{"id":"W4238506921","doi":"10.1055/s-2002-32322","title":"The Prevalence, Cost Implications, and Management of Sleep Disorders: An Overview","year":2002,"lang":"en","type":"article","venue":"Sleep And Breathing","topic":"Sleep and related disorders","field":"Psychology","cited_by":190,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network","funders":"","keywords":"Neurology; Medicine; Otorhinolaryngology; Sleep (system call); Neurosurgery; Psychiatry; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001866454,0.0001217721,0.0001130618,0.00004552235,0.0003146786,0.00004392198,0.0001546329,0.00008299227,0.0001862826],"category_scores_gemma":[0.000003905284,0.00008579261,0.0000368092,0.0001456905,0.0001471931,0.0001126379,0.0000618509,0.0001144067,0.000017934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006961687,"about_ca_system_score_gemma":8.692119e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005596265,"about_ca_topic_score_gemma":0.00001952259,"domain_scores_codex":[0.999129,0.00007312569,0.0002095982,0.0002737237,0.00009209588,0.000222472],"domain_scores_gemma":[0.9994078,0.00007438536,0.00008132262,0.0003488421,0.00001768243,0.00006991639],"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":[0.00001700207,0.0002349413,0.01200602,0.0001578807,0.0003957359,0.000003061902,0.002638051,0.000003512161,0.000007616934,0.05247632,0.0004730765,0.9315868],"study_design_scores_gemma":[0.009286934,0.0006310947,0.7469205,0.000704047,0.002603796,0.0002376325,0.01768312,0.004877911,0.00001973451,0.02203326,0.1936384,0.001363492],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5195972,0.343688,0.0005627658,0.004904312,0.0006984257,0.001809807,0.00003586044,0.0001720087,0.1285317],"genre_scores_gemma":[0.9038274,0.09451084,0.0001489138,0.0001934557,0.00002692608,0.00008470233,0.000004819588,0.0000182378,0.001184746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9302233,"threshold_uncertainty_score":0.3498521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03120301987403399,"score_gpt":0.3035560503931001,"score_spread":0.2723530305190661,"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."}}