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sarahahtee
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classification_flan_t5_enriched

Text2Text Generation
Transformers
TensorBoard
Safetensors
t5
Generated from Trainer
text-generation-inference
Inference Endpoints
Model card Files Metrics Community
Sarah Tariq commited on
Commit
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1 Parent(s): 31badb4

End of training

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  1. README.md +467 -473
  2. model.safetensors +1 -1
  3. runs/Mar10_21-59-37_94b845ad4781/events.out.tfevents.1710107981.94b845ad4781.15170.1 +2 -2
README.md CHANGED
@@ -15,33 +15,33 @@ should probably proofread and complete it, then remove this comment. -->
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  This model is a fine-tuned version of [google/flan-t5-small](https://huggingface.co/google/flan-t5-small) on an unknown dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 0.6387
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  - Classification Report: precision recall f1-score support
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- ALLERGY 1.0000 0.5000 0.6667 4
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- ASSESSMENT 0.0000 0.0000 0.0000 4
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- CC 0.3000 0.7500 0.4286 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 1.0000 1.0000 1.0000 1
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- FAM/SOCHX 0.8148 1.0000 0.8980 22
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- GENHX 0.6923 0.9000 0.7826 20
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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 0.7143 0.7143 0.7143 7
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- OTHER_HISTORY 0.0000 0.0000 0.0000 1
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- PASTMEDICALHX 0.5714 1.0000 0.7273 4
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- PASTSURGICAL 1.0000 1.0000 1.0000 8
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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 0.6667 0.1818 0.2857 11
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- accuracy 0.6500 100
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- macro avg 0.3380 0.3523 0.3252 100
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- weighted avg 0.6059 0.6500 0.5984 100
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  ## Model description
@@ -71,569 +71,563 @@ 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 | 0.7417 | precision recall f1-score support
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78
- ALLERGY 0.2500 0.5000 0.3333 4
79
- ASSESSMENT 0.0000 0.0000 0.0000 4
80
- Afib 0.0000 0.0000 0.0000 0
81
- CC 0.0000 0.0000 0.0000 4
82
  DIAGNOSIS 0.0000 0.0000 0.0000 1
83
- DISPOSITION 0.0000 0.0000 0.0000 2
84
- EDCOURSE 0.0000 0.0000 0.0000 3
85
- EXAM 0.0000 0.0000 0.0000 1
86
- FAM/SOCHX 0.7222 0.5909 0.6500 22
87
- GENHX 0.5143 0.9000 0.6545 20
88
  GYNHX 0.0000 0.0000 0.0000 1
89
- ICT 0.0000 0.0000 0.0000 0
90
  IMAGING 0.0000 0.0000 0.0000 1
91
- IMMUNITIES 0.0000 0.0000 0.0000 0
92
  IMMUNITIVES 0.0000 0.0000 0.0000 0
93
  IMMUNIZATIONS 0.0000 0.0000 0.0000 1
94
- INFLUENCED 0.0000 0.0000 0.0000 0
95
  LABS 0.0000 0.0000 0.0000 1
96
- MEDICATIONS 0.5000 0.4286 0.4615 7
97
- OTHER_HISTORY 0.0000 0.0000 0.0000 1
98
- PASTMEDICALHX 0.2000 0.2500 0.2222 4
99
- PASTSURGICAL 0.5000 0.7500 0.6000 8
100
- PLAN 0.0000 0.0000 0.0000 3
101
  PROCEDURES 0.0000 0.0000 0.0000 1
102
- ROS 0.0000 0.0000 0.0000 11
103
- thoughts 0.0000 0.0000 0.0000 0
104
-
105
- accuracy 0.4300 100
106
- macro avg 0.1033 0.1315 0.1124 100
107
- weighted avg 0.3547 0.4300 0.3764 100
108
- |
109
- | No log | 2.0 | 344 | 0.5061 | precision recall f1-score support
110
-
111
- ALLERGY 0.5000 0.2500 0.3333 4
112
- ASSESSMENT 0.0000 0.0000 0.0000 4
113
- CC 0.0000 0.0000 0.0000 4
 
 
 
