claimflow-api / ml_training /data_probe.log
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feat: ClaimFlow API demo backend
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{
"sampled": 3000,
"single_modality_counts": {
"CT": 1028,
"ULTRASOUND": 402,
"ANGIOGRAPHY": 203,
"MRI": 502,
"XRAY": 820,
"PET": 18
},
"multi_modality_rows": 0,
"no_modality_match_rows": 27,
"top_30_cuis": [
[
"C0040405",
1028
],
[
"C1306645",
820
],
[
"C0024485",
502
],
[
"C0041618",
402
],
[
"C1999039",
358
],
[
"C0817096",
266
],
[
"C0002978",
203
],
[
"C1996865",
177
],
[
"C0037303",
162
],
[
"C0023216",
94
],
[
"C0000726",
81
],
[
"C0205129",
81
],
[
"C0030797",
72
],
[
"C1140618",
65
],
[
"C0037949",
55
],
[
"nan",
27
],
[
"C0032743",
18
],
[
"C0006141",
3
]
],
"projection": {
"CT": 27341,
"ULTRASOUND": 10692,
"ANGIOGRAPHY": 5399,
"MRI": 13351,
"XRAY": 21809,
"PET": 479
}
}
written: /home/minif/projects/claimflow/backend/ml_training/data/cui_probe.json
verdict: VIABLE (projected per-class: CT=27341 MRI=13351 XRAY=21809; need >=5000 each)