500       200
    macro avg     0.4399    0.5141    0.4543       200
 weighted avg     0.7207    0.7500    0.7276       200
 |
| 0.0053        | 15.0  | 2580 | 0.6240          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.9167    0.9565        12
   ASSESSMENT     0.0000    0.0000    0.0000        11
           CC     0.5455    0.5455    0.5455        11
    DIAGNOSIS     0.0000    0.0000    0.0000         1
  DISPOSITION     0.1667    1.0000    0.2857         1
     EDCOURSE     0.0000    0.0000    0.0000         4
         EXAM     0.4000    0.4000    0.4000         5
    FAM/SOCHX     0.8571    0.9333    0.8936        45
        GENHX     0.8036    0.8491    0.8257        53
        GYNHX     1.0000    1.0000    1.0000         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     0.7692    1.0000    0.8696        10
OTHER_HISTORY     0.0000    0.0000    0.0000         3
PASTMEDICALHX     0.6875    0.7857    0.7333        14
 PASTSURGICAL     0.8750    1.0000    0.9333         7
         PLAN     0.0000    0.0000    0.0000         1
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.7500    0.7059    0.7273        17

     accuracy                         0.7450       200
    macro avg     0.4177    0.5068    0.4419       200
 weighted avg     0.6951    0.7450    0.7163       200
 |
| 0.0053        | 16.0  | 2752 | 0.6298          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.9167    0.9565        12
   ASSESSMENT     0.2500    0.0909    0.1333        11
           CC     0.6000    0.5455    0.5714        11
    DIAGNOSIS     0.0000    0.0000    0.0000         1
  DISPOSITION     0.2500    1.0000    0.4000         1
     EDCOURSE     0.0000    0.0000    0.0000         4
         EXAM     0.3333    0.4000    0.3636         5
    FAM/SOCHX     0.8936    0.9333    0.9130        45
        GENHX     0.8302    0.8302    0.8302        53
        GYNHX     1.0000    1.0000    1.0000         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     0.7692    1.0000    0.8696        10
OTHER_HISTORY     0.0000    0.0000    0.0000         3
PASTMEDICALHX     0.5238    0.7857    0.6286        14
 PASTSURGICAL     0.8750    1.0000    0.9333         7
         PLAN     0.0000    0.0000    0.0000         1
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.8000    0.7059    0.7500        17

     accuracy                         0.7450       200
    macro avg     0.4313    0.5104    0.4508       200
 weighted avg     0.7187    0.7450    0.7249       200
 |
| 0.0053        | 17.0  | 2924 | 0.6332          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.9167    0.9565        12
   ASSESSMENT     0.0000    0.0000    0.0000        11
           CC     0.5455    0.5455    0.5455        11
    DIAGNOSIS     0.0000    0.0000    0.0000         1
  DISPOSITION     0.1667    1.0000    0.2857         1
     EDCOURSE     0.0000    0.0000    0.0000         4
         EXAM     0.3333    0.4000    0.3636         5
    FAM/SOCHX     0.8936    0.9333    0.9130        45
        GENHX     0.8182    0.8491    0.8333        53
        GYNHX     1.0000    1.0000    1.0000         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     0.7692    1.0000    0.8696        10
OTHER_HISTORY     0.0000    0.0000    0.0000         3
PASTMEDICALHX     0.5789    0.7857    0.6667        14
 PASTSURGICAL     0.8750    1.0000    0.9333         7
         PLAN     0.0000    0.0000    0.0000         1
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.8000    0.7059    0.7500        17

     accuracy                         0.7450       200
    macro avg     0.4140    0.5068    0.4392       200
 weighted avg     0.7022    0.7450    0.7191       200
 |
| 0.0029        | 18.0  | 3096 | 0.6371          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.9167    0.9565        12
   ASSESSMENT     0.0000    0.0000    0.0000        11
           CC     0.6667    0.5455    0.6000        11
    DIAGNOSIS     0.0000    0.0000    0.0000         1
  DISPOSITION     0.1667    1.0000    0.2857         1
     EDCOURSE     0.0000    0.0000    0.0000         4
         EXAM     0.3333    0.4000    0.3636         5
    FAM/SOCHX     0.8936    0.9333    0.9130        45
        GENHX     0.8302    0.8302    0.8302        53
        GYNHX     1.0000    1.0000    1.0000         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     0.7692    1.0000    0.8696        10
OTHER_HISTORY     0.0000    0.0000    0.0000         3
PASTMEDICALHX     0.5714    0.8571    0.6857        14
 PASTSURGICAL     1.0000    1.0000    1.0000         7
         PLAN     0.0000    0.0000    0.0000         1
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.7222    0.7647    0.7429        17

     accuracy                         0.7500       200
    macro avg     0.4477    0.5124    0.4624       200
 weighted avg     0.7117    0.7500    0.7260       200
 |
| 0.0029        | 19.0  | 3268 | 0.6497          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.9167    0.9565        12
   ASSESSMENT     0.0000    0.0000    0.0000        11
           CC     0.6667    0.5455    0.6000        11
    DIAGNOSIS     0.0000    0.0000    0.0000         1
  DISPOSITION     0.1667    1.0000    0.2857         1
     EDCOURSE     0.0000    0.0000    0.0000         4
         EXAM     0.4000    0.4000    0.4000         5
    FAM/SOCHX     0.8936    0.9333    0.9130        45
        GENHX     0.8036    0.8491    0.8257        53
        GYNHX     1.0000    1.0000    1.0000         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     0.7692    1.0000    0.8696        10
OTHER_HISTORY     0.0000    0.0000    0.0000         3
PASTMEDICALHX     0.5714    0.8571    0.6857        14
 PASTSURGICAL     1.0000    1.0000    1.0000         7
         PLAN     0.0000    0.0000    0.0000         1
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.7647    0.7647    0.7647        17

     accuracy                         0.7550       200
    macro avg     0.4518    0.5133    0.4650       200
 weighted avg     0.7100    0.7550    0.7275       200
 |
| 0.0029        | 20.0  | 3440 | 0.6484          |                precision    recall  f1-score   support

      ALLERGY     1.0000    0.9167    0.9565        12
   ASSESSMENT     0.0000    0.0000    0.0000        11
           CC     0.6667    0.5455    0.6000        11
    DIAGNOSIS     0.0000    0.0000    0.0000         1
  DISPOSITION     0.1667    1.0000    0.2857         1
     EDCOURSE     0.0000    0.0000    0.0000         4
         EXAM     0.4000    0.4000    0.4000         5
    FAM/SOCHX     0.8936    0.9333    0.9130        45
        GENHX     0.7895    0.8491    0.8182        53
        GYNHX     1.0000    1.0000    1.0000         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     0.7692    1.0000    0.8696        10
OTHER_HISTORY     0.0000    0.0000    0.0000         3
PASTMEDICALHX     0.6000    0.8571    0.7059        14
 PASTSURGICAL     1.0000    1.0000    1.0000         7
         PLAN     0.0000    0.0000    0.0000         1
   PROCEDURES     0.0000    0.0000    0.0000         1
          ROS     0.7647    0.7647    0.7647        17

     accuracy                         0.7550       200
    macro avg     0.4525    0.5133    0.4657       200
 weighted avg     0.7082    0.7550    0.7270       200
 |


### 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-3", "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