{"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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004933548,0.0003087129,0.001422831,0.0004650602,0.0001219123,0.0000464489,0.0002295256,0.0003028354,0.0008453912],"category_scores_gemma":[0.00822199,0.0002025265,0.0004171235,0.0007217218,0.001038149,0.0003040139,0.0001583264,0.002322605,0.00001714979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001888943,"about_ca_system_score_gemma":0.0001579155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001393104,"about_ca_topic_score_gemma":0.00001113913,"domain_scores_codex":[0.9949226,0.0004610852,0.002247682,0.0005062763,0.001387748,0.0004745527],"domain_scores_gemma":[0.9942828,0.002922818,0.0007559644,0.0003224851,0.0007820998,0.0009338552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007533515,0.00009744797,0.3159043,0.0002558859,0.001941248,0.001225273,0.0003280245,0.000005959226,0.000808519,0.00008693421,0.0005670805,0.6780259],"study_design_scores_gemma":[0.007704728,0.002444047,0.9418484,0.001531666,0.002427795,0.002710581,0.001023579,0.02706299,0.000199781,0.002096893,0.01063641,0.0003131398],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9596645,0.02120719,0.002382558,0.01052263,0.003946668,0.0003938081,0.00002193311,0.00005429823,0.001806392],"genre_scores_gemma":[0.9895182,0.002351303,0.002164867,0.0004085874,0.0054134,0.000005773702,0.000004022122,0.00005814773,0.00007573804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6777128,"threshold_uncertainty_score":0.9999791,"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."}}