{"id":"W3174744704","doi":"10.5664/jcsm.9454","title":"Sleep disturbances following traumatic brain injury are associated with poor neurobehavioral outcomes in US military service members and veterans","year":2021,"lang":"en","type":"article","venue":"Journal of Clinical Sleep Medicine","topic":"Sleep and related disorders","field":"Psychology","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"General Dynamics (Canada); Ontario Centre of Excellence for Child and Youth Mental Health","funders":"","keywords":"Traumatic brain injury; Medicine; Sleep disorder; Sleep (system call); Poison control; Injury prevention; Psychiatry; Physical therapy; Insomnia; Emergency 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":[0.001914172,0.000281141,0.001462102,0.0001799597,0.00008272492,0.00001485869,0.0002434338,0.0003379472,0.0003865568],"category_scores_gemma":[0.002149921,0.0001793841,0.0002985648,0.0005987854,0.000248109,0.0001732604,0.0000343549,0.001306706,0.000004331666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003609931,"about_ca_system_score_gemma":0.00005375393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003548388,"about_ca_topic_score_gemma":0.002365783,"domain_scores_codex":[0.9958087,0.000890981,0.001996375,0.0003581429,0.0005636315,0.0003821193],"domain_scores_gemma":[0.9962609,0.002242966,0.0007405554,0.0002455762,0.0001862438,0.0003237137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007939998,0.001339687,0.9701968,0.00002671564,0.001502016,0.00295323,0.00315024,0.00005683176,0.0000217928,0.000005886778,0.001388454,0.0185643],"study_design_scores_gemma":[0.01586049,0.001642891,0.9730191,0.0007380871,0.001125446,0.0001075352,0.006483754,0.0001925884,0.000001649567,0.00007922648,0.0005272729,0.0002219427],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9695732,0.004459445,0.00002442946,0.0227404,0.002643953,0.0001621784,0.000007779497,0.0000198446,0.0003687807],"genre_scores_gemma":[0.9906725,0.0001256606,0.00008953841,0.008748989,0.0001939822,0.000006290411,0.00001018218,0.0000333331,0.0001194993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02109933,"threshold_uncertainty_score":0.7315071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05347827975060769,"score_gpt":0.3953683049226954,"score_spread":0.3418900251720877,"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."}}