{"id":"W2169491501","doi":"10.1093/jnci/djq101","title":"Biomarker Expression and Risk of Subsequent Tumors After Initial Ductal Carcinoma In Situ Diagnosis","year":2010,"lang":"en","type":"article","venue":"JNCI Journal of the National Cancer Institute","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":349,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"National Cancer Institute","keywords":"Breast cancer; Medicine; Oncology; Ductal carcinoma; Progesterone receptor; Estrogen receptor; Internal medicine; Proportional hazards model; Cancer; Population; Immunohistochemistry; Lumpectomy; Biomarker; Pathology; Mastectomy; 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":[0.0005925578,0.0002193498,0.0003123941,0.0006165775,0.0002175575,0.0005403805,0.000276899,0.0004096901,0.0007070336],"category_scores_gemma":[0.002825448,0.0001774622,0.0003037375,0.0006694685,0.0002154203,0.0001764182,0.000227568,0.0004676132,0.0001644771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003071299,"about_ca_system_score_gemma":0.0002670682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003091858,"about_ca_topic_score_gemma":0.002368458,"domain_scores_codex":[0.9996742,0.00006370576,0.00002684842,0.00009314672,0.00007772931,0.00006440244],"domain_scores_gemma":[0.9979898,0.0003929769,0.001070063,0.0001219188,0.0001997852,0.0002255685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001338819,0.00001349368,0.9984537,0.000005617219,0.00003243001,0.00007029354,0.00002051365,0.00003415962,0.0004739123,0.000007745437,0.00002226687,0.0007319727],"study_design_scores_gemma":[0.000004946325,0.0000927923,0.9987476,0.000002955609,0.00004235223,0.0004375998,0.00003443123,0.0001477871,0.0002957704,0.00002249784,0.0001685853,0.00000270633],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991486,0.0004144721,0.00007159343,0.00002690836,0.000003640155,0.000004467933,0.0001472318,0.000004039472,0.000179075],"genre_scores_gemma":[0.9995203,0.0001068075,0.00007101427,0.000008408239,0.000003823138,0.000004670228,0.0001956128,0.000001160157,0.00008813275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003091858,"threshold_uncertainty_score":0.006147742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0204899775421249,"score_gpt":0.2992597373083975,"score_spread":0.2787697597662726,"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."}}