{"id":"W3135259744","doi":"10.1093/sleep/zsab030","title":"Metrics of sleep apnea severity: beyond the apnea-hypopnea index","year":2021,"lang":"en","type":"review","venue":"SLEEP","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":426,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Heart, Lung, and Blood Institute; National Institute on Aging; National Health and Medical Research Council; National Institute for Occupational Safety and Health; Vancouver Coastal Health Research Institute; British Columbia Lung Association; Centers for Disease Control and Prevention; Fisher and Paykel Healthcare; National Institutes of Health; ResMed; Medical Research Council; American Heart Association; Canadian Institutes of Health Research; U.S. Department of Veterans Affairs","keywords":"Obstructive sleep apnea; Medicine; Apnea–hypopnea index; Neurocognitive; Intensive care medicine; Sleep apnea; Arousal; Polysomnography; Hypopnea; Apnea; Physical therapy; Internal medicine; Psychiatry; Cognition; Psychology; Neuroscience","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001412305,0.000938474,0.004198461,0.001136663,0.0002129146,0.00009597213,0.001193901,0.0009210224,0.001077316],"category_scores_gemma":[0.001867392,0.0006343827,0.001827676,0.004822228,0.0006553189,0.0001304905,0.001089031,0.002597697,0.0003120623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005112858,"about_ca_system_score_gemma":0.0004274204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006596977,"about_ca_topic_score_gemma":0.00001061455,"domain_scores_codex":[0.9931402,0.0008135682,0.001559589,0.001148808,0.002285836,0.001052052],"domain_scores_gemma":[0.9942437,0.001030443,0.0008156401,0.002524588,0.0009258309,0.0004597721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000253341,0.0002921923,0.0002614439,0.01238388,0.001739154,0.0002535874,0.0001088878,8.648872e-7,0.000002823424,0.0004380198,0.0007289379,0.9837649],"study_design_scores_gemma":[0.0009259888,0.0001937007,0.00008387939,0.001424093,0.00388235,0.0004884369,0.0002449363,0.0005555164,0.00004258868,0.00009150773,0.991478,0.0005889525],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003939822,0.9845212,0.0008412746,0.0002965979,0.00113856,0.002397537,0.0002307987,0.00008231228,0.01045233],"genre_scores_gemma":[0.0008799915,0.9948604,0.000637322,0.000236433,0.0008967509,0.0002675087,0.0005621955,0.000273597,0.001385874],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9907491,"threshold_uncertainty_score":0.9998358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04646367115932936,"score_gpt":0.34856413454831,"score_spread":0.3021004633889806,"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."}}