{"id":"W3201839177","doi":"10.1093/sleepadvances/zpab014.154","title":"P111 Sleep disturbances are associated with poor neurobehavioural outcomes following traumatic brain injury: A study of military service members and veterans","year":2021,"lang":"en","type":"article","venue":"SLEEP Advances","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Ontario Centre of Excellence for Child and Youth Mental Health","funders":"","keywords":"Traumatic brain injury; Medicine; Physical therapy; Sleep (system call); Service member; Psychiatry; Psychology; Military personnel","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003207924,0.0002701145,0.0002678163,0.0006361142,0.0005456968,0.0003934574,0.0002293162,0.0002731557,0.001486624],"category_scores_gemma":[0.0009557151,0.0001834827,0.0003423884,0.0006570992,0.0002155664,0.0002939611,0.0004457877,0.0003109868,0.0002165515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002076697,"about_ca_system_score_gemma":0.000249976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008900432,"about_ca_topic_score_gemma":0.01113501,"domain_scores_codex":[0.9998034,0.00005120164,0.00002270958,0.00003619777,0.00003920628,0.00004731996],"domain_scores_gemma":[0.9995096,0.00004720952,0.0002246812,0.00002180282,0.00005339055,0.0001432866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008378207,0.00004129095,0.9989215,0.000005295634,0.00003796814,0.00003343658,0.0001587679,0.000005208931,0.0001339882,0.000002778542,0.0000405054,0.0005355113],"study_design_scores_gemma":[0.000002813379,0.00008397489,0.9994679,0.0000024583,0.000006828102,0.00007377777,0.0002896748,0.00002027697,0.00001149998,0.000002972425,0.00003716149,7.669743e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997326,0.00005887299,0.000009789685,0.00001386083,0.000002361523,0.000003709878,0.00008785664,4.297085e-7,0.00009054346],"genre_scores_gemma":[0.9996748,0.00004514846,0.00001512939,0.00001326439,0.000006053744,0.00000634913,0.0001664934,4.33295e-7,0.00007231387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008900432,"threshold_uncertainty_score":0.01769727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0438785227040205,"score_gpt":0.3367056581058744,"score_spread":0.292827135401854,"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."}}