{"id":"W4378233358","doi":"10.1002/dad2.12411","title":"The effect of sleep disorders on dementia risk in patients with traumatic brain injury: A large‐scale cohort study","year":2023,"lang":"en","type":"article","venue":"Alzheimer s & Dementia Diagnosis Assessment & Disease Monitoring","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; Toronto Rehabilitation Institute; University of Toronto; University Health Network","funders":"National Institute of Neurological Disorders and Stroke; Canadian Institutes of Health Research; National Institutes of Health; Alzheimer's Association","keywords":"Traumatic brain injury; Dementia; Cohort; Medicine; Sleep (system call); Cohort study; Psychiatry; Internal medicine; Disease","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001528482,0.0004384287,0.0004469205,0.0007792636,0.0008734143,0.0009137631,0.0006684449,0.000555745,0.001687695],"category_scores_gemma":[0.00355235,0.0004666561,0.001551315,0.001318909,0.0003775508,0.0005611305,0.0008153295,0.0007340586,0.0002979678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004399679,"about_ca_system_score_gemma":0.0006188662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01519683,"about_ca_topic_score_gemma":0.0217475,"domain_scores_codex":[0.9990892,0.0002254984,0.0001601919,0.0002398341,0.0001467296,0.0001384774],"domain_scores_gemma":[0.9978676,0.0001824012,0.0009885004,0.0003872024,0.0002910002,0.000283279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002122455,0.0000363146,0.998221,0.00003001038,0.0004739559,0.00004538066,0.00005458797,0.00001712436,0.00007400673,0.00001117396,0.0001661691,0.0006581036],"study_design_scores_gemma":[0.00002432396,0.0001088853,0.9992762,0.00001751926,0.0001372619,0.0001240811,0.00007879394,0.00005795231,0.00001714855,0.00001457323,0.0001389476,0.000004427088],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966031,0.0008774929,0.000121511,0.00009924657,0.00002355003,0.00003650667,0.001913564,0.000004808209,0.0003201584],"genre_scores_gemma":[0.9979837,0.0003394822,0.0001081957,0.00007337827,0.0000269605,0.00004083353,0.001287451,0.000002376996,0.0001375546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01519683,"threshold_uncertainty_score":0.03021675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02137291073932556,"score_gpt":0.3482492616152094,"score_spread":0.3268763508758838,"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."}}