114
  DIAGNOSIS 0.0000 0.0000 0.0000 1
115
- DISPOSITION 0.0000 0.0000 0.0000 2
116
- EDCOURSE 0.0000 0.0000 0.0000 3
117
- EXAM 0.0000 0.0000 0.0000 1
118
- FAM/SOCHX 0.8400 0.9545 0.8936 22
119
- GENHX 0.4524 0.9500 0.6129 20
120
  GYNHX 0.0000 0.0000 0.0000 1
121
  IMAGING 0.0000 0.0000 0.0000 1
122
  IMMUNIZATIONS 0.0000 0.0000 0.0000 1
123
  LABS 0.0000 0.0000 0.0000 1
124
- MEDICATIONS 0.4545 0.7143 0.5556 7
125
- OTHER_HISTORY 0.0000 0.0000 0.0000 1
126
- PASTMEDICALHX 0.4286 0.7500 0.5455 4
127
- PASTSURGICAL 0.8889 1.0000 0.9412 8
128
- PLAN 0.0000 0.0000 0.0000 3
129
  PROCEDURES 0.0000 0.0000 0.0000 1
130
- ROS 0.0000 0.0000 0.0000 11
131
- thoughts 0.0000 0.0000 0.0000 0
132
-
133
- accuracy 0.5700 100
134
- macro avg 0.1697 0.2199 0.1849 100
135
- weighted avg 0.4153 0.5700 0.4685 100
136
- |
137
- | 0.6004 | 3.0 | 516 | 0.4744 | precision recall f1-score support
138
-
139
- ALLERGY 1.0000 0.2500 0.4000 4
140
- ASSESSMENT 0.0000 0.0000 0.0000 4
141
- CC 0.2500 0.2500 0.2500 4
142
- DIAGNOSIS 0.0000 0.0000 0.0000 1
143
- DISPOSITION 0.0000 0.0000 0.0000 2
144
- EDCOURSE 0.0000 0.0000 0.0000 3
145
- EXAM 0.0000 0.0000 0.0000 1
146
- FAM/SOCHX 0.9130 0.9545 0.9333 22
147
- GENHX 0.6552 0.9500 0.7755 20
148
- GYNHX 0.0000 0.0000 0.0000 1
149
- How are you feeling? 0.0000 0.0000 0.0000 0
150
- I am going home with my son 0.0000 0.0000 0.0000 0
151
- IMAGING 0.0000 0.0000 0.0000 1
152
- IMMUNIZATIONS 0.0000 0.0000 0.0000 1
153
- INVATIONS 0.0000 0.0000 0.0000 0
154
- LABS 0.0000 0.0000 0.0000 1
155
- MEDICATIONS 0.5714 0.5714 0.5714 7
156
- OTHER_HISTORY 0.0000 0.0000 0.0000 1
157
- PASTMEDICALHX 0.4444 1.0000 0.6154 4
158
- PASTSURGICAL 0.8000 1.0000 0.8889 8
159
- PLAN 0.0000 0.0000 0.0000 3
160
- PROCEDURES 0.0000 0.0000 0.0000 1
161
- ROS 1.0000 0.0909 0.1667 11
162
-
163
- accuracy 0.5900 100
164
- macro avg 0.2450 0.2203 0.2001 100
165
- weighted avg 0.6137 0.5900 0.5405 100
166
- |
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- | 0.6004 | 4.0 | 688 | 0.4568 | precision recall f1-score support
168
-
169
- ALLERGY 0.5000 0.2500 0.3333 4
170
- ASSESSMENT 0.0000 0.0000 0.0000 4
171
- Afib 0.0000 0.0000 0.0000 0
172
- CC 1.0000 0.2500 0.4000 4
173
- DIAGNOSIS 0.0000 0.0000 0.0000 1
174
- DISPOSITION 0.0000 0.0000 0.0000 2
175
- EDCOURSE 0.0000 0.0000 0.0000 3
176
- EXAM 0.0000 0.0000 0.0000 1
177
- FAM/SOCHX 0.8462 1.0000 0.9167 22
178
- GENHX 0.6129 0.9500 0.7451 20
179
- GYNHX 0.0000 0.0000 0.0000 1
180
- How are you feeling? 0.0000 0.0000 0.0000 0
181
- I am going home with my son 0.0000 0.0000 0.0000 0
182
- IMAGING 0.0000 0.0000 0.0000 1
183
- IMMUNIZATIONS 0.5000 1.0000 0.6667 1
184
- LABS 0.0000 0.0000 0.0000 1
185
- MEDICATIONS 0.6250 0.7143 0.6667 7
186
- OTHER_HISTORY 0.0000 0.0000 0.0000 1
187
- PASTMEDICALHX 0.5000 1.0000 0.6667 4
188
- PASTSURGICAL 1.0000 1.0000 1.0000 8
189
- PLAN 0.0000 0.0000 0.0000 3
190
- PROCEDURES 0.0000 0.0000 0.0000 1
191
- ROS 1.0000 0.1818 0.3077 11
192
-
193
- accuracy 0.6300 100
194
- macro avg 0.2863 0.2759 0.2479 100
195
- weighted avg 0.6275 0.6300 0.5739 100
196
- |
197
- | 0.6004 | 5.0 | 860 | 0.4503 | precision recall f1-score support
198
-
199
- ALLERGY 1.0000 0.2500 0.4000 4
200
- ASSESSMENT 0.0000 0.0000 0.0000 4
201
- Afib 0.0000 0.0000 0.0000 0
202
- CC 0.2222 0.5000 0.3077 4
203
- DIAGNOSIS 0.0000 0.0000 0.0000 1
204
- DISPOSITION 0.0000 0.0000 0.0000 2
205
- EDCOURSE 0.0000 0.0000 0.0000 3
206
- EXAM 1.0000 1.0000 1.0000 1
207
- FAM/SOCHX 0.8462 1.0000 0.9167 22
208
- GENHX 0.8261 0.9500 0.8837 20
209
- GYNHX 0.0000 0.0000 0.0000 1
210
- How are you feeling? 0.0000 0.0000 0.0000 0
211
- I am going home with my son 0.0000 0.0000 0.0000 0
212
- IMAGING 0.0000 0.0000 0.0000 1
213
- IMMUNIZATIONS 0.0000 0.0000 0.0000 1
214
- LABS 0.0000 0.0000 0.0000 1
215
- MEDICATIONS 0.6250 0.7143 0.6667 7
216
- OTHER_HISTORY 0.0000 0.0000 0.0000 1
217
- PASTMEDICALHX 0.5714 1.0000 0.7273 4
218
- PASTSURGICAL 1.0000 1.0000 1.0000 8
219
- PLAN 0.0000 0.0000 0.0000 3
220
- PROCEDURES 0.0000 0.0000 0.0000 1
221
- ROS 0.6667 0.1818 0.2857 11
222
- thoughts 0.0000 0.0000 0.0000 0
223
-
224
- accuracy 0.6400 100
225
- macro avg 0.2816 0.2748 0.2578 100
226
- weighted avg 0.6302 0.6400 0.6039 100
227
- |
228
- | 0.1554 | 6.0 | 1032 | 0.4714 | precision recall f1-score support
229
-
230
- ALLERGY 1.0000 0.2500 0.4000 4
231
- ASSESSMENT 0.0000 0.0000 0.0000 4
232
- CC 0.0000 0.0000 0.0000 4
233
- DIAGNOSIS 0.0000 0.0000 0.0000 1
234
- DISPOSITION 0.0000 0.0000 0.0000 2
235
- EDCOURSE 0.0000 0.0000 0.0000 3
236
- EXAM 0.0000 0.0000 0.0000 1
237
- FAM/SOCHX 0.8462 1.0000 0.9167 22
238
- GENHX 0.5758 0.9500 0.7170 20
239
- GYNHX 0.0000 0.0000 0.0000 1
240
- How are you feeling? 0.0000 0.0000 0.0000 0
241
- IMAGING 0.0000 0.0000 0.0000 1
242
- IMMUNIZATIONS 0.3333 1.0000 0.5000 1
243
- LABS 0.0000 0.0000 0.0000 1
244
- MEDICATIONS 0.6250 0.7143 0.6667 7
245
- OTHER_HISTORY 0.0000 0.0000 0.0000 1
246
- PASTMEDICALHX 0.3636 1.0000 0.5333 4
247
- PASTSURGICAL 1.0000 1.0000 1.0000 8
248
- PLAN 0.0000 0.0000 0.0000 3
249
- PROCEDURES 0.0000 0.0000 0.0000 1
250
- ROS 1.0000 0.1818 0.3077 11
251
-
252
- accuracy 0.6200 100
253
- macro avg 0.2735 0.2903 0.2401 100
254
- weighted avg 0.5929 0.6200 0.5479 100
255
- |
256
- | 0.1554 | 7.0 | 1204 | 0.4865 | precision recall f1-score support
257
-
258
- ALLERGY 1.0000 0.2500 0.4000 4
259
- ASSESSMENT 0.0000 0.0000 0.0000 4
260
- CC 1.0000 0.5000 0.6667 4
261
  DIAGNOSIS 0.0000 0.0000 0.0000 1
262
- DISPOSITION 0.0000 0.0000 0.0000 2
263
- EDCOURSE 0.0000 0.0000 0.0000 3
264
- EXAM 1.0000 1.0000 1.0000 1
265
- FAM/SOCHX 0.8696 0.9091 0.8889 22
266
- GENHX 0.6333 0.9500 0.7600 20
267
  GYNHX 0.0000 0.0000 0.0000 1
268
  IMAGING 0.0000 0.0000 0.0000 1
269
- IMMUNIZATIONS 0.5000 1.0000 0.6667 1
270
  LABS 0.0000 0.0000 0.0000 1
271
- MEDICATIONS 0.6250 0.7143 0.6667 7
272
- OTHER_HISTORY 0.0000 0.0000 0.0000 1
273
- PASTMEDICALHX 0.3636 1.0000 0.5333 4
274
- PASTSURGICAL 0.8889 1.0000 0.9412 8
275
- PLAN 0.0000 0.0000 0.0000 3
 
