End of training
Browse files
README.md
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---
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license: apache-2.0
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base_model: google/flan-t5-
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tags:
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- generated_from_trainer
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model-index:
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@@ -13,36 +13,35 @@ should probably proofread and complete it, then remove this comment. -->
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# t5-dialogue-classification-3
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This model is a fine-tuned version of [google/flan-t5-
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It achieves the following results on the evaluation set:
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- Loss: 0.
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- Classification Report: precision recall f1-score support
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ALLERGY 1.0000 0.2500 0.4000 4
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-
ASSESSMENT 0.
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-
CC 0.
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DIAGNOSIS 0.0000 0.0000 0.0000 1
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DISPOSITION 0.0000 0.0000 0.0000 2
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EDCOURSE 0.0000 0.0000 0.0000 3
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EXAM 0.3333 1.0000 0.5000 1
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-
FAM/SOCHX 0.
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-
GENHX 0.
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GYNHX 0.0000 0.0000 0.0000 1
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IMAGING 0.0000 0.0000 0.0000 1
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-
IMMUNIZATIONS
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LABS 0.0000 0.0000 0.0000 1
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-
MEDICATIONS 0.
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OTHER_HISTORY 0.0000 0.0000 0.0000 1
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-
PASTMEDICALHX 0.
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-
PASTSURGICAL
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PLAN 0.
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PROCEDURES 0.0000 0.0000 0.0000 1
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-
ROS 0.
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cesarian 0.0000 0.0000 0.0000 0
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accuracy 0.
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macro avg 0.
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weighted avg 0.
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## Model description
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@@ -72,549 +71,547 @@ The following hyperparameters were used during training:
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Classification Report
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-
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| No log | 1.0 | 172 | 0.
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ALLERGY
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ASSESSMENT 0.0000 0.0000 0.0000 4
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-
CC 0.
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DIAGNOSIS 0.0000 0.0000 0.0000 1
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DISPOSITION 0.0000 0.0000 0.0000 2
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EDCOURSE 0.0000 0.0000 0.0000 3
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-
EXAM 0.
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-
FAM/SOCHX 0.
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-
GENHX 0.
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GYNHX 0.0000 0.0000 0.0000 1
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IMAGING 0.0000 0.0000 0.0000 1
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IMMUNIZATIONS 0.0000 0.0000 0.0000 1
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LABS 0.0000 0.0000 0.0000 1
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-
MEDICATIONS 0.
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OTHER_HISTORY 0.0000 0.0000 0.0000 1
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-
PASTMEDICALHX 0.
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-
PASTSURGICAL 1.0000
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PLAN 0.0000 0.0000 0.0000 3
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PROCEDURES 0.0000 0.0000 0.0000 1
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-
ROS 0.
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-
accuracy 0.
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-
macro avg 0.
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-
weighted avg 0.
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-
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-
| No log | 2.0 | 344 | 0.
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-
ALLERGY
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ASSESSMENT 0.0000 0.0000 0.0000 4
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108 |
-
CC 0.
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DIAGNOSIS 0.0000 0.0000 0.0000 1
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DISPOSITION 0.0000 0.0000 0.0000 2
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EDCOURSE 0.0000 0.0000 0.0000 3
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-
EXAM
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-
FAM/SOCHX 0.
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-
GENHX 0.
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GYNHX 0.0000 0.0000 0.0000 1
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IMAGING 0.0000 0.0000 0.0000 1
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IMMUNIZATIONS 0.0000 0.0000 0.0000 1
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LABS 0.0000 0.0000 0.0000 1
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-
MEDICATIONS 0.
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OTHER_HISTORY 0.0000 0.0000 0.0000 1
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-
PASTMEDICALHX 0.
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-
PASTSURGICAL
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PLAN 0.0000 0.0000 0.0000 3
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PROCEDURES 0.0000 0.0000 0.0000 1
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-
ROS 0.
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-
accuracy 0.
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-
macro avg 0.
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-
weighted avg 0.
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-
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-
| 0.
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ALLERGY 1.0000 0.2500 0.4000 4
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ASSESSMENT 0.0000 0.0000 0.0000 4
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-
CC 0.
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DIAGNOSIS 0.0000 0.0000 0.0000 1
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DISPOSITION 0.0000 0.0000 0.0000 2
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EDCOURSE 0.0000 0.0000 0.0000 3
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-
EXAM 0.
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-
FAM/SOCHX 0.
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-
GENHX 0.
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GYNHX 0.0000 0.0000 0.0000 1
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IMAGING 0.0000 0.0000 0.0000 1
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-
IMMUNIZATIONS
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LABS 0.0000 0.0000 0.0000 1
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MEDICATIONS 0.5556 0.7143 0.6250 7
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OTHER_HISTORY 0.0000 0.0000 0.0000 1
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-
PASTMEDICALHX 0.
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-
PASTSURGICAL
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PLAN 0.0000 0.0000 0.0000 3
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PROCEDURES 0.0000 0.0000 0.0000 1
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-
ROS 0.
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-
accuracy 0.
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-
macro avg 0.
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-
weighted avg 0.
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-
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-
| 0.
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ALLERGY 1.0000 0.2500 0.4000 4
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-
ASSESSMENT 0.
