{"id":"W2012906146","doi":"10.1002/cncr.20524","title":"Ductoscopic cytology and image analysis to detect breast carcinoma","year":2004,"lang":"en","type":"article","venue":"Cancer","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"National Cancer Institute; National Institutes of Health","keywords":"Cytology; Medicine; Malignancy; Atypia; Carcinoma; Aneuploidy; Pathology; Papilloma; Breast carcinoma; Prospective cohort study; Intraductal papilloma; Internal medicine; Breast cancer; Cancer; Biology","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":[0.001336303,0.000440534,0.0003444031,0.001060098,0.0002683513,0.000636076,0.000250795,0.0004397279,0.001514628],"category_scores_gemma":[0.005120174,0.0003073897,0.0001778321,0.0003971813,0.0004286162,0.000552415,0.0004219381,0.0003647274,0.0004967582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002243603,"about_ca_system_score_gemma":0.0003499592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007353244,"about_ca_topic_score_gemma":0.0008851695,"domain_scores_codex":[0.9994045,0.0002243221,0.00006391333,0.0001049235,0.0001380421,0.00006431125],"domain_scores_gemma":[0.997322,0.001172068,0.0005722694,0.0001829063,0.0004406618,0.000310154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000292304,0.00006239497,0.9920232,0.00001897139,0.00002335845,0.0001598544,0.00003468428,0.00004771341,0.002160756,0.000009668158,0.00004105895,0.005126033],"study_design_scores_gemma":[0.00002773705,0.0008049203,0.9882941,0.00002839059,0.00006254618,0.004981549,0.0001572331,0.0014753,0.003723291,0.00004980223,0.0003871658,0.000007913566],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969701,0.0009707691,0.0008374697,0.00003966792,0.000009590924,0.00003948904,0.00005481627,0.00002395255,0.001054014],"genre_scores_gemma":[0.9984388,0.0002053604,0.001110564,0.00002810942,0.00001534103,0.00001235799,0.00005888108,0.000003374934,0.0001272165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001514628,"threshold_uncertainty_score":0.007067144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009982283023378438,"score_gpt":0.2780175883730573,"score_spread":0.2680353053496789,"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."}}