276
  PROCEDURES 0.0000 0.0000 0.0000 1
277
- ROS 1.0000 0.1818 0.3077 11
278
 
279
- accuracy 0.6300 100
280
- macro avg 0.3940 0.3753 0.3416 100
281
- weighted avg 0.6524 0.6300 0.5840 100
282
- |
283
- | 0.1554 | 8.0 | 1376 | 0.4980 | precision recall f1-score support
284
 
285
- ALLERGY 1.0000 0.2500 0.4000 4
286
- ASSESSMENT 0.0000 0.0000 0.0000 4
287
- CC 0.6667 0.5000 0.5714 4
288
  DIAGNOSIS 0.0000 0.0000 0.0000 1
289
- DISPOSITION 0.0000 0.0000 0.0000 2
290
- EDCOURSE 0.0000 0.0000 0.0000 3
291
- EXAM 0.0000 0.0000 0.0000 1
292
- FAM/SOCHX 0.8800 1.0000 0.9362 22
293
- GENHX 0.5938 0.9500 0.7308 20
294
  GYNHX 0.0000 0.0000 0.0000 1
295
  IMAGING 0.0000 0.0000 0.0000 1
296
  IMMUNIZATIONS 0.0000 0.0000 0.0000 1
 
297
  LABS 0.0000 0.0000 0.0000 1
298
- MEDICATIONS 0.6250 0.7143 0.6667 7
299
- OTHER_HISTORY 0.0000 0.0000 0.0000 1
300
- PASTMEDICALHX 0.5714 1.0000 0.7273 4
301
- PASTSURGICAL 0.8889 1.0000 0.9412 8
302
- PLAN 0.0000 0.0000 0.0000 3
303
  PROCEDURES 0.0000 0.0000 0.0000 1
304
- ROS 0.6667 0.1818 0.2857 11
305
 
306
- accuracy 0.6300 100
307
- macro avg 0.2946 0.2798 0.2630 100
308
- weighted avg 0.5901 0.6300 0.5734 100
309
- |
310
- | 0.0947 | 9.0 | 1548 | 0.5413 | precision recall f1-score support
311
 
312
- ALLERGY 1.0000 0.2500 0.4000 4
313
- ASSESSMENT 0.0000 0.0000 0.0000 4
314
- CC 0.4000 0.5000 0.4444 4
315
  DIAGNOSIS 0.0000 0.0000 0.0000 1
316
- DISPOSITION 0.0000 0.0000 0.0000 2
317
- EDCOURSE 0.0000 0.0000 0.0000 3
318
- EXAM 0.0000 0.0000 0.0000 1
319
- FAM/SOCHX 0.8462 1.0000 0.9167 22
320
- GENHX 0.6552 0.9500 0.7755 20
321
  GYNHX 0.0000 0.0000 0.0000 1
322
  IMAGING 0.0000 0.0000 0.0000 1
323
  IMMUNIZATIONS 0.0000 0.0000 0.0000 1
324
  LABS 0.0000 0.0000 0.0000 1
325
- MEDICATIONS 0.6250 0.7143 0.6667 7
326
- OTHER_HISTORY 0.0000 0.0000 0.0000 1
327
- PASTMEDICALHX 0.5000 1.0000 0.6667 4
328
- PASTSURGICAL 1.0000 1.0000 1.0000 8
329
- PLAN 0.0000 0.0000 0.0000 3
330
  PROCEDURES 0.0000 0.0000 0.0000 1
331
- ROS 1.0000 0.1818 0.3077 11
332
 
333
- accuracy 0.6300 100
334
- macro avg 0.3013 0.2798 0.2589 100
335
- weighted avg 0.6269 0.6300 0.5777 100
336
- |
337
- | 0.0947 | 10.0 | 1720 | 0.5247 | precision recall f1-score support
338
 