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CC 0.6000 0.7500 0.6667 4
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DIAGNOSIS 0.0000 0.0000 0.0000 1
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DISPOSITION 0.0000 0.0000 0.0000 2
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EDCOURSE 0.0000 0.0000 0.0000 3
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-
EXAM 0.
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-
FAM/SOCHX 0.
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-
GENHX 0.
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GYNHX 0.0000 0.0000 0.0000 1
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IMAGING 0.0000 0.0000 0.0000 1
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-
IMMUNIZATIONS
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LABS 0.0000 0.0000 0.0000 1
|
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-
MEDICATIONS 0.
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OTHER_HISTORY 0.0000 0.0000 0.0000 1
|
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-
PASTMEDICALHX 0.
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-
PASTSURGICAL
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-
PLAN 0.
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PROCEDURES 0.0000 0.0000 0.0000 1
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ROS 0.8750 0.6364 0.7368 11
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-
accuracy 0.
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-
macro avg 0.
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-
weighted avg 0.
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-
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-
| 0.
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-
ALLERGY 1.0000 0.
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-
ASSESSMENT 0.
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-
CC 0.
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DIAGNOSIS 0.0000 0.0000 0.0000 1
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DISPOSITION 0.0000 0.0000 0.0000 2
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EDCOURSE 0.0000 0.0000 0.0000 3
|
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-
EXAM 0.
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-
FAM/SOCHX 0.
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-
GENHX
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GYNHX 0.0000 0.0000 0.0000 1
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IMAGING 0.0000 0.0000 0.0000 1
|
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-
IMMUNIZATIONS
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LABS 0.0000 0.0000 0.0000 1
|
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-
MEDICATIONS 0.
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OTHER_HISTORY 0.0000 0.0000 0.0000 1
|
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-
PASTMEDICALHX 0.
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-
PASTSURGICAL 0.
|
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-
PLAN 0.
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PROCEDURES 0.0000 0.0000 0.0000 1
|
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-
ROS 0.
|
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|
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-
accuracy 0.
|
209 |
-
macro avg 0.
|
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-
weighted avg 0.
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-
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-
| 0.
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ALLERGY 1.0000 0.2500 0.4000 4
|
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-
ASSESSMENT 0.
|
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-
CC 0.
|
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DIAGNOSIS 0.0000 0.0000 0.0000 1
|
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DISPOSITION 0.0000 0.0000 0.0000 2
|
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EDCOURSE 0.0000 0.0000 0.0000 3
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EXAM 0.2500 1.0000 0.4000 1
|
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-
FAM/SOCHX 0.
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-
GENHX 0.
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GYNHX 0.0000 0.0000 0.0000 1
|
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IMAGING 0.0000 0.0000 0.0000 1
|
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-
IMMUNIZATIONS
|
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LABS 0.0000 0.0000 0.0000 1
|
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-
MEDICATIONS 0.
|
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OTHER_HISTORY 0.0000 0.0000 0.0000 1
|
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-
PASTMEDICALHX 0.
|
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-
PASTSURGICAL
|
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-
PLAN
|
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PROCEDURES 0.0000 0.0000 0.0000 1
|
233 |
ROS 0.8750 0.6364 0.7368 11
|
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|
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-
accuracy 0.
|
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-
macro avg 0.
|
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-
weighted avg 0.
|
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-
|
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-
| 0.
|
240 |
|
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-
ALLERGY 1.0000 0.
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-
ASSESSMENT 0.
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-
CC 0.
|
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DIAGNOSIS 0.0000 0.0000 0.0000 1
|
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DISPOSITION 0.0000 0.0000 0.0000 2
|
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-
EDCOURSE 0.
|
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-
EXAM 0.
|
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-
FAM/SOCHX 0.
|
249 |
-
GENHX 0.
|
250 |
GYNHX 0.0000 0.0000 0.0000 1
|
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IMAGING 0.0000 0.0000 0.0000 1
|
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-
IMMUNIZATIONS
|
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LABS 0.0000 0.0000 0.0000 1
|
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-
MEDICATIONS 0.
|
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OTHER_HISTORY 0.0000 0.0000 0.0000 1
|
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-
PASTMEDICALHX 0.
|
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-
PASTSURGICAL
|
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-
PLAN
|
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PROCEDURES 0.0000 0.0000 0.0000 1
|
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-
ROS 0.
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|
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-
accuracy 0.
|
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-
macro avg 0.
|
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-
weighted avg 0.
|
265 |
-
|
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-
| 0.
|
267 |
|
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ALLERGY 1.0000 0.2500 0.4000 4
|
269 |
-
ASSESSMENT 0.
|
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-
CC 0.
|
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DIAGNOSIS 0.0000 0.0000 0.0000 1
|
272 |
DISPOSITION 0.0000 0.0000 0.0000 2
|
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EDCOURSE 0.0000 0.0000 0.0000 3
|
274 |
-
EXAM 0.
|
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-
FAM/SOCHX 0.
|
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-
GENHX 0.
|
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GYNHX 0.0000 0.0000 0.0000 1
|
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IMAGING 0.0000 0.0000 0.0000 1
|
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-
IMMUNIZATIONS
|
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LABS 0.0000 0.0000 0.0000 1
|
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-
MEDICATIONS 0.
|
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OTHER_HISTORY 0.0000 0.0000 0.0000 1
|
283 |
-
PASTMEDICALHX 0.
