{"id":"W2329400486","doi":"10.1158/1078-0432.ccr-16-0316","title":"A Prospective Evaluation of Early Detection Biomarkers for Ovarian Cancer in the European EPIC Cohort","year":2016,"lang":"en","type":"article","venue":"Clinical Cancer Research","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":105,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Cancer Research","funders":"National Cancer Institute; Instituto de Salud Carlos III; World Cancer Research Fund; Medical Research Council; National Institutes of Health; Institut Gustave-Roussy; Deutsche Krebshilfe; Associazione Italiana per la Ricerca sul Cancro; NordForsk; Hellenic Health Foundation; Stavros Niarchos Foundation; Institut National de la Santé et de la Recherche Médicale; World Health Organization; European Commission; Bundesministerium für Bildung und Forschung; Ligue Contre le Cancer; National Institute for Health and Care Research; Cancer Research UK; Cancerfonden; Fujirebio US; Deutsches Krebsforschungszentrum","keywords":"European Prospective Investigation into Cancer and Nutrition; EPIC; Prospective cohort study; Ovarian cancer; Cohort; Medicine; Cancer; Oncology; Cohort study; Gynecology; Internal medicine","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":[0.01584323,0.00009940608,0.0002767276,0.0001425563,0.00008282897,0.00001918958,0.0001526098,0.00007801937,0.0003133885],"category_scores_gemma":[0.001363942,0.00005238169,0.0001439601,0.0004912114,0.0002456115,0.00006197407,0.0000370405,0.000231083,0.0000144176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007575882,"about_ca_system_score_gemma":0.000718147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00171515,"about_ca_topic_score_gemma":0.003080983,"domain_scores_codex":[0.9961855,0.001570996,0.0004955962,0.0004562648,0.0009745615,0.0003170951],"domain_scores_gemma":[0.997099,0.001299298,0.0001109904,0.0004021859,0.000994029,0.00009451737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009787771,0.0002784497,0.5524002,0.00002789058,0.0002195394,0.000003947921,0.0001937933,0.000001373522,0.0003315835,0.000068659,0.0004410742,0.4450547],"study_design_scores_gemma":[0.007505476,0.001209423,0.9873182,0.0003613744,0.0002216289,0.000001157954,0.00009361104,0.00007604903,0.001329629,0.0009822702,0.0008383244,0.00006288195],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840866,0.0009568324,0.00009644518,0.006607099,0.000306254,0.004347849,0.00007049544,0.00001219985,0.003516214],"genre_scores_gemma":[0.9949238,0.0008683631,0.00003780441,0.00007661412,0.0005320878,0.003419316,0.000002267498,0.00002344764,0.0001162423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4449918,"threshold_uncertainty_score":0.5490978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2989766636547487,"score_gpt":0.5522878446054476,"score_spread":0.2533111809506989,"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."}}