339
- ALLERGY 1.0000 0.2500 0.4000 4
340
- ASSESSMENT 0.0000 0.0000 0.0000 4
341
- CC 0.4286 0.7500 0.5455 4
342
  DIAGNOSIS 0.0000 0.0000 0.0000 1
343
- DISPOSITION 0.0000 0.0000 0.0000 2
344
- EDCOURSE 0.0000 0.0000 0.0000 3
345
- EXAM 1.0000 1.0000 1.0000 1
346
- FAM/SOCHX 0.8400 0.9545 0.8936 22
347
- GENHX 0.7308 0.9500 0.8261 20
348
  GYNHX 0.0000 0.0000 0.0000 1
349
  IMAGING 0.0000 0.0000 0.0000 1
350
  IMMUNIZATIONS 0.0000 0.0000 0.0000 1
351
  LABS 0.0000 0.0000 0.0000 1
352
- MEDICATIONS 0.6250 0.7143 0.6667 7
353
- OTHER_HISTORY 0.0000 0.0000 0.0000 1
354
- PASTMEDICALHX 0.4000 1.0000 0.5714 4
355
- PASTSURGICAL 1.0000 1.0000 1.0000 8
356
- PLAN 0.0000 0.0000 0.0000 3
357
  PROCEDURES 0.0000 0.0000 0.0000 1
358
- ROS 0.6667 0.1818 0.2857 11
359
- thoughts 0.0000 0.0000 0.0000 0
360
-
361
- accuracy 0.6400 100
362
- macro avg 0.3186 0.3238 0.2947 100
363
- weighted avg 0.6112 0.6400 0.5906 100
364
- |
365
- | 0.0947 | 11.0 | 1892 | 0.5280 | precision recall f1-score support
366
-
367
- ALLERGY 0.6667 0.5000 0.5714 4
368
- ASSESSMENT 0.0000 0.0000 0.0000 4
369
- CC 0.4000 0.5000 0.4444 4
370
  DIAGNOSIS 0.0000 0.0000 0.0000 1
371
- DISPOSITION 0.0000 0.0000 0.0000 2
372
- EDCOURSE 0.0000 0.0000 0.0000 3
373
- EXAM 1.0000 1.0000 1.0000 1
374
- FAM/SOCHX 0.9167 1.0000 0.9565 22
375
- GENHX 0.5758 0.9500 0.7170 20
376
  GYNHX 0.0000 0.0000 0.0000 1
377
  IMAGING 0.0000 0.0000 0.0000 1
378
  IMMUNIZATIONS 0.0000 0.0000 0.0000 1
379
  LABS 0.0000 0.0000 0.0000 1
380
- MEDICATIONS 0.7143 0.7143 0.7143 7
381
- OTHER_HISTORY 0.0000 0.0000 0.0000 1
382
- PASTMEDICALHX 0.5714 1.0000 0.7273 4
383
- PASTSURGICAL 1.0000 1.0000 1.0000 8
384
- PLAN 0.0000 0.0000 0.0000 3
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
385
  PROCEDURES 0.0000 0.0000 0.0000 1
386
- ROS 0.6667 0.1818 0.2857 11
387
 
388
- accuracy 0.6500 100
389
- macro avg 0.3256 0.3423 0.3208 100
390
- weighted avg 0.5957 0.6500 0.5950 100
391
- |
392
- | 0.0587 | 12.0 | 2064 | 0.5994 | precision recall f1-score support
393
 
394
- ALLERGY 1.0000 0.5000 0.6667 4
395
- ASSESSMENT 0.0000 0.0000 0.0000 4
396
- CC 0.5714 1.0000 0.7273 4
397
  DIAGNOSIS 0.0000 0.0000 0.0000 1
398
- DISPOSITION 0.0000 0.0000 0.0000 2
399
- EDCOURSE 0.0000 0.0000 0.0000 3
400
- EXAM 1.0000 1.0000 1.0000 1
401
- FAM/SOCHX 0.8462 1.0000 0.9167 22
402
- GENHX 0.6667 1.0000 0.8000 20
403
  GYNHX 0.0000 0.0000 0.0000 1
404
  IMAGING 0.0000 0.0000 0.0000 1
405
- IMMUNIZATIONS 0.0000 0.0000 0.0000 1
406
  LABS 0.0000 0.0000 0.0000 1
407
- MEDICATIONS 0.7143 0.7143 0.7143 7
408
- OTHER_HISTORY 0.0000 0.0000 0.0000 1
409
- PASTMEDICALHX 0.5000 1.0000 0.6667 4
410
- PASTSURGICAL 1.0000 1.0000 1.0000 8
411
- PLAN 0.0000 0.0000 0.0000 3
412
  PROCEDURES 0.0000 0.0000 0.0000 1
413
- ROS 1.0000 0.1818 0.3077 11
414
- thoughts 0.0000 0.0000 0.0000 0
415
-
416
- accuracy 0.6800 100
417
- macro avg 0.3475 0.3522 0.3238 100
418
- weighted avg 0.6523 0.6800 0.6179 100
419
- |
420
- | 0.0587 | 13.0 | 2236 | 0.5773 | precision recall f1-score support
421
-
422
- ALLERGY 1.0000 0.2500 0.4000 4
423
- ASSESSMENT 0.0000 0.0000 0.0000 4
424
- CC 0.5000 1.0000 0.6667 4
425
  DIAGNOSIS 0.0000 0.0000 0.0000 1
426
- DISPOSITION 0.0000 0.0000 0.0000 2
427
- EDCOURSE 0.0000 0.0000 0.0000 3
428
- EXAM 1.0000 1.0000 1.0000 1
429
- FAM/SOCHX 0.8462 1.0000 0.9167 22
430
- GENHX 0.6786 0.9500 0.7917 20
431
  GYNHX 0.0000 0.0000 0.0000 1
432
  IMAGING 0.0000 0.0000 0.0000 1
433
- IMMUNIZATIONS 0.0000 0.0000 0.0000 1
434
  LABS 0.0000 0.0000 0.0000 1
435
- MEDICATIONS 0.6250 0.7143 0.6667 7
436
- OTHER_HISTORY 0.0000 0.0000 0.0000 1
437
- PASTMEDICALHX 0.5714 1.0000 0.7273 4
438
- PASTSURGICAL 1.0000 1.0000 1.0000 8
439
- PLAN 0.0000 0.0000 0.0000 3
440
  PROCEDURES 0.0000 0.0000 0.0000 1
441
- ROS 1.0000 0.1818 0.3077 11
442
- thoughts 0.0000 0.0000 0.0000 0
443
-
444
- accuracy 0.6600 100
445
- macro avg 0.3439 0.3379 0.3084 100
446
- weighted avg 0.6485 0.6600 0.6023 100
447
- |
448
- | 0.0587 | 14.0 | 2408 | 0.6098 | precision recall f1-score support
449
-
450
- ALLERGY 1.0000 0.2500 0.4000 4
451
- ASSESSMENT 0.0000 0.0000 0.0000 4
452
- CC 0.4000 1.0000 0.5714 4
453
  DIAGNOSIS 0.0000 0.0000 0.0000 1
454
- DISPOSITION 0.0000 0.0000 0.0000 2
455
- EDCOURSE 0.0000 0.0000 0.0000 3
456
- EXAM 1.0000 1.0000 1.0000 1
457
- FAM/SOCHX 0.8400 0.9545 0.8936 22
458
- GENHX 0.6429 0.9000 0.7500 20
459
  GYNHX 0.0000 0.0000 0.0000 1
460
  IMAGING 0.0000 0.0000 0.0000 1
461
- IMMUNIZATIONS 0.0000 0.0000 0.0000 1
462
  LABS 0.0000 0.0000 0.0000 1
463
- MEDICATIONS 0.6250 0.7143 0.6667 7
464
- OTHER_HISTORY 0.0000 0.0000 0.0000 1
465
- PASTMEDICALHX 0.5000 1.0000 0.6667 4
466
- PASTSURGICAL 1.0000 1.0000 1.0000 8
467
- PLAN 0.0000 0.0000 0.0000 3
468
  PROCEDURES 0.0000 0.0000 0.0000 1
469
- ROS 1.0000 0.1818 0.3077 11
470
 