|
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-
PASTSURGICAL
|
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-
PLAN 0.
|
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PROCEDURES 0.0000 0.0000 0.0000 1
|
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-
ROS 0.
|
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|
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-
accuracy 0.
|
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-
macro avg 0.
|
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-
weighted avg 0.
|
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-
|
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-
| 0.
|
294 |
|
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ALLERGY 1.0000 0.2500 0.4000 4
|
296 |
-
ASSESSMENT 0.
|
297 |
-
CC
|
298 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
299 |
DISPOSITION 0.0000 0.0000 0.0000 2
|
300 |
EDCOURSE 0.0000 0.0000 0.0000 3
|
301 |
-
EXAM 0.
|
302 |
-
FAM/SOCHX 0.
|
303 |
-
GENHX 0.
|
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GYNHX 0.0000 0.0000 0.0000 1
|
305 |
IMAGING 0.0000 0.0000 0.0000 1
|
306 |
-
IMMUNIZATIONS
|
307 |
LABS 0.0000 0.0000 0.0000 1
|
308 |
-
MEDICATIONS 0.
|
309 |
OTHER_HISTORY 0.0000 0.0000 0.0000 1
|
310 |
-
PASTMEDICALHX 0.
|
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PASTSURGICAL 1.0000 1.0000 1.0000 8
|
312 |
-
PLAN 0.
|
313 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
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-
ROS 0.
|
315 |
|
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-
accuracy 0.
|
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-
macro avg 0.
|
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-
weighted avg 0.
|
319 |
-
|
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-
| 0.
|
321 |
|
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ALLERGY 1.0000 0.2500 0.4000 4
|
323 |
-
ASSESSMENT 0.
|
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-
CC 0.
|
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DIAGNOSIS 0.0000 0.0000 0.0000 1
|
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DISPOSITION 0.0000 0.0000 0.0000 2
|
327 |
EDCOURSE 0.0000 0.0000 0.0000 3
|
328 |
EXAM 0.3333 1.0000 0.5000 1
|
329 |
-
FAM/SOCHX 0.
|
330 |
-
GENHX 0.
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GYNHX 0.0000 0.0000 0.0000 1
|
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IMAGING 0.0000 0.0000 0.0000 1
|
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-
IMMUNIZATIONS
|
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LABS 0.0000 0.0000 0.0000 1
|
335 |
-
MEDICATIONS 0.
|
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OTHER_HISTORY 0.0000 0.0000 0.0000 1
|
337 |
-
PASTMEDICALHX 0.
|
338 |
-
PASTSURGICAL
|
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-
PLAN 0.
|
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PROCEDURES 0.0000 0.0000 0.0000 1
|
341 |
-
ROS 0.
|
342 |
|
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accuracy 0.7100 100
|
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-
macro avg 0.
|
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-
weighted avg 0.
|
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-
|
347 |
-
| 0.
|
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-
|
349 |
-
ALLERGY 1.0000 0.
|
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-
ASSESSMENT 0.
|
351 |
-
CC
|
352 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
353 |
DISPOSITION 0.0000 0.0000 0.0000 2
|
354 |
EDCOURSE 0.0000 0.0000 0.0000 3
|
355 |
-
EXAM 0.
|
356 |
-
FAM/SOCHX 0.
|
357 |
-
GENHX 0.
|
358 |
GYNHX 0.0000 0.0000 0.0000 1
|
359 |
IMAGING 0.0000 0.0000 0.0000 1
|
360 |
IMMUNIZATIONS 1.0000 1.0000 1.0000 1
|
361 |
LABS 0.0000 0.0000 0.0000 1
|
362 |
-
MEDICATIONS 0.
|
363 |
OTHER_HISTORY 0.0000 0.0000 0.0000 1
|
364 |
-
PASTMEDICALHX 0.
|
365 |
-
PASTSURGICAL
|
366 |
-
PLAN 0.
|
367 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
368 |
ROS 0.8750 0.6364 0.7368 11
|
369 |
|
370 |
-
accuracy 0.
|
371 |
-
macro avg 0.
|
372 |
-
weighted avg 0.
|
373 |
-
|
374 |
-
| 0.
|
375 |
|
376 |
-
ALLERGY 1.0000 0.
|
377 |
-
ASSESSMENT 0.
|
378 |
-
CC 0.
|
379 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
380 |
DISPOSITION 0.0000 0.0000 0.0000 2
|
381 |
EDCOURSE 0.0000 0.0000 0.0000 3
|
382 |
-
EXAM 0.
|
383 |
-
FAM/SOCHX 0.
|
384 |
-
GENHX 0.
|
385 |
GYNHX 0.0000 0.0000 0.0000 1
|
386 |
IMAGING 0.0000 0.0000 0.0000 1
|
387 |
-
IMMUNIZATIONS
|
388 |
LABS 0.0000 0.0000 0.0000 1
|
389 |
-
MEDICATIONS 0.
|
390 |
OTHER_HISTORY 0.0000 0.0000 0.0000 1
|
391 |
-
PASTMEDICALHX 0.
|
392 |
-
PASTSURGICAL
|
393 |
-
PLAN
|
394 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
395 |
-
ROS 0.
|
396 |
|
397 |
-
accuracy 0.
|
398 |
-
macro avg 0.
|
399 |
-
weighted avg 0.
|
400 |
-
|
401 |
-
| 0.
