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classification_flan_t5_enriched_validation

Text2Text Generation
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Safetensors
t5
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classification_flan_t5_enriched_validation

This model is a fine-tuned version of google/flan-t5-small on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 0.6387

  • Classification Report: precision recall f1-score support

    ALLERGY     1.0000    0.5000    0.6667         4

    ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.3000 0.7500 0.4286 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 0.8148 1.0000 0.8980 22 GENHX 0.6923 0.9000 0.7826 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 0.5714 1.0000 0.7273 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.6667 0.1818 0.2857 11

 accuracy                         0.6500       100
macro avg     0.3380    0.3523    0.3252       100

weighted avg 0.6059 0.6500 0.5984 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 0.7417 precision recall f1-score support 
  ALLERGY     0.2500    0.5000    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 0.0000 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 0.5143 0.9000 0.6545 20 GYNHX 0.0000 0.0000 0.0000 1 ICT 0.0000 0.0000 0.0000 0 IMAGING 0.0000 0.0000 0.0000 1 IMMUNITIES 0.0000 0.0000 0.0000 0 IMMUNITIVES 0.0000 0.0000 0.0000 0 IMMUNIZATIONS 0.0000 0.0000 0.0000 1 INFLUENCED 0.0000 0.0000 0.0000 0 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.5000 0.4286 0.4615 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.2000 0.2500 0.2222 4 PASTSURGICAL 0.5000 0.7500 0.6000 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 thoughts 0.0000 0.0000 0.0000 0

 accuracy                         0.4300       100
macro avg     0.1033    0.1315    0.1124       100

weighted avg 0.3547 0.4300 0.3764 100 | | No log | 2.0 | 344 | 0.5061 | 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 0.8400 0.9545 0.8936 22 GENHX 0.4524 0.9500 0.6129 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 0.4545 0.7143 0.5556 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.4286 0.7500 0.5455 4 PASTSURGICAL 0.8889 1.0000 0.9412 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.0000 0.0000 0.0000 11 thoughts 0.0000 0.0000 0.0000 0

 accuracy                         0.5700       100
macro avg     0.1697    0.2199    0.1849       100

weighted avg 0.4153 0.5700 0.4685 100 | | 0.6004 | 3.0 | 516 | 0.4744 | precision recall f1-score support

                ALLERGY     1.0000    0.2500    0.4000         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     0.0000    0.0000    0.0000         1
              FAM/SOCHX     0.9130    0.9545    0.9333        22
                  GENHX     0.6552    0.9500    0.7755        20
                  GYNHX     0.0000    0.0000    0.0000         1
   How are you feeling?     0.0000    0.0000    0.0000         0

I am going home with my son 0.0000 0.0000 0.0000 0 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 0.0000 0.0000 0.0000 1 INVATIONS 0.0000 0.0000 0.0000 0 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 0.4444 1.0000 0.6154 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     0.2450    0.2203    0.2001       100
           weighted avg     0.6137    0.5900    0.5405       100
                                                                  |

| 0.6004 | 4.0 | 688 | 0.4568 | 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     1.0000    0.2500    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     0.0000    0.0000    0.0000         1
              FAM/SOCHX     0.8462    1.0000    0.9167        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

I am going home with my son 0.0000 0.0000 0.0000 0 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 0.5000 1.0000 0.6667 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.6250 0.7143 0.6667 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.5000 1.0000 0.6667 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 1.0000 0.1818 0.3077 11

               accuracy                         0.6300       100
              macro avg     0.2863    0.2759    0.2479       100
           weighted avg     0.6275    0.6300    0.5739       100
                                                                  |

| 0.6004 | 5.0 | 860 | 0.4503 | 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     0.2222    0.5000    0.3077         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     0.8261    0.9500    0.8837        20
                  GYNHX     0.0000    0.0000    0.0000         1
   How are you feeling?     0.0000    0.0000    0.0000         0