471
- accuracy 0.6400 100
472
- macro avg 0.3504 0.3500 0.3128 100
473
- weighted avg 0.6331 0.6400 0.5826 100
474
- |
475
- | 0.0418 | 15.0 | 2580 | 0.6052 | precision recall f1-score support
476
 
477
- ALLERGY 1.0000 0.2500 0.4000 4
478
- ASSESSMENT 0.0000 0.0000 0.0000 4
479
- CC 0.3636 1.0000 0.5333 4
480
  DIAGNOSIS 0.0000 0.0000 0.0000 1
481
- DISPOSITION 0.0000 0.0000 0.0000 2
482
- EDCOURSE 0.0000 0.0000 0.0000 3
483
- EXAM 1.0000 1.0000 1.0000 1
484
- FAM/SOCHX 0.8148 1.0000 0.8980 22
485
- GENHX 0.6923 0.9000 0.7826 20
486
  GYNHX 0.0000 0.0000 0.0000 1
487
  IMAGING 0.0000 0.0000 0.0000 1
488
- IMMUNIZATIONS 0.0000 0.0000 0.0000 1
489
  LABS 0.0000 0.0000 0.0000 1
490
- MEDICATIONS 0.6250 0.7143 0.6667 7
491
- OTHER_HISTORY 0.0000 0.0000 0.0000 1
492
- PASTMEDICALHX 0.5714 1.0000 0.7273 4
493
- PASTSURGICAL 1.0000 1.0000 1.0000 8
494
- PLAN 0.0000 0.0000 0.0000 3
495
  PROCEDURES 0.0000 0.0000 0.0000 1
496
- ROS 1.0000 0.1818 0.3077 11
497
 
498
- accuracy 0.6500 100
499
- macro avg 0.3534 0.3523 0.3158 100
500
- weighted avg 0.6389 0.6500 0.5910 100
501
- |
502
- | 0.0418 | 16.0 | 2752 | 0.5896 | precision recall f1-score support
503
 
504
- ALLERGY 1.0000 0.2500 0.4000 4
505
- ASSESSMENT 0.0000 0.0000 0.0000 4
506
- CC 0.2727 0.7500 0.4000 4
507
  DIAGNOSIS 0.0000 0.0000 0.0000 1
508
- DISPOSITION 0.0000 0.0000 0.0000 2
509
- EDCOURSE 0.0000 0.0000 0.0000 3
510
- EXAM 1.0000 1.0000 1.0000 1
511
- FAM/SOCHX 0.8400 0.9545 0.8936 22
512
- GENHX 0.6923 0.9000 0.7826 20
513
  GYNHX 0.0000 0.0000 0.0000 1
514
  IMAGING 0.0000 0.0000 0.0000 1
515
- IMMUNIZATIONS 0.0000 0.0000 0.0000 1
516
  LABS 0.0000 0.0000 0.0000 1
517
- MEDICATIONS 0.6250 0.7143 0.6667 7
518
- OTHER_HISTORY 0.0000 0.0000 0.0000 1
519
- PASTMEDICALHX 0.5000 1.0000 0.6667 4
520
- PASTSURGICAL 1.0000 1.0000 1.0000 8
521
- PLAN 0.0000 0.0000 0.0000 3
522
  PROCEDURES 0.0000 0.0000 0.0000 1
523
- ROS 0.6667 0.1818 0.2857 11
524
 
525
- accuracy 0.6300 100
526
- macro avg 0.3298 0.3375 0.3048 100
527
- weighted avg 0.6013 0.6300 0.5799 100
528
- |
529
- | 0.0418 | 17.0 | 2924 | 0.6175 | precision recall f1-score support
530
 
531
- ALLERGY 1.0000 0.5000 0.6667 4
532
- ASSESSMENT 0.0000 0.0000 0.0000 4
533
- CC 0.3750 0.7500 0.5000 4
534
  DIAGNOSIS 0.0000 0.0000 0.0000 1
535
- DISPOSITION 0.0000 0.0000 0.0000 2
536
- EDCOURSE 0.0000 0.0000 0.0000 3
537
- EXAM 1.0000 1.0000 1.0000 1
538
- FAM/SOCHX 0.8400 0.9545 0.8936 22
539
- GENHX 0.6552 0.9500 0.7755 20
540
  GYNHX 0.0000 0.0000 0.0000 1
541
  IMAGING 0.0000 0.0000 0.0000 1
542
- IMMUNIZATIONS 0.0000 0.0000 0.0000 1
543
  LABS 0.0000 0.0000 0.0000 1
544
- MEDICATIONS 0.7143 0.7143 0.7143 7
545
- OTHER_HISTORY 0.0000 0.0000 0.0000 1
546
- PASTMEDICALHX 0.5000 1.0000 0.6667 4
547
- PASTSURGICAL 1.0000 1.0000 1.0000 8
548
- PLAN 0.0000 0.0000 0.0000 3
549
  PROCEDURES 0.0000 0.0000 0.0000 1
550
- ROS 0.6667 0.1818 0.2857 11
551
 
552
- accuracy 0.6500 100
553
- macro avg 0.3376 0.3525 0.3251 100
554
- weighted avg 0.6042 0.6500 0.5965 100
555
- |
556
- | 0.0289 | 18.0 | 3096 | 0.6305 | precision recall f1-score support
557
 
558
- ALLERGY 1.0000 0.5000 0.6667 4
559
- ASSESSMENT 0.0000 0.0000 0.0000 4
560
- CC 0.3636 1.0000 0.5333 4
561
  DIAGNOSIS 0.0000 0.0000 0.0000 1
562
- DISPOSITION 0.0000 0.0000 0.0000 2
563
- EDCOURSE 0.0000 0.0000 0.0000 3
564
- EXAM 1.0000 1.0000 1.0000 1
565
- FAM/SOCHX 0.8148 1.0000 0.8980 22
566
- GENHX 0.6923 0.9000 0.7826 20
567
  GYNHX 0.0000 0.0000 0.0000 1
568
  IMAGING 0.0000 0.0000 0.0000 1
569
- IMMUNIZATIONS 0.0000 0.0000 0.0000 1
 