|
402 |
|
403 |
-
ALLERGY 1.0000 0.
|
404 |
-
ASSESSMENT 0.
|
405 |
-
CC 0.
|
406 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
407 |
DISPOSITION 0.0000 0.0000 0.0000 2
|
408 |
EDCOURSE 0.0000 0.0000 0.0000 3
|
409 |
-
EXAM 0.
|
410 |
-
FAM/SOCHX 0.
|
411 |
-
GENHX 0.
|
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GYNHX 0.0000 0.0000 0.0000 1
|
413 |
IMAGING 0.0000 0.0000 0.0000 1
|
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-
IMMUNIZATIONS
|
415 |
LABS 0.0000 0.0000 0.0000 1
|
416 |
-
MEDICATIONS 0.
|
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OTHER_HISTORY 0.0000 0.0000 0.0000 1
|
418 |
-
PASTMEDICALHX 0.
|
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-
PASTSURGICAL
|
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-
PLAN 0.
|
421 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
422 |
-
ROS 0.
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-
accuracy 0.
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-
macro avg 0.
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-
weighted avg 0.
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-
|
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-
| 0.
|
429 |
|
430 |
-
ALLERGY 1.0000 0.
|
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-
ASSESSMENT 0.
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-
CC 0.
|
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DIAGNOSIS 0.0000 0.0000 0.0000 1
|
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DISPOSITION 0.0000 0.0000 0.0000 2
|
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EDCOURSE 0.0000 0.0000 0.0000 3
|
436 |
-
EXAM 0.
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-
FAM/SOCHX 0.
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438 |
-
GENHX 0.
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GYNHX 0.0000 0.0000 0.0000 1
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IMAGING 0.0000 0.0000 0.0000 1
|
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-
IMMUNIZATIONS
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LABS 0.0000 0.0000 0.0000 1
|
443 |
-
MEDICATIONS 0.
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OTHER_HISTORY 0.0000 0.0000 0.0000 1
|
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-
PASTMEDICALHX 0.
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-
PASTSURGICAL
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-
PLAN 0.
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PROCEDURES 0.0000 0.0000 0.0000 1
|
449 |
-
ROS 0.
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450 |
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-
accuracy 0.
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-
macro avg 0.
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-
weighted avg 0.
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-
|
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-
| 0.
|
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|
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-
ALLERGY 1.0000 0.
|
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-
ASSESSMENT 0.
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-
CC 0.
|
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DIAGNOSIS 0.0000 0.0000 0.0000 1
|
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DISPOSITION 0.0000 0.0000 0.0000 2
|
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EDCOURSE 0.0000 0.0000 0.0000 3
|
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EXAM 0.3333 1.0000 0.5000 1
|
464 |
-
FAM/SOCHX 0.
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465 |
-
GENHX 0.
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466 |
GYNHX 0.0000 0.0000 0.0000 1
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IMAGING 0.0000 0.0000 0.0000 1
|
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-
IMMUNIZATIONS
|
469 |
LABS 0.0000 0.0000 0.0000 1
|
470 |
-
MEDICATIONS 0.
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OTHER_HISTORY 0.0000 0.0000 0.0000 1
|
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-
PASTMEDICALHX 0.
|
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-
PASTSURGICAL
|
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-
PLAN 0.5000 0.
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475 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
476 |
-
ROS 0.
|
477 |
|
478 |
-
accuracy 0.
|
479 |
-
macro avg 0.
|
480 |
-
weighted avg 0.
|
481 |
-
|
482 |
-
| 0.
|
483 |
|
484 |
ALLERGY 1.0000 0.2500 0.4000 4
|
485 |
-
ASSESSMENT 0.
|
486 |
-
CC 0.
|
487 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
488 |
DISPOSITION 0.0000 0.0000 0.0000 2
|
489 |
EDCOURSE 0.0000 0.0000 0.0000 3
|
490 |
-
EXAM 0.
|
491 |
-
FAM/SOCHX 0.
|
492 |
-
GENHX 0.
|
493 |
GYNHX 0.0000 0.0000 0.0000 1
|
494 |
IMAGING 0.0000 0.0000 0.0000 1
|
495 |
-
IMMUNIZATIONS
|
496 |
LABS 0.0000 0.0000 0.0000 1
|
497 |
-
MEDICATIONS 0.
|
498 |
OTHER_HISTORY 0.0000 0.0000 0.0000 1
|
499 |
-
PASTMEDICALHX 0.
|
500 |
-
PASTSURGICAL
|
501 |
-
PLAN 0.
|
502 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
503 |
-
ROS 0.
|
504 |
|
505 |
-
accuracy 0.
|
506 |
-
macro avg 0.
|
507 |
-
weighted avg 0.
|
508 |
-
|
509 |
-
| 0.
|
510 |
|
511 |
ALLERGY 1.0000 0.2500 0.4000 4
|
512 |
-
ASSESSMENT 0.
|
513 |
-
CC 0.
|
514 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
515 |
DISPOSITION 0.0000 0.0000 0.0000 2
|
516 |
EDCOURSE 0.0000 0.0000 0.0000 3
|
517 |
EXAM 0.3333 1.0000 0.5000 1
|
518 |
-
FAM/SOCHX 0.
|
519 |
-
GENHX 0.