I am going home with my son 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 0.5714 1.0000 0.7273 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.6667 0.1818 0.2857 11 thoughts 0.0000 0.0000 0.0000 0

               accuracy                         0.6400       100
              macro avg     0.2816    0.2748    0.2578       100
           weighted avg     0.6302    0.6400    0.6039       100

| | 0.1554 | 6.0 | 1032 | 0.4714 | 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     0.8462    1.0000    0.9167        22
           GENHX     0.5758    0.9500    0.7170        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 0.3333 1.0000 0.5000 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 0.3636 1.0000 0.5333 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 1.0000 0.1818 0.3077 11

        accuracy                         0.6200       100
       macro avg     0.2735    0.2903    0.2401       100
    weighted avg     0.5929    0.6200    0.5479       100
                                                                                                                                                                                                                                                                                                                                                                                           |

| 0.1554 | 7.0 | 1204 | 0.4865 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 1.0000 0.5000 0.6667 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.8696 0.9091 0.8889 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 0.5000 1.0000 0.6667 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.6250 0.7143 0.6667 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.3636 1.0000 0.5333 4 PASTSURGICAL 0.8889 1.0000 0.9412 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 1.0000 0.1818 0.3077 11

 accuracy                         0.6300       100
macro avg     0.3940    0.3753    0.3416       100

weighted avg 0.6524 0.6300 0.5840 100 | | 0.1554 | 8.0 | 1376 | 0.4980 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.6667 0.5000 0.5714 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 0.0000 0.0000 0.0000 1 FAM/SOCHX 0.8800 1.0000 0.9362 22 GENHX 0.5938 0.9500 0.7308 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 0.5714 1.0000 0.7273 4 PASTSURGICAL 0.8889 1.0000 0.9412 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.6667 0.1818 0.2857 11

 accuracy                         0.6300       100
macro avg     0.2946    0.2798    0.2630       100

weighted avg 0.5901 0.6300 0.5734 100 | | 0.0947 | 9.0 | 1548 | 0.5413 | 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 0.0000 0.0000 0.0000 1 FAM/SOCHX 0.8462 1.0000 0.9167 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 0.6250 0.7143 0.6667 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.5000 1.0000 0.6667 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 1.0000 0.1818 0.3077 11

 accuracy                         0.6300       100
macro avg     0.3013    0.2798    0.2589       100

weighted avg 0.6269 0.6300 0.5777 100 | | 0.0947 | 10.0 | 1720 | 0.5247 | 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 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.8400 0.9545 0.8936 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 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 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 thoughts 0.0000 0.0000 0.0000 0

 accuracy                         0.6400       100
macro avg     0.3186    0.3238    0.2947       100

weighted avg 0.6112 0.6400 0.5906 100 | | 0.0947 | 11.0 | 1892 | 0.5280 | precision recall f1-score support

  ALLERGY     0.6667    0.5000    0.5714         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 0.9167 1.0000 0.9565 22 GENHX 0.5758 0.9500 0.7170 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 0.5714 1.0000 0.7273 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.6667 0.1818 0.2857 11

 accuracy                         0.6500       100
macro avg     0.3256    0.3423    0.3208       100

weighted avg 0.5957 0.6500 0.5950 100 | | 0.0587 | 12.0 | 2064 | 0.5994 | precision recall f1-score support

  ALLERGY     1.0000    0.5000    0.6667         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.5714 1.0000 0.7273 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 0.6667 1.0000 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 0.7143 0.7143 0.7143 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 1.0000 0.1818 0.3077 11 thoughts 0.0000 0.0000 0.0000 0

 accuracy                         0.6800       100
macro avg     0.3475    0.3522    0.3238       100

weighted avg 0.6523 0.6800 0.6179 100 | | 0.0587 | 13.0 | 2236 | 0.5773 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.5000 1.0000 0.6667 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.8462 1.0000 0.9167 22 GENHX 0.6786 0.9500 0.7917 20 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 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 0.5714 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 thoughts 0.0000 0.0000 0.0000 0