570
  LABS 0.0000 0.0000 0.0000 1
571
- MEDICATIONS 0.7143 0.7143 0.7143 7
572
- OTHER_HISTORY 0.0000 0.0000 0.0000 1
573
- PASTMEDICALHX 0.5714 1.0000 0.7273 4
574
- PASTSURGICAL 1.0000 1.0000 1.0000 8
575
- PLAN 0.0000 0.0000 0.0000 3
576
  PROCEDURES 0.0000 0.0000 0.0000 1
577
- ROS 1.0000 0.1818 0.3077 11
578
 
579
- accuracy 0.6600 100
580
- macro avg 0.3578 0.3648 0.3315 100
581
- weighted avg 0.6451 0.6600 0.6050 100
582
- |
583
- | 0.0289 | 19.0 | 3268 | 0.6326 | precision recall f1-score support
584
 
585
- ALLERGY 1.0000 0.5000 0.6667 4
586
- ASSESSMENT 0.0000 0.0000 0.0000 4
587
- CC 0.3000 0.7500 0.4286 4
588
  DIAGNOSIS 0.0000 0.0000 0.0000 1
589
- DISPOSITION 0.0000 0.0000 0.0000 2
590
- EDCOURSE 0.0000 0.0000 0.0000 3
591
- EXAM 1.0000 1.0000 1.0000 1
592
- FAM/SOCHX 0.8148 1.0000 0.8980 22
593
- GENHX 0.6923 0.9000 0.7826 20
594
  GYNHX 0.0000 0.0000 0.0000 1
595
  IMAGING 0.0000 0.0000 0.0000 1
596
- IMMUNIZATIONS 0.0000 0.0000 0.0000 1
 
597
  LABS 0.0000 0.0000 0.0000 1
598
- MEDICATIONS 0.7143 0.7143 0.7143 7
599
- OTHER_HISTORY 0.0000 0.0000 0.0000 1
600
- PASTMEDICALHX 0.5714 1.0000 0.7273 4
601
- PASTSURGICAL 1.0000 1.0000 1.0000 8
602
- PLAN 0.0000 0.0000 0.0000 3
603
  PROCEDURES 0.0000 0.0000 0.0000 1
604
- ROS 0.6667 0.1818 0.2857 11
605
 
606
- accuracy 0.6500 100
607
- macro avg 0.3380 0.3523 0.3252 100
608
- weighted avg 0.6059 0.6500 0.5984 100
609
- |
610
- | 0.0289 | 20.0 | 3440 | 0.6387 | precision recall f1-score support
611
 
612
- ALLERGY 1.0000 0.5000 0.6667 4
613
- ASSESSMENT 0.0000 0.0000 0.0000 4
614
- CC 0.3000 0.7500 0.4286 4
615
  DIAGNOSIS 0.0000 0.0000 0.0000 1
616
- DISPOSITION 0.0000 0.0000 0.0000 2
617
- EDCOURSE 0.0000 0.0000 0.0000 3
618
- EXAM 1.0000 1.0000 1.0000 1
619
- FAM/SOCHX 0.8148 1.0000 0.8980 22
620
- GENHX 0.6923 0.9000 0.7826 20
621
  GYNHX 0.0000 0.0000 0.0000 1
622
  IMAGING 0.0000 0.0000 0.0000 1
623
- IMMUNIZATIONS 0.0000 0.0000 0.0000 1
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
624
  LABS 0.0000 0.0000 0.0000 1
625
- MEDICATIONS 0.7143 0.7143 0.7143 7
626
- OTHER_HISTORY 0.0000 0.0000 0.0000 1
627
- PASTMEDICALHX 0.5714 1.0000 0.7273 4
628
- PASTSURGICAL 1.0000 1.0000 1.0000 8
629
- PLAN 0.0000 0.0000 0.0000 3
630
  PROCEDURES 0.0000 0.0000 0.0000 1
631
- ROS 0.6667 0.1818 0.2857 11
632
 
633
- accuracy 0.6500 100
634
- macro avg 0.3380 0.3523 0.3252 100
635
- weighted avg 0.6059 0.6500 0.5984 100
636
- |
637
 
638
 
639
  ### Framework versions
 
15
 
16
  This model is a fine-tuned version of [google/flan-t5-small](https://huggingface.co/google/flan-t5-small) on an unknown dataset.
17
  It achieves the following results on the evaluation set:
18
+ - Loss: 0.5235
19
  - Classification Report: precision recall f1-score support
20
 
21
+ ALLERGY 0.9167 0.9167 0.9167 12
22
+ ASSESSMENT 0.5000 0.0909 0.1538 11
23
+ CC 0.2400 0.5455 0.3333 11
24
  DIAGNOSIS 0.0000 0.0000 0.0000 1
25
+ DISPOSITION 0.0000 0.0000 0.0000 1
26
+ EDCOURSE 0.0000 0.0000 0.0000 4
27
+ EXAM 0.5000 0.2000 0.2857 5
28
+ FAM/SOCHX 0.8723 0.9111 0.8913 45
29
+ GENHX 0.6866 0.8679 0.7667 53
30
  GYNHX 0.0000 0.0000 0.0000 1
31
  IMAGING 0.0000 0.0000 0.0000 1
32
+ IMMUNIZATIONS 0.3333 1.0000 0.5000 1
33
  LABS 0.0000 0.0000 0.0000 1
34
+ MEDICATIONS 0.7692 1.0000 0.8696 10
35
+ OTHER_HISTORY 0.0000 0.0000 0.0000 3
36
+ PASTMEDICALHX 0.7273 0.5714 0.6400 14
37
+ PASTSURGICAL 0.7778 1.0000 0.8750 7
38
+ PLAN 0.0000 0.0000 0.0000 1
39
  PROCEDURES 0.0000 0.0000 0.0000 1
40
+ ROS 0.6000 0.1765 0.2727 17
41
 
42
+ accuracy 0.6750 200
43
+ macro avg 0.3462 0.3640 0.3252 200
44
+ weighted avg 0.6557 0.6750 0.6372 200
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 | 0.5962 | precision recall f1-score support
77
 
78
+ ALLERGY 0.6471 0.9167 0.7586 12
79
+ ASSESSMENT 0.1429 0.0909 0.1111 11
80
+ CC 0.0000 0.0000 0.0000 11
 
81
  DIAGNOSIS 0.0000 0.0000 0.0000 1
82
+ DISPOSITION 0.0000 0.0000 0.0000 1
83
+ EDCOURSE 0.0000 0.0000 0.0000 4
84
+ EXAM 0.0000 0.0000 0.0000 5
85
+ FAM/SOCHX 0.7556 0.7556 0.7556 45
86
+ GENHX 0.5000 0.8113 0.6187 53
87
  GYNHX 0.0000 0.0000 0.0000 1
 
