{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003935205,0.0001043024,0.0002734229,0.0001809926,0.00005073176,0.00001056458,0.00004485713,0.00005589901,0.0004450375],"category_scores_gemma":[0.00000835944,0.00008589884,0.00007406254,0.0004861958,0.00006260519,0.00003085058,0.00003596733,0.00008850398,0.00003572289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001122266,"about_ca_system_score_gemma":0.0001235118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009037725,"about_ca_topic_score_gemma":0.0003240861,"domain_scores_codex":[0.9993178,0.00001142317,0.0001130666,0.0002589332,0.00008906572,0.0002097297],"domain_scores_gemma":[0.9994426,0.000007588676,0.00002236306,0.0002425849,0.00006722463,0.0002175775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005362772,0.00009878294,0.7691504,0.0001561133,0.001044568,0.0005376122,0.0009056862,0.0001276333,0.1707656,0.0003952604,0.001126011,0.05515599],"study_design_scores_gemma":[0.0008591235,0.0001034209,0.9937775,0.00002044918,0.0007165335,0.0002578153,0.00005720841,0.00001540222,0.003467821,0.0000615736,0.0005699922,0.00009313165],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928828,0.001204271,0.001095199,0.003923939,0.00007237174,0.0001375,0.00002271515,0.00002746499,0.0006337372],"genre_scores_gemma":[0.997381,0.00003235784,0.00111627,0.000947617,0.0001466767,0.00003586652,0.00000517774,0.00001239868,0.0003225807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2246271,"threshold_uncertainty_score":0.4872849,"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."}}