{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003043108,0.0002821454,0.0002486392,0.0008473865,0.0007157656,0.000695093,0.0003510872,0.0005655753,0.001969838],"category_scores_gemma":[0.002010241,0.0002331781,0.0004545596,0.001059218,0.0004080663,0.0004571488,0.0007500345,0.0007009145,0.0002076062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000453664,"about_ca_system_score_gemma":0.0005533983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02445279,"about_ca_topic_score_gemma":0.04841058,"domain_scores_codex":[0.999726,0.00005709161,0.00003501074,0.00003367666,0.00004494769,0.0001032011],"domain_scores_gemma":[0.9987403,0.0001050098,0.000761195,0.00003268139,0.0001020572,0.0002589499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005980401,0.0000357276,0.9989115,0.000004827,0.00004189567,0.00005164739,0.0001058241,0.00001182387,0.00005572024,0.000006832507,0.00004953092,0.0006647921],"study_design_scores_gemma":[0.000001021942,0.00002734391,0.9994475,0.000003665591,0.000006707806,0.00006060619,0.0003832879,0.00002143891,0.000006183641,0.000009053608,0.00003191009,0.000001200431],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992121,0.0002476694,0.00001370008,0.00006992795,0.00001153926,0.000003071957,0.00008723588,8.112635e-7,0.0003538769],"genre_scores_gemma":[0.9993637,0.0001882,0.00001631702,0.00004392105,0.00001941301,0.000003659384,0.0001719885,7.209811e-7,0.0001920066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02445279,"threshold_uncertainty_score":0.04862088,"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."}}