88
  IMAGING 0.0000 0.0000 0.0000 1
89
+ IMMUNIS 0.0000 0.0000 0.0000 0
90
  IMMUNITIVES 0.0000 0.0000 0.0000 0
91
  IMMUNIZATIONS 0.0000 0.0000 0.0000 1
 
92
  LABS 0.0000 0.0000 0.0000 1
93
+ MEDICATIONS 0.6667 0.4000 0.5000 10
94
+ OTHER_HISTORY 0.0000 0.0000 0.0000 3
95
+ PASTMEDICALHX 0.2500 0.0714 0.1111 14
96
+ PASTSURGICAL 0.1739 0.5714 0.2667 7
97
+ PLAN 0.0000 0.0000 0.0000 1
98
  PROCEDURES 0.0000 0.0000 0.0000 1
99
+ Prevacid 0.0000 0.0000 0.0000 0
100
+ Psychiatric 0.0000 0.0000 0.0000 0
101
+ ROS 0.0000 0.0000 0.0000 17
102
+ Travel 0.0000 0.0000 0.0000 0
103
+ X 0.0000 0.0000 0.0000 0
104
+
105
+ accuracy 0.4900 200
106
+ macro avg 0.1206 0.1391 0.1201 200
107
+ weighted avg 0.4061 0.4900 0.4277 200
108
+ |
109
+ | No log | 2.0 | 344 | 0.4113 | precision recall f1-score support
110
+
111
+ ALLERGY 0.7857 0.9167 0.8462 12
112
+ ASSESSMENT 1.0000 0.0909 0.1667 11
113
+ CC 0.0000 0.0000 0.0000 11
114
  DIAGNOSIS 0.0000 0.0000 0.0000 1
115
+ DISPOSITION 0.0000 0.0000 0.0000 1
116
+ EDCOURSE 0.0000 0.0000 0.0000 4
117
+ EXAM 0.0000 0.0000 0.0000 5
118
+ FAM/SOCHX 0.8444 0.8444 0.8444 45
119
+ GENHX 0.4706 0.9057 0.6194 53
120
  GYNHX 0.0000 0.0000 0.0000 1
121
  IMAGING 0.0000 0.0000 0.0000 1
122
  IMMUNIZATIONS 0.0000 0.0000 0.0000 1
123
  LABS 0.0000 0.0000 0.0000 1
124
+ MEDICATIONS 0.6667 0.8000 0.7273 10
125
+ OTHER_HISTORY 0.0000 0.0000 0.0000 3
126
+ PASTMEDICALHX 0.4545 0.3571 0.4000 14
127
+ PASTSURGICAL 0.6364 1.0000 0.7778 7
128
+ PLAN 0.0000 0.0000 0.0000 1
129
  PROCEDURES 0.0000 0.0000 0.0000 1
130
+ ROS 0.0000 0.0000 0.0000 17
131
+
132
+ accuracy 0.5900 200
133
+ macro avg 0.2429 0.2457 0.2191 200
134
+ weighted avg 0.5043 0.5900 0.5057 200
135
+ |
136
+ | 0.6004 | 3.0 | 516 | 0.3643 | precision recall f1-score support
137
+
138
+ ALLERGY 0.8462 0.9167 0.8800 12
139
+ ASSESSMENT 0.0000 0.0000 0.0000 11
140
+ CC 0.2000 0.3636 0.2581 11
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
141
  DIAGNOSIS 0.0000 0.0000 0.0000 1
142
+ DISPOSITION 0.2500 1.0000 0.4000 1
143
+ EDCOURSE 0.0000 0.0000 0.0000 4
144
+ EXAM 1.0000 0.2000 0.3333 5
145
+ FAM/SOCHX 0.8936 0.9333 0.9130 45
146
+ GENHX 0.6618 0.8491 0.7438 53
147
  GYNHX 0.0000 0.0000 0.0000 1
148
  IMAGING 0.0000 0.0000 0.0000 1
149
+ IMMUNIZATIONS 0.0000 0.0000 0.0000 1
150
  LABS 0.0000 0.0000 0.0000 1
151
+ MEDICATIONS 0.8000 0.8000 0.8000 10
152
+ Medicine 0.0000 0.0000 0.0000 0
153
+ OTHER_HISTORY 0.0000 0.0000 0.0000 3
154
+ PASTMEDICALHX 0.4211 0.5714 0.4848 14
155
+ PASTSURGICAL 0.6364 1.0000 0.7778 7
156
+ PLAN 0.0000 0.0000 0.0000 1
157
  PROCEDURES 0.0000 0.0000 0.0000 1
158
+ ROS 0.0000 0.0000 0.0000 17
159
 
160
+ accuracy 0.6350 200
161
+ macro avg 0.2719 0.3159 0.2662 200
162
+ weighted avg 0.5562 0.6350 0.5810 200
163
+ |
164
+ | 0.6004 | 4.0 | 688 | 0.3429 | precision recall f1-score support
165
 
166
+ ALLERGY 1.0000 0.9167 0.9565 12
167
+ ASSESSMENT 0.0000 0.0000 0.0000 11
168
+ CC 0.5000 0.1818 0.2667 11
169
  DIAGNOSIS 0.0000 0.0000 0.0000 1
170
+ DISPOSITION 0.1250 1.0000 0.2222 1
171
+ EDCOURSE 0.0000 0.0000 0.0000 4
172
+ EXAM 1.0000 0.2000 0.3333 5
173
+ FAM/SOCHX 0.8750 0.9333 0.9032 45
174
+ GENHX 0.5897 0.8679 0.7023 53
175
  GYNHX 0.0000 0.0000 0.0000 1
176
  IMAGING 0.0000 0.0000 0.0000 1
177
  IMMUNIZATIONS 0.0000 0.0000 0.0000 1
178
+ Intra-Algeria 0.0000 0.0000 0.0000 0
179
  LABS 0.0000 0.0000 0.0000 1
180
+ MEDICATIONS 0.8333 1.0000 0.9091 10
181
+ OTHER_HISTORY 0.0000 0.0000 0.0000 3
182
+ PASTMEDICALHX 0.5294 0.6429 0.5806 14
183
+ PASTSURGICAL 0.8750 1.0000 0.9333 7
184
+ PLAN 0.0000 0.0000 0.0000 1
185
  PROCEDURES 0.0000 0.0000 0.0000 1
186
+ ROS 0.8000 0.2353 0.3636 17
187
 
