{"id":"W3108278392","doi":"10.1158/1055-9965.epi-20-0975","title":"Obstructive Sleep Apnea and Incident Cancer: A Large Retrospective Multicenter Clinical Cohort Study","year":2020,"lang":"en","type":"article","venue":"Cancer Epidemiology Biomarkers & Prevention","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; University of Toronto; Western University; St. Michael's Hospital; University of Calgary; Institute for Clinical Evaluative Sciences; Ottawa Hospital","funders":"National Heart, Lung, and Blood Institute; Lung Health Foundation; National Institute on Aging; Physicians' Services Incorporated Foundation; Ottawa Hospital Research Institute; London Health Sciences Centre; American Thoracic Society","keywords":"Medicine; Obstructive sleep apnea; Hazard ratio; Hypoxemia; Retrospective cohort study; Internal medicine; Proportional hazards model; Cohort study; Number needed to harm; Sleep apnea; Cancer registry; Cancer; Cohort; Incidence (geometry); Pediatrics; Relative risk; Confidence interval; Number needed to treat","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003623758,0.0003896549,0.001402853,0.0001491836,0.0002010424,0.00001445654,0.0002098912,0.0003559592,0.0004478578],"category_scores_gemma":[0.003529005,0.0003483808,0.0003396876,0.0004042807,0.0005992425,0.0002077748,0.000377159,0.0008608893,0.00003509291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007281152,"about_ca_system_score_gemma":0.0001009081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005438896,"about_ca_topic_score_gemma":0.0003723216,"domain_scores_codex":[0.9937575,0.002264905,0.001280079,0.001538585,0.0003753115,0.0007836238],"domain_scores_gemma":[0.9972849,0.0006502804,0.000599668,0.0003907124,0.0004233932,0.000651047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002455983,0.0004624134,0.9616264,0.0000830755,0.00339809,0.00003830462,0.000521955,0.000002356712,0.0003409973,0.00007834061,0.0006507178,0.03034141],"study_design_scores_gemma":[0.006539777,0.001266395,0.9820691,0.0000697795,0.0009364921,0.00001057598,0.001077886,0.006780044,0.00008090965,0.000424495,0.0004689685,0.0002755399],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811128,0.004174061,0.003094902,0.006392674,0.0008673329,0.004040265,0.00007901258,0.0001176772,0.0001212954],"genre_scores_gemma":[0.9949488,0.0007521063,0.001134024,0.001426796,0.0006694239,0.0008851669,0.00005238844,0.00005404688,0.00007723537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03006587,"threshold_uncertainty_score":0.9998968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07136162873425007,"score_gpt":0.4340445634173158,"score_spread":0.3626829346830657,"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."}}