 accuracy                         0.6600       100
macro avg     0.3439    0.3379    0.3084       100

weighted avg 0.6485 0.6600 0.6023 100 | | 0.0587 | 14.0 | 2408 | 0.6098 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.4000 1.0000 0.5714 4 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 2 EDCOURSE 0.0000 0.0000 0.0000 3 EXAM 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.8400 0.9545 0.8936 22 GENHX 0.6429 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 0.6250 0.7143 0.6667 7 OTHER_HISTORY 0.0000 0.0000 0.0000 1 PASTMEDICALHX 0.5000 1.0000 0.6667 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 1.0000 0.1818 0.3077 11

 accuracy                         0.6400       100
macro avg     0.3504    0.3500    0.3128       100

weighted avg 0.6331 0.6400 0.5826 100 | | 0.0418 | 15.0 | 2580 | 0.6052 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.3636 1.0000 0.5333 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 0.8148 1.0000 0.8980 22 GENHX 0.6923 0.9000 0.7826 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 0.5714 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     0.3534    0.3523    0.3158       100

weighted avg 0.6389 0.6500 0.5910 100 | | 0.0418 | 16.0 | 2752 | 0.5896 | precision recall f1-score support

  ALLERGY     1.0000    0.2500    0.4000         4

ASSESSMENT 0.0000 0.0000 0.0000 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 1.0000 1.0000 1.0000 1 FAM/SOCHX 0.8400 0.9545 0.8936 22 GENHX 0.6923 0.9000 0.7826 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 0.5000 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 0.6667 0.1818 0.2857 11

 accuracy                         0.6300       100
macro avg     0.3298    0.3375    0.3048       100

weighted avg 0.6013 0.6300 0.5799 100 | | 0.0418 | 17.0 | 2924 | 0.6175 | precision recall f1-score support

  ALLERGY     1.0000    0.5000    0.6667         4

ASSESSMENT 0.0000 0.0000 0.0000 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 0.8400 0.9545 0.8936 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 0.7143 0.7143 0.7143 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 0.6667 0.1818 0.2857 11

 accuracy                         0.6500       100
macro avg     0.3376    0.3525    0.3251       100

weighted avg 0.6042 0.6500 0.5965 100 | | 0.0289 | 18.0 | 3096 | 0.6305 | precision recall f1-score support

  ALLERGY     1.0000    0.5000    0.6667         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.3636 1.0000 0.5333 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 0.8148 1.0000 0.8980 22 GENHX 0.6923 0.9000 0.7826 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 0.5714 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                         0.6600       100
macro avg     0.3578    0.3648    0.3315       100

weighted avg 0.6451 0.6600 0.6050 100 | | 0.0289 | 19.0 | 3268 | 0.6326 | precision recall f1-score support

  ALLERGY     1.0000    0.5000    0.6667         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.3000 0.7500 0.4286 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 0.8148 1.0000 0.8980 22 GENHX 0.6923 0.9000 0.7826 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 0.5714 1.0000 0.7273 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.6667 0.1818 0.2857 11

 accuracy                         0.6500       100
macro avg     0.3380    0.3523    0.3252       100

weighted avg 0.6059 0.6500 0.5984 100 | | 0.0289 | 20.0 | 3440 | 0.6387 | precision recall f1-score support

  ALLERGY     1.0000    0.5000    0.6667         4

ASSESSMENT 0.0000 0.0000 0.0000 4 CC 0.3000 0.7500 0.4286 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 0.8148 1.0000 0.8980 22 GENHX 0.6923 0.9000 0.7826 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 0.5714 1.0000 0.7273 4 PASTSURGICAL 1.0000 1.0000 1.0000 8 PLAN 0.0000 0.0000 0.0000 3 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.6667 0.1818 0.2857 11

 accuracy                         0.6500       100
macro avg     0.3380    0.3523    0.3252       100

weighted avg 0.6059 0.6500 0.5984 100 |

Framework versions

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