{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001279069,0.0001755457,0.0003441214,0.000127056,0.000079043,0.00001374439,0.00007036717,0.000110653,0.0003395881],"category_scores_gemma":[0.0002698525,0.0001497253,0.00004897813,0.0001994892,0.00007014548,0.00003598909,0.00004590689,0.0001515662,0.0001076865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004288055,"about_ca_system_score_gemma":0.00007851965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000801953,"about_ca_topic_score_gemma":0.00003209588,"domain_scores_codex":[0.9989009,0.00004499964,0.000197389,0.0003809597,0.0001114381,0.0003642789],"domain_scores_gemma":[0.9991256,0.000161431,0.00003434147,0.0003035245,0.00008115853,0.0002939632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005014052,0.0002488659,0.36183,0.00007121955,0.00002647017,0.003024812,0.000498802,0.00001364417,0.2692688,0.0009305843,0.00651205,0.3570733],"study_design_scores_gemma":[0.0008363704,0.0006926333,0.9872071,0.0001043421,0.00009213613,0.005100468,0.00003249621,0.0000141917,0.003580493,0.0002702305,0.001910021,0.0001594834],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985372,0.001698317,0.0003217042,0.01141311,0.0002079671,0.000328949,0.00005896618,0.00007033717,0.0005286192],"genre_scores_gemma":[0.9910572,0.0002884942,0.0007411448,0.00737501,0.0003178952,0.0000572465,0.00001021343,0.00001806034,0.0001347204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6253771,"threshold_uncertainty_score":0.6105621,"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."}}