{"id":"W2381789786","doi":"10.1155/2016/4215938","title":"A Practical Approach to Excessive Daytime Sleepiness: A Focused Review","year":2016,"lang":"en","type":"review","venue":"Canadian Respiratory Journal","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Excessive daytime sleepiness; Identification (biology); Referral; Intensive care medicine; Risk analysis (engineering); Psychiatry; Sleep disorder; Cognition; Family medicine","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":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001993677,0.0007917772,0.002284152,0.001647981,0.000762327,0.000512062,0.001950343,0.0005279954,0.001455005],"category_scores_gemma":[0.01043638,0.0005360872,0.0008103732,0.001819033,0.0002409836,0.0004817745,0.0001953643,0.002395635,0.003817211],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001591382,"about_ca_system_score_gemma":0.01466674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000210589,"about_ca_topic_score_gemma":0.0003987195,"domain_scores_codex":[0.9918231,0.002554958,0.001363555,0.001201102,0.001288109,0.001769133],"domain_scores_gemma":[0.9921659,0.0008428672,0.0007176336,0.001133741,0.0003478421,0.004792082],"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":[0.000005671709,0.00003826209,4.116899e-7,0.006264186,0.00004859643,0.001764107,0.00001158449,7.169903e-8,0.000002465162,0.0006137065,0.1130695,0.8781814],"study_design_scores_gemma":[0.0002602217,0.00009078701,4.745151e-7,0.04433129,0.0002174276,0.002534515,0.000003560452,7.600523e-7,0.000007811802,0.00004398292,0.9518431,0.0006660858],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[5.069028e-7,0.979118,0.0005831902,0.001183693,0.0006533963,0.001918138,0.0002332153,0.00003930772,0.01627049],"genre_scores_gemma":[0.000002202139,0.9868551,0.0001668294,0.009892658,0.001473685,0.0005411365,0.000004558734,0.0001749365,0.0008888926],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8775153,"threshold_uncertainty_score":0.9999059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2229515515801608,"score_gpt":0.41258672020994,"score_spread":0.1896351686297791,"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."}}