{"id":"W2794460351","doi":"10.1186/s12885-018-4242-8","title":"Characteristics and outcome of the COEUR Canadian validation cohort for ovarian cancer biomarkers","year":2018,"lang":"en","type":"article","venue":"BMC Cancer","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":135,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Ottawa Hospital; University of Manitoba; University of Calgary; Vancouver General Hospital; University of British Columbia; Jewish General Hospital; Ontario Institute for Cancer Research; Université de Sherbrooke; University of Toronto; Centre hospitalier universitaire de Québec; BC Cancer Agency; University of Ottawa; McGill University Health Centre; McGill University; Centre Hospitalier de l’Université de Montréal","funders":"Terry Fox Research Institute","keywords":"Surgical oncology; Medicine; Ovarian cancer; Cohort; Oncology; Outcome (game theory); Internal medicine; Gynecology; Cohort study; Cancer","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001219117,0.0001077061,0.0002223276,0.00005320368,0.0001035905,0.0000145851,0.00005425076,0.00006051966,0.000362676],"category_scores_gemma":[0.00004980724,0.00007440405,0.0000658169,0.0001217121,0.0001117322,0.00002972949,0.00001499748,0.00003718584,0.000002267139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003522311,"about_ca_system_score_gemma":0.0006260643,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1162521,"about_ca_topic_score_gemma":0.1638558,"domain_scores_codex":[0.9992588,0.00001616735,0.0002137985,0.0002018453,0.000121223,0.000188152],"domain_scores_gemma":[0.9993004,0.00003909547,0.0001160991,0.0002334391,0.0001738404,0.0001371507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008437446,0.00002213894,0.9898318,0.00009491514,0.0001794571,5.767535e-7,0.00008942832,4.041137e-7,0.000122258,0.000193377,0.003375013,0.006006239],"study_design_scores_gemma":[0.001145857,0.00007272194,0.9592357,0.0001254904,0.0004146827,0.000002662164,0.00001383025,0.0001081704,0.002501249,0.00001824507,0.03628262,0.00007879873],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891021,0.0005048569,0.0001048842,0.005599132,0.001388784,0.001425186,0.0009769758,0.0000135825,0.0008845257],"genre_scores_gemma":[0.9969227,0.0002254766,0.0003431115,0.0008633996,0.0004354624,0.0004052564,0.0000238216,0.0000199572,0.0007607794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04760374,"threshold_uncertainty_score":0.8896329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04242073023013328,"score_gpt":0.3299152084129289,"score_spread":0.2874944781827957,"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."}}