{"id":"W1995171367","doi":"10.1097/00130404-200401000-00008","title":"Ductoscopic Cytology to Detect Breast Cancer","year":2004,"lang":"es","type":"article","venue":"The Cancer Journal","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec; Université du Québec à Montréal","funders":"National Cancer Institute","keywords":"Intraductal papilloma; Medicine; Papilloma; Ductal carcinoma; Pathology; Atypia; Cytology; Breast cancer; Carcinoma in situ; Nipple discharge; Carcinoma; Hyperplasia; Atypical hyperplasia; Radiology; Cancer; Mammography; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007134764,0.0003999523,0.0003273592,0.001102159,0.0002661412,0.0004971267,0.000295068,0.0003430146,0.002255701],"category_scores_gemma":[0.004187888,0.0002002344,0.0001301487,0.0004203067,0.0003222509,0.0003182237,0.000417171,0.0003140165,0.001012998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002582594,"about_ca_system_score_gemma":0.0002668562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001021766,"about_ca_topic_score_gemma":0.001232647,"domain_scores_codex":[0.9995185,0.0001305145,0.00006081146,0.00009588907,0.0001302837,0.0000640674],"domain_scores_gemma":[0.9978179,0.0006719577,0.0003612411,0.0001868611,0.0006772049,0.0002849178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004526036,0.00008692811,0.9464511,0.0001008044,0.00003766869,0.0005642924,0.00009335572,0.0001087573,0.01587461,0.00003557934,0.0005743623,0.03561989],"study_design_scores_gemma":[0.0000535174,0.001096112,0.9391471,0.0001766757,0.000114213,0.01700059,0.0003212263,0.002704903,0.03400024,0.0001557051,0.005206232,0.00002354524],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808018,0.007890287,0.004491842,0.0002451996,0.00008577888,0.000127786,0.0003583653,0.0002933096,0.005705605],"genre_scores_gemma":[0.9924108,0.001686429,0.004311092,0.0001228034,0.00005257755,0.00003833607,0.0003939556,0.00001801109,0.0009660961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002255701,"threshold_uncertainty_score":0.007546067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01730513003941069,"score_gpt":0.3064753886911322,"score_spread":0.2891702586517215,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}