t5-dialogue-classification-enriched-base

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

• Loss: 0.9149

• Classification Report: precision recall f1-score support

  ALLERGY     1.0000    0.9167    0.9565        12
  

  ASSESSMENT 0.5000 0.0909 0.1538 11 CC 0.5000 0.3636 0.4211 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 0.7500 0.6000 0.6667 5 FAM/SOCHX 0.8776 0.9556 0.9149 45 GENHX 0.7931 0.8679 0.8288 53 GYNHX 1.0000 1.0000 1.0000 1 IMAGING 0.5000 1.0000 0.6667 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 0.6316 0.8571 0.7273 14 PASTSURGICAL 1.0000 0.8571 0.9231 7 PLAN 0.5000 1.0000 0.6667 1 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8000 0.7059 0.7500 17

 accuracy                         0.7650       200
macro avg     0.5227    0.6107    0.5356       200

weighted avg 0.7412 0.7650 0.7391 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: 2
• eval_batch_size: 2
• 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
0.6076	1.0	601	0.3829	precision recall f1-score support

  ALLERGY     1.0000    0.9167    0.9565        12

ASSESSMENT 0.0000 0.0000 0.0000 11 CC 0.2632 0.4545 0.3333 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 0.2500 0.2000 0.2222 5 FAM/SOCHX 0.8800 0.9778 0.9263 45 GENHX 0.6714 0.8868 0.7642 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 0.5500 0.7857 0.6471 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 0.7143 0.2941 0.4167 17

 accuracy                         0.7050       200
macro avg     0.3081    0.3258    0.3088       200

weighted avg 0.6325 0.7050 0.6534 200 | | 0.2134 | 2.0 | 1202 | 0.4271 | precision recall f1-score support

  ALLERGY     1.0000    0.9167    0.9565        12

ASSESSMENT 0.0000 0.0000 0.0000 11 CC 0.6364 0.6364 0.6364 11 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 0.0000 0.0000 0.0000 1 EDCOURSE 0.4000 0.5000 0.4444 4 EXAM 1.0000 0.4000 0.5714 5 FAM/SOCHX 0.8800 0.9778 0.9263 45 GENHX 0.8103 0.8868 0.8468 53 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 1.0000 1.0000 1.0000 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 0.5000 1.0000 0.6667 1 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8571 0.7059 0.7742 17

 accuracy                         0.7850       200
macro avg     0.5212    0.5440    0.5189       200

weighted avg 0.7396 0.7850 0.7540 200 | | 0.2007 | 3.0 | 1803 | 0.4843 | precision recall f1-score support

  ALLERGY     1.0000    0.9167    0.9565        12

ASSESSMENT 0.5000 0.0909 0.1538 11 CC 0.8000 0.3636 0.5000 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 0.2857 0.4000 0.3333 5 FAM/SOCHX 0.8800 0.9778 0.9263 45 GENHX 0.7719 0.8302 0.8000 53 GYNHX 1.0000 1.0000 1.0000 1 IMAGING 1.0000 1.0000 1.0000 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 0.6000 0.8571 0.7059 14 PASTSURGICAL 1.0000 1.0000 1.0000 7 PLAN 0.3333 1.0000 0.5000 1 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.7222 0.7647 0.7429 17

 accuracy                         0.7600       200
macro avg     0.5081    0.5601    0.5077       200

weighted avg 0.7322 0.7600 0.7290 200 | | 0.1363 | 4.0 | 2404 | 0.4141 | 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 0.2500 0.2000 0.2222 5 FAM/SOCHX 0.8627 0.9778 0.9167 45 GENHX 0.8000 0.9057 0.8496 53 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 0.0000 0.0000 0.0000 1 IMMUNIZATIONS 1.0000 1.0000 1.0000 1 LABS 0.0000 0.0000 0.0000 1 MEDICATIONS 0.9091 1.0000 0.9524 10 OTHER_HISTORY 0.0000 0.0000 0.0000 3 PASTMEDICALHX 0.5455 0.8571 0.6667 14 PASTSURGICAL 1.0000 0.8571 0.9231 7 PLAN 0.5000 1.0000 0.6667 1 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8000 0.7059 0.7500 17

 accuracy                         0.7600       200
macro avg     0.4209    0.4937    0.4390       200

weighted avg 0.6953 0.7600 0.7212 200 | | 0.074 | 5.0 | 3005 | 0.5234 | precision recall f1-score support