|
520 |
GYNHX 0.0000 0.0000 0.0000 1
|
521 |
IMAGING 0.0000 0.0000 0.0000 1
|
522 |
-
IMMUNIZATIONS
|
523 |
LABS 0.0000 0.0000 0.0000 1
|
524 |
-
MEDICATIONS 0.
|
525 |
OTHER_HISTORY 0.0000 0.0000 0.0000 1
|
526 |
-
PASTMEDICALHX 0.
|
527 |
-
PASTSURGICAL
|
528 |
-
PLAN 0.
|
529 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
530 |
-
ROS 0.
|
531 |
|
532 |
-
accuracy 0.
|
533 |
-
macro avg 0.
|
534 |
-
weighted avg 0.
|
535 |
-
|
536 |
-
| 0.
|
537 |
|
538 |
-
ALLERGY 1.0000 0.
|
539 |
-
ASSESSMENT 0.
|
540 |
-
CC 0.
|
541 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
542 |
DISPOSITION 0.0000 0.0000 0.0000 2
|
543 |
EDCOURSE 0.0000 0.0000 0.0000 3
|
544 |
EXAM 0.3333 1.0000 0.5000 1
|
545 |
-
FAM/SOCHX 0.
|
546 |
-
GENHX 0.
|
547 |
GYNHX 0.0000 0.0000 0.0000 1
|
548 |
IMAGING 0.0000 0.0000 0.0000 1
|
549 |
-
IMMUNIZATIONS
|
550 |
LABS 0.0000 0.0000 0.0000 1
|
551 |
-
MEDICATIONS 0.
|
552 |
OTHER_HISTORY 0.0000 0.0000 0.0000 1
|
553 |
-
PASTMEDICALHX 0.
|
554 |
-
PASTSURGICAL
|
555 |
-
PLAN 0.
|
556 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
557 |
-
ROS 0.
|
558 |
|
559 |
-
accuracy 0.
|
560 |
-
macro avg 0.
|
561 |
-
weighted avg 0.
|
562 |
-
|
563 |
-
| 0.
|
564 |
|
565 |
ALLERGY 1.0000 0.2500 0.4000 4
|
566 |
-
ASSESSMENT 0.
|
567 |
-
CC 0.
|
568 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
569 |
DISPOSITION 0.0000 0.0000 0.0000 2
|
570 |
EDCOURSE 0.0000 0.0000 0.0000 3
|
571 |
EXAM 0.3333 1.0000 0.5000 1
|
572 |
-
FAM/SOCHX 0.
|
573 |
-
GENHX 0.
|
574 |
GYNHX 0.0000 0.0000 0.0000 1
|
575 |
IMAGING 0.0000 0.0000 0.0000 1
|
576 |
-
IMMUNIZATIONS
|
577 |
LABS 0.0000 0.0000 0.0000 1
|
578 |
-
MEDICATIONS 0.
|
579 |
OTHER_HISTORY 0.0000 0.0000 0.0000 1
|
580 |
-
PASTMEDICALHX 0.
|
581 |
-
PASTSURGICAL
|
582 |
-
PLAN 0.
|
583 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
584 |
ROS 0.8889 0.7273 0.8000 11
|
585 |
-
cesarian 0.0000 0.0000 0.0000 0
|
586 |
|
587 |
-
accuracy 0.
|
588 |
-
macro avg 0.
|
589 |
-
weighted avg 0.
|
590 |
|
|
591 |
-
| 0.
|
592 |
|
593 |
ALLERGY 1.0000 0.2500 0.4000 4
|
594 |
-
ASSESSMENT 0.
|
595 |
-
CC 0.
|
596 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
597 |
DISPOSITION 0.0000 0.0000 0.0000 2
|
598 |
EDCOURSE 0.0000 0.0000 0.0000 3
|
599 |
EXAM 0.3333 1.0000 0.5000 1
|
600 |
-
FAM/SOCHX 0.
|
601 |
-
GENHX 0.
|
602 |
GYNHX 0.0000 0.0000 0.0000 1
|
603 |
IMAGING 0.0000 0.0000 0.0000 1
|
604 |
-
IMMUNIZATIONS
|
605 |
LABS 0.0000 0.0000 0.0000 1
|
606 |
-
MEDICATIONS 0.
|
607 |
OTHER_HISTORY 0.0000 0.0000 0.0000 1
|
608 |
-
PASTMEDICALHX 0.
|
609 |
-
PASTSURGICAL
|
610 |
-
PLAN 0.
|
611 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
612 |
-
ROS 0.
|
613 |
-
cesarian 0.0000 0.0000 0.0000 0
|
614 |
|
615 |
-
accuracy 0.
|
616 |
-
macro avg 0.
|
617 |
-
weighted avg 0.
|
618 |
|
|
619 |
|
620 |
|
|
|
1 |
---
|
2 |
license: apache-2.0
|
3 |
+
base_model: google/flan-t5-base
|
4 |
tags:
|
5 |
- generated_from_trainer
|
6 |
model-index:
|
|
|
13 |
|
14 |
# t5-dialogue-classification-3
|
15 |
|
16 |
+
This model is a fine-tuned version of [google/flan-t5-base](https://huggingface.co/google/flan-t5-base) on an unknown dataset.
