{"id":"W2776239178","doi":"10.1371/journal.pone.0189233","title":"Statin use is associated with improved survival in ovarian cancer: A retrospective population-based study","year":2017,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Cancer, Lipids, and Metabolism","field":"Biochemistry, Genetics and Molecular Biology","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centre for Public Health, Queen's University Belfast; Queen's University; Queen's University Belfast","keywords":"Retrospective cohort study; Medicine; Oncology; Hydroxymethylglutaryl-CoA Reductase Inhibitors; Ovarian cancer; Population; Internal medicine; Statin; Cancer; Bioinformatics; Biology; Environmental health","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001913204,0.0001480841,0.0002975755,0.00003800572,0.0001526881,0.00008176917,0.0001675457,0.00009174051,0.00001618299],"category_scores_gemma":[0.000379181,0.0001398127,0.00003519327,0.00006066336,0.00002980409,0.00001116115,0.00004533442,0.000113978,0.000001510441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008564633,"about_ca_system_score_gemma":0.0001569531,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01745387,"about_ca_topic_score_gemma":0.05776484,"domain_scores_codex":[0.9989257,0.00007295606,0.0001706528,0.0003743958,0.0002295553,0.0002267153],"domain_scores_gemma":[0.9990057,0.00001395754,0.0002080733,0.0005282128,0.0001819289,0.00006208954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002826958,0.00142546,0.9211753,0.000007175657,0.0003010897,3.722252e-7,0.0001501553,0.000008119483,0.07645462,0.000005680551,0.0001133334,0.00007598814],"study_design_scores_gemma":[0.00324532,0.0004198723,0.9857302,0.00004626293,0.0001065342,4.536294e-8,0.00006151978,0.000155569,0.009932667,0.00001117717,0.00009146988,0.0001993374],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984561,0.00005767498,0.00002504978,0.0001440402,0.0004062339,0.0005575261,0.0002664348,0.00001103286,0.00007595026],"genre_scores_gemma":[0.9976085,0.00003009387,0.0002030731,0.0001163123,0.00106905,0.0001192887,0.0001212546,0.00002863311,0.0007038224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06652195,"threshold_uncertainty_score":0.989089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02990085725475373,"score_gpt":0.2643233666100768,"score_spread":0.234422509355323,"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."}}