{"id":"W4415037293","doi":"10.1101/2025.10.08.25337576","title":"Neuropsychiatric Sequelae of Brain Injury is Significant, Regardless of Injury Severity","year":2025,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston General Hospital; Queen's University","funders":"","keywords":"Rivermead post-concussion symptoms questionnaire; Traumatic brain injury; Sleep disorder; Anxiety; Concussion; Rehabilitation; Poison control; Sleep (system call)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002755044,0.0001943856,0.0002544376,0.0008748632,0.0008147163,0.0007255193,0.0003259068,0.0001951106,0.002622676],"category_scores_gemma":[0.00230618,0.0001323281,0.0002304052,0.001217403,0.0004306398,0.0003409427,0.0004122004,0.000282048,0.0002675874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001007254,"about_ca_system_score_gemma":0.00177038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1373082,"about_ca_topic_score_gemma":0.3025368,"domain_scores_codex":[0.9995098,0.00004161628,0.00008037814,0.00006191943,0.0001872387,0.0001190719],"domain_scores_gemma":[0.9983291,0.00009021765,0.0009205562,0.00004167277,0.0004311888,0.0001872829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003623268,0.000009373063,0.9964783,0.00002156791,0.00001962657,0.0001435282,0.00005863621,0.000008671379,0.000133241,0.000007368812,0.0001980976,0.002885359],"study_design_scores_gemma":[7.92431e-7,0.00001454132,0.9994702,0.00001276803,0.000006462033,0.0002219507,0.0001199449,0.000007856343,0.00001783302,0.000004534003,0.0001222822,8.393239e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894059,0.001707514,0.00009985056,0.0003154591,0.00001904876,0.00005934892,0.001876093,0.00001111516,0.006505566],"genre_scores_gemma":[0.9979461,0.000641731,0.00008485594,0.00005572923,0.00001596514,0.000009912035,0.0007484676,0.000001426736,0.0004957882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1373082,"threshold_uncertainty_score":0.2730179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0557122710709353,"score_gpt":0.365351592065026,"score_spread":0.3096393209940907,"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."}}