{"id":"W4366742996","doi":"10.5664/jcsm.10598","title":"Relevance of cortical arousals for risk stratification in sleep apnea: a 3 cohort analysis","year":2023,"lang":"en","type":"article","venue":"Journal of Clinical Sleep Medicine","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences; National Institute of Arthritis and Musculoskeletal and Skin Diseases; National Heart, Lung, and Blood Institute; National Institute on Aging; Eli Lilly and Company; York University; American Academy of Sleep Medicine Foundation; National Institutes of Health; Case Western Reserve University; Johns Hopkins University; University of Washington; American Heart Association; Sanofi; University of California, Davis; University of Minnesota","keywords":"Medicine; Sleep medicine; Medical school; Gerontology; Family medicine; Sleep disorder; Psychiatry; Insomnia; Medical education","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002287776,0.001664212,0.001145642,0.0009350347,0.001738608,0.002174284,0.001382967,0.001483479,0.003347972],"category_scores_gemma":[0.004554295,0.001123573,0.005424982,0.0009590069,0.0007901889,0.001518534,0.001618503,0.001861627,0.0005032538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005235379,"about_ca_system_score_gemma":0.00123434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01015179,"about_ca_topic_score_gemma":0.01312588,"domain_scores_codex":[0.9979929,0.0004721792,0.0001434946,0.0007558496,0.0002059137,0.0004296833],"domain_scores_gemma":[0.9976708,0.0005909923,0.0004285609,0.0007185866,0.0002621183,0.0003289032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004001206,0.0001744586,0.9891367,0.00002684738,0.002228511,0.0002680906,0.0003073745,0.0001329925,0.001218711,0.0001022474,0.0002602965,0.002142561],"study_design_scores_gemma":[0.0002049596,0.0009421678,0.9945694,0.00001911583,0.001583585,0.0003451966,0.0005052525,0.0009304243,0.000235842,0.00026947,0.0003541867,0.00004034993],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979037,0.0004392878,0.0005721847,0.00005757275,0.00004463968,0.0000339562,0.0005614627,0.00001318059,0.0003739516],"genre_scores_gemma":[0.9982414,0.0001517255,0.0003136653,0.00003155412,0.00003378151,0.00005514284,0.0006007981,0.0000197676,0.000551988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01015179,"threshold_uncertainty_score":0.02018541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07838514809965502,"score_gpt":0.4536195912443286,"score_spread":0.3752344431446736,"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."}}