{"id":"W4281654757","doi":"10.1093/sleep/zsac123","title":"Sleep from acute to chronic traumatic brain injury and cognitive outcomes","year":2022,"lang":"en","type":"article","venue":"SLEEP","topic":"Sleep and related disorders","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Douglas Mental Health University Institute; McGill University; Montreal General Hospital; McGill University Health Centre; Université de Montréal; Canadian Sleep & Circadian Network","funders":"Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research","keywords":"Medicine; Traumatic brain injury; Polysomnography; Sleep (system call); Cognition; Spinal cord injury; Effects of sleep deprivation on cognitive performance; Slow-wave sleep; Physical therapy; Pediatrics; Internal medicine; Anesthesia; Psychiatry; Spinal cord; Electroencephalography; Apnea","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":[0.0003940195,0.0002934719,0.0002118761,0.0006502074,0.0003497776,0.0004302777,0.0003062422,0.0002957594,0.002075369],"category_scores_gemma":[0.001605604,0.00008589558,0.0004463987,0.0005991848,0.0002979934,0.000288642,0.0006673129,0.0004459519,0.0001539634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003505823,"about_ca_system_score_gemma":0.0004174381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005166158,"about_ca_topic_score_gemma":0.006529313,"domain_scores_codex":[0.9997843,0.00003220491,0.00004450571,0.00004698432,0.00003849243,0.00005356973],"domain_scores_gemma":[0.9985066,0.0001249516,0.0009161425,0.00004786543,0.0001322016,0.0002720978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002867894,0.00007222599,0.9971723,0.00003621817,0.0001311121,0.00004386944,0.00006354971,0.00003868958,0.0001533937,0.00000984411,0.0000651433,0.001926867],"study_design_scores_gemma":[0.000004992446,0.0001295519,0.9995993,0.000007924839,0.00001877879,0.00007412439,0.00005497336,0.00004011051,0.0000268894,0.0000116285,0.00003057993,0.000001190262],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998857,0.0003982354,0.00003023312,0.00004780042,0.000006513867,0.000008182305,0.0003905774,0.000002155928,0.000259279],"genre_scores_gemma":[0.9993402,0.0001118382,0.00002264361,0.00001386961,0.00001112634,0.000006410159,0.0004167474,7.442338e-7,0.00007649947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005166158,"threshold_uncertainty_score":0.01027215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01434001217217648,"score_gpt":0.3107259222696198,"score_spread":0.2963859100974433,"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."}}