|
17 |
It achieves the following results on the evaluation set:
|
18 |
+
- Loss: 0.6547
|
19 |
- Classification Report: precision recall f1-score support
|
20 |
|
21 |
ALLERGY 1.0000 0.2500 0.4000 4
|
22 |
+
ASSESSMENT 0.5000 0.2500 0.3333 4
|
23 |
+
CC 0.7500 0.7500 0.7500 4
|
24 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
25 |
DISPOSITION 0.0000 0.0000 0.0000 2
|
26 |
EDCOURSE 0.0000 0.0000 0.0000 3
|
27 |
EXAM 0.3333 1.0000 0.5000 1
|
28 |
+
FAM/SOCHX 0.8462 1.0000 0.9167 22
|
29 |
+
GENHX 0.8095 0.8500 0.8293 20
|
30 |
GYNHX 0.0000 0.0000 0.0000 1
|
31 |
IMAGING 0.0000 0.0000 0.0000 1
|
32 |
+
IMMUNIZATIONS 1.0000 1.0000 1.0000 1
|
33 |
LABS 0.0000 0.0000 0.0000 1
|
34 |
+
MEDICATIONS 0.6000 0.8571 0.7059 7
|
35 |
OTHER_HISTORY 0.0000 0.0000 0.0000 1
|
36 |
+
PASTMEDICALHX 0.3636 1.0000 0.5333 4
|
37 |
+
PASTSURGICAL 1.0000 1.0000 1.0000 8
|
38 |
+
PLAN 0.5000 0.3333 0.4000 3
|
39 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
40 |
+
ROS 0.8750 0.6364 0.7368 11
|
|
|
41 |
|
42 |
+
accuracy 0.7200 100
|
43 |
+
macro avg 0.4289 0.4463 0.4053 100
|
44 |
+
weighted avg 0.6992 0.7200 0.6857 100
|
45 |
|
46 |
|
47 |
## Model description
|
|
|
71 |
|
72 |
### Training results
|
73 |
|
74 |
+
| Training Loss | Epoch | Step | Validation Loss | Classification Report |
|
75 |
+
|:-------------:|:-----:|:----:|:---------------:|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|
|
76 |
+
| No log | 1.0 | 172 | 0.4137 | precision recall f1-score support
|
77 |
|
78 |
+
ALLERGY 1.0000 0.2500 0.4000 4
|
79 |
ASSESSMENT 0.0000 0.0000 0.0000 4
|
80 |
+
CC 0.3333 0.5000 0.4000 4
|
81 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
82 |
DISPOSITION 0.0000 0.0000 0.0000 2
|
83 |
EDCOURSE 0.0000 0.0000 0.0000 3
|
84 |
+
EXAM 0.5000 1.0000 0.6667 1
|
85 |
+
FAM/SOCHX 0.8077 0.9545 0.8750 22
|
86 |
+
GENHX 0.8824 0.7500 0.8108 20
|
87 |
GYNHX 0.0000 0.0000 0.0000 1
|
88 |
IMAGING 0.0000 0.0000 0.0000 1
|
89 |
IMMUNIZATIONS 0.0000 0.0000 0.0000 1
|
90 |
LABS 0.0000 0.0000 0.0000 1
|
91 |
+
MEDICATIONS 0.6667 0.8571 0.7500 7
|
92 |
OTHER_HISTORY 0.0000 0.0000 0.0000 1
|
93 |
+
PASTMEDICALHX 0.1905 1.0000 0.3200 4
|
94 |
+
PASTSURGICAL 1.0000 1.0000 1.0000 8
|
95 |
PLAN 0.0000 0.0000 0.0000 3
|
96 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
97 |
+
ROS 0.6667 0.5455 0.6000 11
|
98 |
|
99 |
+
accuracy 0.6400 100
|
100 |
+
macro avg 0.3024 0.3429 0.2911 100
|
101 |
+
weighted avg 0.6201 0.6400 0.6046 100
|
102 |
+
|
|
103 |
+
| No log | 2.0 | 344 | 0.3062 | precision recall f1-score support
|
104 |
|
105 |
+
ALLERGY 1.0000 0.2500 0.4000 4
|
106 |
ASSESSMENT 0.0000 0.0000 0.0000 4
|
107 |
+
CC 0.5000 0.2500 0.3333 4
|
108 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
109 |
DISPOSITION 0.0000 0.0000 0.0000 2
|
110 |
EDCOURSE 0.0000 0.0000 0.0000 3
|
111 |
+
EXAM 0.1429 1.0000 0.2500 1
|
112 |
+
FAM/SOCHX 0.8077 0.9545 0.8750 22
|
113 |
+
GENHX 0.7308 0.9500 0.8261 20
|
114 |
GYNHX 0.0000 0.0000 0.0000 1
|
115 |
IMAGING 0.0000 0.0000 0.0000 1
|
116 |
IMMUNIZATIONS 0.0000 0.0000 0.0000 1
|
117 |
LABS 0.0000 0.0000 0.0000 1
|
118 |
+
MEDICATIONS 0.6364 1.0000 0.7778 7
|
119 |
OTHER_HISTORY 0.0000 0.0000 0.0000 1
|
120 |
+
PASTMEDICALHX 0.5714 1.0000 0.7273 4
