{"id":"W4394993798","doi":"10.5664/jcsm.11170","title":"Obstructive sleep apnea severity, circulating biomarkers, and cancer risk","year":2024,"lang":"en","type":"article","venue":"Journal of Clinical Sleep Medicine","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Sleep & Circadian Network; St. Paul's Hospital; University of British Columbia Hospital; University of Ottawa; University of British Columbia","funders":"","keywords":"Medicine; Obstructive sleep apnea; Sleep apnea; Sleep (system call); Polysomnography; Cancer; Internal medicine; Apnea; Oncology; Intensive care 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":[0.0004897084,0.0003029399,0.0003041884,0.0007458723,0.000323071,0.0008174345,0.0002252239,0.0005260853,0.001467211],"category_scores_gemma":[0.002542919,0.0001824106,0.0004307983,0.0009825249,0.0001716581,0.0004145719,0.0002880745,0.0006912411,0.0001332349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002369972,"about_ca_system_score_gemma":0.0003275425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004253157,"about_ca_topic_score_gemma":0.005623451,"domain_scores_codex":[0.9997857,0.00005758465,0.00002910285,0.00003857546,0.000048693,0.00004029975],"domain_scores_gemma":[0.9987984,0.0002429672,0.0005294653,0.00005095095,0.0001299294,0.0002482608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002659677,0.00004370988,0.996013,0.00002174811,0.0001333704,0.00002490298,0.0000173731,0.0000442048,0.0002895845,0.00003111451,0.0001227566,0.002992245],"study_design_scores_gemma":[0.000006934104,0.00009365916,0.9990565,0.00000941699,0.00007323186,0.00009578464,0.0000630353,0.0002736886,0.00006499241,0.00009252555,0.0001665644,0.000003638962],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909445,0.006411211,0.0001941735,0.0003166839,0.00005564019,0.00001200328,0.000700034,0.00001191612,0.001353789],"genre_scores_gemma":[0.9981272,0.0009869958,0.0001559271,0.00006265263,0.00006257609,0.000006889178,0.0003258916,0.000001711747,0.0002702406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004253157,"threshold_uncertainty_score":0.008456767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05482351265337239,"score_gpt":0.4218319179763146,"score_spread":0.3670084053229422,"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."}}