{"id":"W2053199399","doi":"10.5665/sleep.1812","title":"Daytime Sleepiness in Obesity: Mechanisms Beyond Obstructive Sleep Apnea—A Review","year":2012,"lang":"en","type":"review","venue":"SLEEP","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":175,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Sleep & Circadian Network","funders":"National Heart, Lung, and Blood Institute; University of Pennsylvania","keywords":"Obstructive sleep apnea; Excessive daytime sleepiness; Medicine; Obesity; Sleep apnea; Apnea; Overweight; Sleep (system call); Polysomnography; Sleep disorder; Insomnia; Sleep debt; Physical therapy; Internal medicine; Psychiatry","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","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.001523799,0.001282401,0.003872813,0.0009182004,0.0002966653,0.0001502728,0.00240165,0.0007863725,0.001817726],"category_scores_gemma":[0.001281059,0.001078079,0.0009759072,0.003207025,0.0002954711,0.0006481154,0.001062807,0.002051848,0.004487263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005070056,"about_ca_system_score_gemma":0.0002054131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003593089,"about_ca_topic_score_gemma":0.00001269484,"domain_scores_codex":[0.9910165,0.001804534,0.001603095,0.001939158,0.001593344,0.002043364],"domain_scores_gemma":[0.99586,0.0008084686,0.0007353142,0.001859903,0.0001396757,0.0005965685],"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":[0.000007181626,0.0002631695,0.000005170651,0.02939457,0.00004848783,0.0001906882,0.00004670406,6.511091e-7,0.00001047537,0.007041695,0.0001462033,0.962845],"study_design_scores_gemma":[0.0004603285,0.00006750035,0.000009974389,0.01841208,0.001064539,0.0002722528,0.00001384441,0.00004925078,0.0002285675,0.002753041,0.9751835,0.001485149],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005935806,0.9848465,0.0005018047,0.0001062611,0.001954234,0.003562471,0.000209683,0.0001820417,0.008631102],"genre_scores_gemma":[0.0001630864,0.996079,0.0001655107,0.0007129307,0.0004592749,0.00133921,0.0001338495,0.0002440689,0.0007030556],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9750373,"threshold_uncertainty_score":0.9999928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07798157609833031,"score_gpt":0.3461971589387548,"score_spread":0.2682155828404245,"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."}}