|
121 |
+
PASTSURGICAL 1.0000 1.0000 1.0000 8
|
122 |
PLAN 0.0000 0.0000 0.0000 3
|
123 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
124 |
+
ROS 0.6667 0.7273 0.6957 11
|
125 |
|
126 |
+
accuracy 0.7000 100
|
127 |
+
macro avg 0.3028 0.3566 0.2943 100
|
128 |
+
weighted avg 0.6060 0.7000 0.6296 100
|
129 |
+
|
|
130 |
+
| 0.3608 | 3.0 | 516 | 0.2925 | precision recall f1-score support
|
131 |
|
132 |
ALLERGY 1.0000 0.2500 0.4000 4
|
133 |
ASSESSMENT 0.0000 0.0000 0.0000 4
|
134 |
+
CC 0.5000 0.7500 0.6000 4
|
135 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
136 |
DISPOSITION 0.0000 0.0000 0.0000 2
|
137 |
EDCOURSE 0.0000 0.0000 0.0000 3
|
138 |
+
EXAM 0.1667 1.0000 0.2857 1
|
139 |
+
FAM/SOCHX 0.9091 0.9091 0.9091 22
|
140 |
+
GENHX 0.8095 0.8500 0.8293 20
|
141 |
GYNHX 0.0000 0.0000 0.0000 1
|
142 |
IMAGING 0.0000 0.0000 0.0000 1
|
143 |
+
IMMUNIZATIONS 1.0000 1.0000 1.0000 1
|
144 |
LABS 0.0000 0.0000 0.0000 1
|
145 |
MEDICATIONS 0.5556 0.7143 0.6250 7
|
146 |
OTHER_HISTORY 0.0000 0.0000 0.0000 1
|
147 |
+
PASTMEDICALHX 0.2353 1.0000 0.3810 4
|
148 |
+
PASTSURGICAL 1.0000 1.0000 1.0000 8
|
149 |
PLAN 0.0000 0.0000 0.0000 3
|
150 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
151 |
+
ROS 0.8750 0.6364 0.7368 11
|
152 |
|
153 |
+
accuracy 0.6700 100
|
154 |
+
macro avg 0.3526 0.4055 0.3383 100
|
155 |
+
weighted avg 0.6581 0.6700 0.6388 100
|
156 |
+
|
|
157 |
+
| 0.3608 | 4.0 | 688 | 0.2630 | precision recall f1-score support
|
158 |
|
159 |
ALLERGY 1.0000 0.2500 0.4000 4
|
160 |
+
ASSESSMENT 0.4000 0.5000 0.4444 4
|
161 |
CC 0.6000 0.7500 0.6667 4
|
162 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
163 |
DISPOSITION 0.0000 0.0000 0.0000 2
|
164 |
EDCOURSE 0.0000 0.0000 0.0000 3
|
165 |
+
EXAM 0.2000 1.0000 0.3333 1
|
166 |
+
FAM/SOCHX 0.8148 1.0000 0.8980 22
|
167 |
+
GENHX 0.9444 0.8500 0.8947 20
|
168 |
GYNHX 0.0000 0.0000 0.0000 1
|
169 |
IMAGING 0.0000 0.0000 0.0000 1
|
170 |
+
IMMUNIZATIONS 1.0000 1.0000 1.0000 1
|
171 |
LABS 0.0000 0.0000 0.0000 1
|
172 |
+
MEDICATIONS 0.7500 0.8571 0.8000 7
|
173 |
OTHER_HISTORY 0.0000 0.0000 0.0000 1
|
174 |
+
PASTMEDICALHX 0.3636 1.0000 0.5333 4
|
175 |
+
PASTSURGICAL 1.0000 1.0000 1.0000 8
|
176 |
+
PLAN 0.5000 0.3333 0.4000 3
|
177 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
178 |
ROS 0.8750 0.6364 0.7368 11
|
179 |
|
180 |
+
accuracy 0.7300 100
|
181 |
+
macro avg 0.4224 0.4588 0.4054 100
|
182 |
+
weighted avg 0.7184 0.7300 0.7007 100
|
183 |
+
|
|
184 |
+
| 0.3608 | 5.0 | 860 | 0.3561 | precision recall f1-score support
|
185 |
|
186 |
+
ALLERGY 1.0000 0.2500 0.4000 4
|
187 |
+
ASSESSMENT 0.3333 0.5000 0.4000 4
|
188 |
+
CC 0.5000 0.7500 0.6000 4
|
189 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
190 |
DISPOSITION 0.0000 0.0000 0.0000 2
|
191 |
EDCOURSE 0.0000 0.0000 0.0000 3
|
192 |
+
EXAM 0.2000 1.0000 0.3333 1
|
193 |
+
FAM/SOCHX 0.8462 1.0000 0.9167 22
|
194 |
+
GENHX 0.8750 0.7000 0.7778 20
|
195 |
GYNHX 0.0000 0.0000 0.0000 1
|
196 |
IMAGING 0.0000 0.0000 0.0000 1
|
197 |
+
IMMUNIZATIONS 1.0000 1.0000 1.0000 1
|
198 |
LABS 0.0000 0.0000 0.0000 1
|
199 |
+
MEDICATIONS 0.7143 0.7143 0.7143 7
|
200 |
OTHER_HISTORY 0.0000 0.0000 0.0000 1
|
201 |
+