  ALLERGY     1.0000    0.9167    0.9565        12

ASSESSMENT 0.0000 0.0000 0.0000 11 CC 0.3846 0.4545 0.4167 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 0.2000 0.2500 5 FAM/SOCHX 0.8600 0.9556 0.9053 45 GENHX 0.8980 0.8302 0.8627 53 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 1.0000 1.0000 1.0000 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 0.7500 0.8571 0.8000 14 PASTSURGICAL 1.0000 0.8571 0.9231 7 PLAN 0.3333 1.0000 0.5000 1 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.6087 0.8235 0.7000 17

 accuracy                         0.7500       200
macro avg     0.4302    0.5447    0.4568       200

weighted avg 0.7086 0.7500 0.7224 200 | | 0.0508 | 6.0 | 3606 | 0.5171 | precision recall f1-score support

  ALLERGY     1.0000    0.9167    0.9565        12

ASSESSMENT 0.3333 0.1818 0.2353 11 CC 0.6667 0.5455 0.6000 11 DIAGNOSIS 0.0000 0.0000 0.0000 1 DISPOSITION 1.0000 1.0000 1.0000 1 EDCOURSE 0.0000 0.0000 0.0000 4 EXAM 0.4000 0.4000 0.4000 5 FAM/SOCHX 0.8958 0.9556 0.9247 45 GENHX 0.9375 0.8491 0.8911 53 GYNHX 1.0000 1.0000 1.0000 1 IMAGING 1.0000 1.0000 1.0000 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 0.6000 0.8571 0.7059 14 PASTSURGICAL 1.0000 1.0000 1.0000 7 PLAN 0.3333 1.0000 0.5000 1 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.7368 0.8235 0.7778 17 restraint 0.0000 0.0000 0.0000 0

 accuracy                         0.7850       200
macro avg     0.5320    0.5966    0.5489       200

weighted avg 0.7723 0.7850 0.7724 200 | | 0.0362 | 7.0 | 4207 | 0.5621 | precision recall f1-score support

  ALLERGY     1.0000    0.9167    0.9565        12

ASSESSMENT 0.5000 0.1818 0.2667 11 CC 0.4545 0.4545 0.4545 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 0.5000 0.4000 0.4444 5 FAM/SOCHX 0.8776 0.9556 0.9149 45 GENHX 0.8182 0.8491 0.8333 53 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 1.0000 1.0000 1.0000 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 0.3333 1.0000 0.5000 1 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.7059 0.7059 0.7059 17

 accuracy                         0.7600       200
macro avg     0.4563    0.5160    0.4681       200

weighted avg 0.7286 0.7600 0.7367 200 | | 0.0207 | 8.0 | 4808 | 0.5918 | precision recall f1-score support

  ALLERGY     1.0000    0.9167    0.9565        12

ASSESSMENT 0.5000 0.1818 0.2667 11 CC 0.3846 0.4545 0.4167 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 0.5000 0.4000 0.4444 5 FAM/SOCHX 0.8958 0.9556 0.9247 45 GENHX 0.8364 0.8679 0.8519 53 GYNHX 0.0000 0.0000 0.0000 1 IMAGING 1.0000 1.0000 1.0000 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 0.6316 0.8571 0.7273 14 PASTSURGICAL 0.8571 0.8571 0.8571 7 PLAN 0.5000 1.0000 0.6667 1 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.7059 0.7059 0.7059 17

 accuracy                         0.7600       200
macro avg     0.4540    0.5098    0.4677       200

weighted avg 0.7270 0.7600 0.7359 200 | | 0.0119 | 9.0 | 5409 | 0.7718 | precision recall f1-score support

  ALLERGY     1.0000    0.9167    0.9565        12

ASSESSMENT 0.5000 0.0909 0.1538 11 CC 0.5000 0.3636 0.4211 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 0.5000 0.6000 0.5455 5 FAM/SOCHX 0.9318 0.9111 0.9213 45 GENHX 0.7833 0.8868 0.8319 53 GYNHX 1.0000 1.0000 1.0000 1 IMAGING 1.0000 1.0000 1.0000 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 0.5000 0.8571 0.6316 14 PASTSURGICAL 1.0000 0.8571 0.9231 7 PLAN 0.5000 1.0000 0.6667 1 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8571 0.7059 0.7742 17

 accuracy                         0.7550       200
macro avg     0.5203    0.5595    0.5201       200

weighted avg 0.7443 0.7550 0.7348 200 | | 0.0136 | 10.0 | 6010 | 0.6240 | precision recall f1-score support

