{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00199575,0.0012358,0.002634771,0.004746783,0.0002242874,0.001641421,0.001055447,0.001179892,0.003127131],"category_scores_gemma":[0.005230159,0.0003243041,0.00198585,0.003339421,0.0005871737,0.001699023,0.0007246998,0.00187364,0.0009636543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001058903,"about_ca_system_score_gemma":0.002004261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003067021,"about_ca_topic_score_gemma":0.004357373,"domain_scores_codex":[0.9989482,0.0003115112,0.0002450392,0.0001220023,0.00033575,0.0000375393],"domain_scores_gemma":[0.9974779,0.001583638,0.0003349713,0.00004949074,0.0004955538,0.00005833548],"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":[0.0001244768,0.00003325726,0.001057826,0.0515293,0.00111834,0.0000736574,0.00009277018,0.0003620236,0.000401017,0.003869609,0.02016404,0.9211736],"study_design_scores_gemma":[0.00009069579,0.0003439603,0.01313861,0.09212405,0.003414407,0.002089077,0.0003004281,0.0006971295,0.000766148,0.009468704,0.8774441,0.0001226831],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009355072,0.9988843,0.0001325995,0.0003134093,0.0001456712,0.000007151427,0.00005438058,0.000004112308,0.0003648628],"genre_scores_gemma":[0.001991831,0.9966527,0.0005091429,0.0002698774,0.0002385213,0.00002124952,0.0000864072,0.000003061722,0.0002273259],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004746783,"threshold_uncertainty_score":0.01055467,"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."}}