PASTMEDICALHX 0.3636 1.0000 0.5333 4
|
202 |
+
PASTSURGICAL 0.8889 1.0000 0.9412 8
|
203 |
+
PLAN 0.5000 0.3333 0.4000 3
|
204 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
205 |
+
ROS 0.8750 0.6364 0.7368 11
|
206 |
|
207 |
+
accuracy 0.6900 100
|
208 |
+
macro avg 0.4048 0.4442 0.3877 100
|
209 |
+
weighted avg 0.6934 0.6900 0.6662 100
|
210 |
+
|
|
211 |
+
| 0.0859 | 6.0 | 1032 | 0.4536 | precision recall f1-score support
|
212 |
|
213 |
ALLERGY 1.0000 0.2500 0.4000 4
|
214 |
+
ASSESSMENT 0.5000 0.2500 0.3333 4
|
215 |
+
CC 0.7500 0.7500 0.7500 4
|
216 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
217 |
DISPOSITION 0.0000 0.0000 0.0000 2
|
218 |
EDCOURSE 0.0000 0.0000 0.0000 3
|
219 |
EXAM 0.2500 1.0000 0.4000 1
|
220 |
+
FAM/SOCHX 0.8800 1.0000 0.9362 22
|
221 |
+
GENHX 0.7895 0.7500 0.7692 20
|
222 |
GYNHX 0.0000 0.0000 0.0000 1
|
223 |
IMAGING 0.0000 0.0000 0.0000 1
|
224 |
+
IMMUNIZATIONS 1.0000 1.0000 1.0000 1
|
225 |
LABS 0.0000 0.0000 0.0000 1
|
226 |
+
MEDICATIONS 0.6364 1.0000 0.7778 7
|
227 |
OTHER_HISTORY 0.0000 0.0000 0.0000 1
|
228 |
+
PASTMEDICALHX 0.4000 1.0000 0.5714 4
|
229 |
+
PASTSURGICAL 1.0000 1.0000 1.0000 8
|
230 |
+
PLAN 0.5000 0.6667 0.5714 3
|
231 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
232 |
ROS 0.8750 0.6364 0.7368 11
|
233 |
|
234 |
+
accuracy 0.7200 100
|
235 |
+
macro avg 0.4290 0.4652 0.4123 100
|
236 |
+
weighted avg 0.7058 0.7200 0.6886 100
|
237 |
+
|
|
238 |
+
| 0.0859 | 7.0 | 1204 | 0.4567 | precision recall f1-score support
|
239 |
|
240 |
+
ALLERGY 1.0000 0.2500 0.4000 4
|
241 |
+
ASSESSMENT 0.4000 0.5000 0.4444 4
|
242 |
+
CC 0.4286 0.7500 0.5455 4
|
243 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
244 |
DISPOSITION 0.0000 0.0000 0.0000 2
|
245 |
+
EDCOURSE 0.0000 0.0000 0.0000 3
|
246 |
+
EXAM 0.0000 0.0000 0.0000 1
|
247 |
+
FAM/SOCHX 0.8462 1.0000 0.9167 22
|
248 |
+
GENHX 0.9048 0.9500 0.9268 20
|
249 |
GYNHX 0.0000 0.0000 0.0000 1
|
250 |
IMAGING 0.0000 0.0000 0.0000 1
|
251 |
+
IMMUNIZATIONS 1.0000 1.0000 1.0000 1
|
252 |
LABS 0.0000 0.0000 0.0000 1
|
253 |
+
MEDICATIONS 0.7500 0.8571 0.8000 7
|
254 |
OTHER_HISTORY 0.0000 0.0000 0.0000 1
|
255 |
+
PASTMEDICALHX 0.6667 1.0000 0.8000 4
|
256 |
+
PASTSURGICAL 1.0000 1.0000 1.0000 8
|
257 |
+
PLAN 1.0000 0.6667 0.8000 3
|
258 |
PROCEDURES 0.0000 0.0000 0.0000 1
|
259 |
+
ROS 0.8750 0.6364 0.7368 11
|
260 |
|
261 |
+
accuracy 0.7500 100
|
262 |
+
macro avg 0.4436 0.4305 0.4185 100
|
263 |
+
weighted avg 0.7357 0.7500 0.7257 100
|
264 |
+
|
|
265 |
+
| 0.0859 | 8.0 | 1376 | 0.4684 | precision recall f1-score support
|
266 |
|
267 |
ALLERGY 1.0000 0.2500 0.4000 4
|
268 |
+
ASSESSMENT 0.5000 0.2500 0.3333 4
|
269 |
+
CC 0.7500 0.7500 0.7500 4
|
270 |
DIAGNOSIS 0.0000 0.0000 0.0000 1
|
271 |
DISPOSITION 0.0000 0.0000 0.0000 2
|
272 |
EDCOURSE 0.0000 0.0000 0.0000 3
|
273 |
+
EXAM 0.2500 1.0000 0.4000 1
|
274 |
+
FAM/SOCHX 0.8800 1.0000 0.9362 22
|
275 |
+
GENHX 0.8947 0.8500 0.8718 20
|
276 |
GYNHX 0.0000 0.0000 0.0000 1
|
277 |
IMAGING 0.0000 0.0000 0.0000 1
|
278 |
+
IMMUNIZATIONS 1.0000 1.0000 1.0000 1
|
279 |
LABS 0.0000 0.0000 0.0000 1
|
280 |
+
MEDICATIONS 0.6364 1.0000 0.7778 7
|
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