  ALLERGY     1.0000    0.9167    0.9565        12

ASSESSMENT 0.4000 0.1818 0.2500 11 CC 0.7500 0.2727 0.4000 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 0.2000 0.2500 5 FAM/SOCHX 0.8958 0.9556 0.9247 45 GENHX 0.8214 0.8679 0.8440 53 GYNHX 1.0000 1.0000 1.0000 1 IMAGING 1.0000 1.0000 1.0000 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 0.5455 0.8571 0.6667 14 PASTSURGICAL 0.8571 0.8571 0.8571 7 PLAN 0.3333 1.0000 0.5000 1 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8000 0.7059 0.7500 17

 accuracy                         0.7550       200
macro avg     0.5103    0.5907    0.5134       200

weighted avg 0.7406 0.7550 0.7325 200 | | 0.0126 | 11.0 | 6611 | 0.7935 | precision recall f1-score support

  ALLERGY     1.0000    0.9167    0.9565        12

ASSESSMENT 0.5000 0.0909 0.1538 11 CC 0.5714 0.3636 0.4444 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 0.2500 0.2000 0.2222 5 FAM/SOCHX 0.8776 0.9556 0.9149 45 GENHX 0.7797 0.8679 0.8214 53 GYNHX 1.0000 1.0000 1.0000 1 IMAGING 1.0000 1.0000 1.0000 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 0.7500 0.8571 0.8000 7 PLAN 0.5000 1.0000 0.6667 1 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8000 0.7059 0.7500 17

 accuracy                         0.7550       200
macro avg     0.5066    0.5907    0.5151       200

weighted avg 0.7244 0.7550 0.7252 200 | | 0.0018 | 12.0 | 7212 | 0.8006 | precision recall f1-score support

  ALLERGY     1.0000    0.9167    0.9565        12

ASSESSMENT 0.5000 0.0909 0.1538 11 CC 0.3077 0.3636 0.3333 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 0.5000 0.4000 0.4444 5 FAM/SOCHX 0.8913 0.9111 0.9011 45 GENHX 0.7797 0.8679 0.8214 53 GYNHX 1.0000 1.0000 1.0000 1 IMAGING 1.0000 1.0000 1.0000 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 0.6316 0.8571 0.7273 14 PASTSURGICAL 1.0000 0.8571 0.9231 7 PLAN 0.5000 1.0000 0.6667 1 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.7500 0.7059 0.7273 17

 accuracy                         0.7500       200
macro avg     0.5315    0.5985    0.5429       200

weighted avg 0.7230 0.7500 0.7242 200 | | 0.0027 | 13.0 | 7813 | 0.7199 | precision recall f1-score support

  ALLERGY     1.0000    0.9167    0.9565        12

ASSESSMENT 0.5000 0.0909 0.1538 11 CC 0.5000 0.3636 0.4211 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 0.5000 0.4000 0.4444 5 FAM/SOCHX 0.8958 0.9556 0.9247 45 GENHX 0.7797 0.8679 0.8214 53 GYNHX 1.0000 1.0000 1.0000 1 IMAGING 1.0000 1.0000 1.0000 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 0.6316 0.8571 0.7273 14 PASTSURGICAL 1.0000 0.8571 0.9231 7 PLAN 0.5000 1.0000 0.6667 1 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8000 0.7059 0.7500 17

 accuracy                         0.7600       200
macro avg     0.5271    0.6007    0.5305       200

weighted avg 0.7372 0.7600 0.7344 200 | | 0.0054 | 14.0 | 8414 | 0.8456 | precision recall f1-score support

  ALLERGY     1.0000    0.9167    0.9565        12

ASSESSMENT 0.5000 0.0909 0.1538 11 CC 0.3333 0.4545 0.3846 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 1.0000 0.4000 0.5714 5 FAM/SOCHX 0.8600 0.9556 0.9053 45 GENHX 0.8519 0.8679 0.8598 53 GYNHX 1.0000 1.0000 1.0000 1 IMAGING 0.5000 1.0000 0.6667 1 IMMUNIZATIONS 0.5000 1.0000 0.6667 1 LABS 1.0000 1.0000 1.0000 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 0.8571 0.9231 7 PLAN 0.5000 1.0000 0.6667 1 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8000 0.7059 0.7500 17

 accuracy                         0.7700       200
macro avg     0.5891    0.6553    0.5895       200

weighted avg 0.7582 0.7700 0.7482 200 | | 0.0014 | 15.0 | 9015 | 0.9014 | precision recall f1-score support

  ALLERGY     1.0000    0.9167    0.9565        12

ASSESSMENT 0.0000 0.0000 0.0000 11 CC 0.5556 0.4545 0.5000 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 0.5000 0.2000 0.2857 5 FAM/SOCHX 0.8431 0.9556 0.8958 45 GENHX 0.8364 0.8679 0.8519 53 GYNHX 1.0000 1.0000 1.0000 1 IMAGING 0.5000 1.0000 0.6667 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 0.8571 0.9231 7 PLAN 0.3333 1.0000 0.5000 1 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8000 0.7059 0.7500 17

 accuracy                         0.7550       200
macro avg     0.4735    0.5907    0.4951       200

weighted avg 0.7150 0.7550 0.7270 200 | | 0.0022 | 16.0 | 9616 | 0.8345 | precision recall f1-score support

