{"id":"W3042152937","doi":"10.1164/ajrccm-conference.2020.201.1_meetingabstracts.a6250","title":"Obstructive Sleep Apnea and Incident Cancer: A Large Historical Multicenter Clinical Cohort Study","year":2020,"lang":"en","type":"article","venue":"","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of Calgary; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Obstructive sleep apnea; Medicine; Sleep apnea; Cohort; Cohort study; Cancer; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001890076,0.0008000942,0.0008681526,0.001119702,0.002447837,0.001786588,0.001072781,0.001012287,0.00262701],"category_scores_gemma":[0.003144344,0.001315617,0.001038615,0.001958712,0.0009591116,0.001857006,0.001371412,0.001414539,0.0006112159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006919124,"about_ca_system_score_gemma":0.001064759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01115004,"about_ca_topic_score_gemma":0.01428973,"domain_scores_codex":[0.9983497,0.0005258881,0.0001264218,0.0005765162,0.0001588577,0.0002627257],"domain_scores_gemma":[0.997092,0.0004087117,0.0007088936,0.0006497095,0.0003211244,0.0008194321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004745486,0.0001411202,0.9978841,0.000009243905,0.0002016189,0.0001750285,0.0001655207,0.00002180973,0.0002649788,0.00003684864,0.0001928657,0.0004323356],"study_design_scores_gemma":[0.00008392193,0.000276769,0.9977484,0.000008666293,0.0001723123,0.0005275574,0.0005912929,0.0001636535,0.00004812516,0.00003587542,0.0003289887,0.00001435636],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984664,0.0002757185,0.0001582207,0.00004922524,0.00001883852,0.00002593144,0.0006827164,0.000005472701,0.0003175332],"genre_scores_gemma":[0.9979304,0.0001846279,0.00018139,0.00007280404,0.00004091695,0.00003642,0.001201092,0.000009472857,0.0003428139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01115004,"threshold_uncertainty_score":0.02217025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04558397815246722,"score_gpt":0.3710510060391342,"score_spread":0.325467027886667,"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."}}