{"id":"W2042986352","doi":"10.1002/dc.21177","title":"Nipple aspirate fluid and ductoscopy to detect breast cancer","year":2009,"lang":"en","type":"article","venue":"Diagnostic Cytopathology","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"National Cancer Institute","keywords":"Medicine; Cytology; Nipple discharge; Breast cancer; Cancer; Papilloma; Intraductal papilloma; Pathology; Positive predicative value; Mammography; Internal medicine; Predictive value","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":[0.001434313,0.0005267725,0.0006232754,0.001216781,0.0002737739,0.0005766634,0.0003776482,0.0004612608,0.0008061882],"category_scores_gemma":[0.005657158,0.0003248388,0.0002756952,0.0004370363,0.0002812865,0.00049131,0.0004191284,0.000408595,0.0004899206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004026174,"about_ca_system_score_gemma":0.0005555043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002169913,"about_ca_topic_score_gemma":0.003115481,"domain_scores_codex":[0.9988949,0.0003318677,0.0001134143,0.0002348084,0.0003054793,0.000119688],"domain_scores_gemma":[0.9979069,0.0007511619,0.0003945559,0.0002320397,0.0003994807,0.0003158091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004567602,0.0001368478,0.9878464,0.00002171422,0.00003826873,0.0003600365,0.00006722355,0.00008938825,0.002777363,0.00001883962,0.00006709354,0.008119938],"study_design_scores_gemma":[0.00004423019,0.001380253,0.9872344,0.00002273709,0.00006239479,0.004140922,0.0001225546,0.001106853,0.004927855,0.00004452292,0.0009007169,0.00001264793],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996282,0.001709339,0.0006061076,0.00003592955,0.00001710589,0.00008269492,0.0002480577,0.00002181731,0.0009969434],"genre_scores_gemma":[0.9977658,0.0003217401,0.001258702,0.00006692959,0.00001666499,0.00003246201,0.0002737202,0.000005347307,0.0002585937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002169913,"threshold_uncertainty_score":0.007585466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01039051243701294,"score_gpt":0.27527607218296,"score_spread":0.2648855597459471,"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."}}