{"id":"W4391542959","doi":"10.1093/sleep/zsae035","title":"Polysomnographic characteristics of excessive daytime sleepiness phenotypes in obstructive sleep apnea: results from the international sleep apnea global interdisciplinary consortium","year":2024,"lang":"en","type":"article","venue":"SLEEP","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"National Institutes of Health; National Heart, Lung, and Blood Institute; Associação Fundo de Incentivo à Pesquisa; Háskóli Íslands","keywords":"Obstructive sleep apnea; Sleep apnea; Apnea; Excessive daytime sleepiness; Sleep (system call); Medicine; Polysomnography; Daytime; Sleep apnea syndromes; Anesthesia; Psychology; Audiology; Insomnia; Sleep disorder; Psychiatry; Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006606485,0.0005585742,0.0008777163,0.0004962637,0.0001605529,0.0001639351,0.001055845,0.0003150576,0.0004203945],"category_scores_gemma":[0.000918928,0.0004314244,0.000396951,0.001641596,0.001012905,0.000441572,0.001283254,0.001074826,0.0001716449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005226716,"about_ca_system_score_gemma":0.0001147077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004338411,"about_ca_topic_score_gemma":0.0001660891,"domain_scores_codex":[0.995098,0.0002617004,0.001405347,0.001187201,0.001287099,0.0007606795],"domain_scores_gemma":[0.9968738,0.0008335504,0.0003969202,0.001028182,0.0005970464,0.0002705207],"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":[0.01291765,0.001646691,0.3435844,0.0005725536,0.005469302,0.002558157,0.01375934,0.000168301,0.01769828,0.007632438,0.0008182536,0.5931747],"study_design_scores_gemma":[0.005818002,0.0004401539,0.9081997,0.0006239231,0.0006407934,0.0001722799,0.005034393,0.06820238,0.003474083,0.005674002,0.0009583765,0.0007619407],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9743466,0.001638988,0.002150156,0.006197016,0.004130473,0.001104914,0.003636502,0.0001900446,0.006605268],"genre_scores_gemma":[0.9969344,0.0000299979,0.0005333426,0.0001904379,0.001077664,0.00009293605,0.0009787076,0.00007723497,0.00008526703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5924127,"threshold_uncertainty_score":0.9998137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01525064725279884,"score_gpt":0.3020836679260457,"score_spread":0.2868330206732468,"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."}}