188
+ accuracy 0.6650 200
189
+ macro avg 0.3394 0.3323 0.2939 200
190
+ weighted avg 0.6436 0.6650 0.6205 200
191
+ |
192
+ | 0.6004 | 5.0 | 860 | 0.3425 | precision recall f1-score support
193
 
194
+ ALLERGY 1.0000 0.9167 0.9565 12
195
+ ASSESSMENT 0.2000 0.0909 0.1250 11
196
+ CC 0.2632 0.4545 0.3333 11
197
  DIAGNOSIS 0.0000 0.0000 0.0000 1
198
+ DISPOSITION 0.1000 1.0000 0.1818 1
199
+ EDCOURSE 0.0000 0.0000 0.0000 4
200
+ EXAM 0.5000 0.4000 0.4444 5
201
+ FAM/SOCHX 0.8776 0.9556 0.9149 45
202
+ GENHX 0.7258 0.8491 0.7826 53
203
  GYNHX 0.0000 0.0000 0.0000 1
204
  IMAGING 0.0000 0.0000 0.0000 1
205
  IMMUNIZATIONS 0.0000 0.0000 0.0000 1
206
  LABS 0.0000 0.0000 0.0000 1
207
+ MEDICATIONS 0.8333 1.0000 0.9091 10
208
+ OTHER_HISTORY 0.0000 0.0000 0.0000 3
209
+ PASTMEDICALHX 0.6000 0.6429 0.6207 14
210
+ PASTSURGICAL 0.8750 1.0000 0.9333 7
211
+ PLAN 0.0000 0.0000 0.0000 1
212
  PROCEDURES 0.0000 0.0000 0.0000 1
213
+ ROS 0.7500 0.1765 0.2857 17
214
 
215
+ accuracy 0.6850 200
216
+ macro avg 0.3362 0.3743 0.3244 200
217
+ weighted avg 0.6663 0.6850 0.6537 200
218
+ |
219
+ | 0.1554 | 6.0 | 1032 | 0.3941 | precision recall f1-score support
220
 
221
+ ALLERGY 1.0000 0.9167 0.9565 12
222
+ ASSESSMENT 0.2500 0.0909 0.1333 11
223
+ CC 0.0000 0.0000 0.0000 11
224
  DIAGNOSIS 0.0000 0.0000 0.0000 1
225
+ DISPOSITION 0.0000 0.0000 0.0000 1
226
+ EDCOURSE 0.0000 0.0000 0.0000 4
227
+ EXAM 0.0000 0.0000 0.0000 5
228
+ FAM/SOCHX 0.8936 0.9333 0.9130 45
229
+ GENHX 0.5341 0.8868 0.6667 53
230
  GYNHX 0.0000 0.0000 0.0000 1
231
  IMAGING 0.0000 0.0000 0.0000 1
232
  IMMUNIZATIONS 0.0000 0.0000 0.0000 1
233
  LABS 0.0000 0.0000 0.0000 1
234
+ MEDICATIONS 0.8333 1.0000 0.9091 10
235
+ OTHER_HISTORY 0.0000 0.0000 0.0000 3
236
+ PASTMEDICALHX 0.5000 0.7143 0.5882 14
237
+ PASTSURGICAL 1.0000 0.8571 0.9231 7
238
+ PLAN 0.0000 0.0000 0.0000 1
239
  PROCEDURES 0.0000 0.0000 0.0000 1
240
+ ROS 0.6000 0.1765 0.2727 17
241
+
242
+ accuracy 0.6500 200
243
+ macro avg 0.2806 0.2788 0.2681 200
244
+ weighted avg 0.5790 0.6500 0.5889 200
245
+ |
246
+ | 0.1554 | 7.0 | 1204 | 0.4004 | precision recall f1-score support
247
+
248
+ ALLERGY 1.0000 0.9167 0.9565 12
249
+ ASSESSMENT 0.3333 0.0909 0.1429 11
250
+ CC 0.3333 0.2727 0.3000 11
 
251
  DIAGNOSIS 0.0000 0.0000 0.0000 1
252
+ DISPOSITION 0.1250 1.0000 0.2222 1
253
+ EDCOURSE 0.0000 0.0000 0.0000 4
254
+ EXAM 1.0000 0.2000 0.3333 5
255
+ FAM/SOCHX 0.8667 0.8667 0.8667 45
256
+ GENHX 0.6081 0.8491 0.7087 53
257
  GYNHX 0.0000 0.0000 0.0000 1
258
  IMAGING 0.0000 0.0000 0.0000 1
259
  IMMUNIZATIONS 0.0000 0.0000 0.0000 1
260
  LABS 0.0000 0.0000 0.0000 1
261
+ MEDICATIONS 0.8333 1.0000 0.9091 10
262
+ OTHER_HISTORY 0.0000 0.0000 0.0000 3
263
+ PASTMEDICALHX 0.5238 0.7857 0.6286 14
264
+ PASTSURGICAL 0.8571 0.8571 0.8571 7
265
+ PLAN 0.0000 0.0000 0.0000 1
266
+ PROCEDURES 0.0000 0.0000 0.0000 1
267
+ ROS 0.6667 0.1176 0.2000 17
268
+ X 0.0000 0.0000 0.0000 0
269
+
270
+ accuracy 0.6500 200
271
+ macro avg 0.3404 0.3313 0.2917 200
272
+ weighted avg 0.6434 0.6500 0.6104 200
273
+ |
274
+ | 0.1554 | 8.0 | 1376 | 0.3968 | precision recall f1-score support
275
+
276
+ ALLERGY 1.0000 0.9167 0.9565 12
277
+ ASSESSMENT 0.0000 0.0000 0.0000 11
278
+ CC 0.3000 0.2727 0.2857 11
279
+ DIAGNOSIS 0.0000 0.0000 0.0000 1
280
+ DISPOSITION 0.1667 1.0000 0.2857 1
281
+ EDCOURSE 0.0000 0.0000 0.0000 4
282
+ EXAM 0.5000 0.2000 0.2857 5
283
+ FAM/SOCHX 0.8723 0.9111 0.8913 45
284
+ G I 0.0000 0.0000 0.0000 0
285
+ GENHX 0.5897 0.8679 0.7023 53
286
+ GYNHX 0.0000 0.0000 0.0000 1
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+ weighted avg 0.6134 0.6600 0.6144 200
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+ weighted avg 0.6258 0.6600 0.6181 200
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+ weighted avg 0.6498 0.6700 0.6274 200
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+ |
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+ |
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