  ALLERGY     1.0000    0.9167    0.9565        12

ASSESSMENT 0.5000 0.0909 0.1538 11 CC 0.4545 0.4545 0.4545 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 0.6667 0.4000 0.5000 5 FAM/SOCHX 0.8750 0.9333 0.9032 45 GENHX 0.8519 0.8679 0.8598 53 GYNHX 1.0000 1.0000 1.0000 1 IMAGING 0.5000 1.0000 0.6667 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 0.5455 0.8571 0.6667 14 PASTSURGICAL 1.0000 0.8571 0.9231 7 PLAN 0.3333 1.0000 0.5000 1 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8000 0.7059 0.7500 17

 accuracy                         0.7600       200
macro avg     0.5148    0.6042    0.5269       200

weighted avg 0.7456 0.7600 0.7381 200 | | 0.0003 | 17.0 | 10217 | 0.8792 | precision recall f1-score support

  ALLERGY     1.0000    0.9167    0.9565        12

ASSESSMENT 0.5000 0.0909 0.1538 11 CC 0.5714 0.3636 0.4444 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 0.7500 0.6000 0.6667 5 FAM/SOCHX 0.8776 0.9556 0.9149 45 GENHX 0.8070 0.8679 0.8364 53 GYNHX 1.0000 1.0000 1.0000 1 IMAGING 0.5000 1.0000 0.6667 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 0.6000 0.8571 0.7059 14 PASTSURGICAL 1.0000 0.8571 0.9231 7 PLAN 0.5000 1.0000 0.6667 1 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8000 0.7059 0.7500 17

 accuracy                         0.7650       200
macro avg     0.5213    0.6107    0.5311       200

weighted avg 0.7462 0.7650 0.7404 200 | | 0.0003 | 18.0 | 10818 | 0.9484 | precision recall f1-score support

  ALLERGY     1.0000    0.9167    0.9565        12

ASSESSMENT 0.5000 0.0909 0.1538 11 CC 0.5000 0.3636 0.4211 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 0.7500 0.6000 0.6667 5 FAM/SOCHX 0.8431 0.9556 0.8958 45 GENHX 0.7931 0.8679 0.8288 53 GYNHX 1.0000 1.0000 1.0000 1 IMAGING 0.5000 1.0000 0.6667 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 0.7059 0.8571 0.7742 14 PASTSURGICAL 1.0000 0.8571 0.9231 7 PLAN 0.5000 1.0000 0.6667 1 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8000 0.7059 0.7500 17

 accuracy                         0.7650       200
macro avg     0.5247    0.6107    0.5370       200

weighted avg 0.7387 0.7650 0.7381 200 | | 0.0008 | 19.0 | 11419 | 0.9211 | precision recall f1-score support

  ALLERGY     1.0000    0.9167    0.9565        12

ASSESSMENT 0.5000 0.0909 0.1538 11 CC 0.5714 0.3636 0.4444 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 0.7500 0.6000 0.6667 5 FAM/SOCHX 0.8431 0.9556 0.8958 45 GENHX 0.8070 0.8679 0.8364 53 GYNHX 1.0000 1.0000 1.0000 1 IMAGING 0.5000 1.0000 0.6667 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 0.8571 0.9231 7 PLAN 0.5000 1.0000 0.6667 1 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8000 0.7059 0.7500 17

 accuracy                         0.7650       200
macro avg     0.5229    0.6107    0.5323       200

weighted avg 0.7431 0.7650 0.7392 200 | | 0.0002 | 20.0 | 12020 | 0.9149 | precision recall f1-score support

  ALLERGY     1.0000    0.9167    0.9565        12

ASSESSMENT 0.5000 0.0909 0.1538 11 CC 0.5000 0.3636 0.4211 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 0.7500 0.6000 0.6667 5 FAM/SOCHX 0.8776 0.9556 0.9149 45 GENHX 0.7931 0.8679 0.8288 53 GYNHX 1.0000 1.0000 1.0000 1 IMAGING 0.5000 1.0000 0.6667 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 0.6316 0.8571 0.7273 14 PASTSURGICAL 1.0000 0.8571 0.9231 7 PLAN 0.5000 1.0000 0.6667 1 PROCEDURES 0.0000 0.0000 0.0000 1 ROS 0.8000 0.7059 0.7500 17

 accuracy                         0.7650       200
macro avg     0.5227    0.6107    0.5356       200

weighted avg 0.7412 0.7650 0.7391 200 |

Framework versions

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