{"id":"W3011240998","doi":"10.1007/s12094-020-02329-3","title":"Subtype-specific risk factors for postmenopausal breast cancer: findings from the PLCO trial","year":2020,"lang":"en","type":"article","venue":"Clinical & Translational Oncology","topic":"Cancer Risks and Factors","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Alberta Biodiversity Monitoring Institute","funders":"","keywords":"Medicine; Breast cancer; Oncology; Internal medicine; Cancer; Gynecology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003559908,0.000190083,0.000644548,0.0000213063,0.000158108,0.00001615416,0.0001758167,0.0003317131,0.001505193],"category_scores_gemma":[0.0002446,0.0001245228,0.000411092,0.0001418677,0.0002603595,0.00005624408,0.00001664173,0.0006222767,0.00003984953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008250563,"about_ca_system_score_gemma":0.0006687274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004175842,"about_ca_topic_score_gemma":0.0002742388,"domain_scores_codex":[0.9980565,0.0001523728,0.0008064855,0.000471493,0.0002532141,0.0002599727],"domain_scores_gemma":[0.9942205,0.005003755,0.0002008215,0.00016533,0.0001170899,0.0002925309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.18096,0.0008244038,0.7220887,0.00001529437,0.0007296233,0.00001334223,0.001738317,0.00006776932,0.0004540624,0.001004042,0.03571848,0.05638601],"study_design_scores_gemma":[0.03735128,0.002726782,0.6476371,0.00001064952,0.0003708821,0.000002576305,0.00007712378,0.0002398894,0.000020588,0.0004443262,0.3109876,0.0001312371],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9204499,0.0005798039,0.0008083447,0.07191417,0.001608497,0.001196585,0.003241993,0.00005190271,0.0001487817],"genre_scores_gemma":[0.9893246,0.0007868171,0.0004077861,0.004358084,0.004517283,0.00007038918,0.000470404,0.00003142973,0.00003321062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2752691,"threshold_uncertainty_score":0.9994076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1483998277028694,"score_gpt":0.4233356560632704,"score_spread":0.274935828360401,"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."}}