{"id":"W3214447722","doi":"10.1158/1055-9965.epi-21-0977","title":"High Prediagnosis Inflammation-Related Risk Score Associated with Decreased Ovarian Cancer Survival","year":2021,"lang":"en","type":"article","venue":"Cancer Epidemiology Biomarkers & Prevention","topic":"Inflammatory Biomarkers in Disease Prognosis","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"Medical Research and Materiel Command; National Institute of Environmental Health Sciences; National Cancer Institute; National Human Genome Research Institute; Cancer Council Tasmania; Medical Research Council; Peter MacCallum Foundation; Ovarian Cancer Research Fund; Cancer Australia; Bundesministerium für Bildung und Forschung; National Institute for Health and Care Research; U.S. Department of Defense; State of Connecticut Department of Public Health; Lon V. Smith Foundation; Fred C. and Katherine B. Andersen Foundation; Cancer Research UK; University College London; Ovarian Cancer Australia; University of Pittsburgh; National Institute on Minority Health and Health Disparities; Mayo Foundation for Medical Education and Research; Rutgers Cancer Institute of New Jersey; Minnesota Ovarian Cancer Alliance; Memorial Sloan-Kettering Cancer Center; California Breast Cancer Research Program; National Health and Medical Research Council; AstraZeneca; National Institutes of Health; National Center for Research Resources; Oak Foundation; Roswell Park Cancer Institute","keywords":"Ovarian cancer; Overall survival; Risk factor; Proportional hazards model; Cancer; Risk assessment","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":[0.001864779,0.0003316506,0.0004972092,0.00101543,0.0001456342,0.0004754848,0.0002201214,0.00024292,0.001350673],"category_scores_gemma":[0.004859303,0.0001524245,0.0007912415,0.001136512,0.0002490259,0.0002003505,0.0004457605,0.0004308272,0.0001001475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002011833,"about_ca_system_score_gemma":0.0003698603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001171653,"about_ca_topic_score_gemma":0.00176249,"domain_scores_codex":[0.9991486,0.000270381,0.0001176212,0.0001741393,0.0001901833,0.00009896292],"domain_scores_gemma":[0.9945655,0.0012932,0.002886689,0.0004261284,0.0004711075,0.0003572173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001519355,0.000005840459,0.9982764,0.00001682469,0.0001737245,0.00001516156,0.000007221123,0.00008095929,0.0001613973,0.000007279064,0.00003651178,0.00106672],"study_design_scores_gemma":[0.000004890989,0.00006003671,0.9992689,0.000004388148,0.0001311199,0.00009969176,0.00001464344,0.0002116854,0.00006592781,0.00002652752,0.0001101082,0.000002103596],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971662,0.001053408,0.0005549149,0.00007366623,0.00001145587,0.00001847575,0.0006060737,0.00001577118,0.0004999171],"genre_scores_gemma":[0.9991601,0.0001208969,0.0002216873,0.0000123389,0.00001436786,0.000009554943,0.0003976643,0.000002510285,0.00006085555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001864779,"threshold_uncertainty_score":0.009862006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04715018518793772,"score_gpt":0.3325338208962734,"score_spread":0.2853836357083357,"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."}}