{"id":"W2068819236","doi":"10.1007/s11920-006-0083-2","title":"Psychiatric disturbances after traumatic brain injury: Neurobehavioral and personality changes","year":2006,"lang":"en","type":"review","venue":"Current Psychiatry Reports","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":75,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hamilton Health Sciences; McMaster University Medical Centre","funders":"","keywords":"Traumatic brain injury; Psychosocial; Psychiatry; Poison control; Personality; Clinical psychology; Injury prevention; Personality changes; Psychology; Personality disorders; Rehabilitation; Suicide prevention; Medicine; Neuroscience; Medical emergency","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":[0.0004843714,0.0008686052,0.001989325,0.002099182,0.0002065424,0.0008177189,0.0008513384,0.0007748736,0.001771658],"category_scores_gemma":[0.0008745094,0.0001989567,0.0006363867,0.002490564,0.0003207062,0.000717936,0.0005066441,0.0007410898,0.0005953903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003098779,"about_ca_system_score_gemma":0.0008723268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002585614,"about_ca_topic_score_gemma":0.00657998,"domain_scores_codex":[0.9998011,0.00002946459,0.00004756581,0.00004380939,0.00006097868,0.00001707231],"domain_scores_gemma":[0.9995837,0.0001892489,0.0001104082,0.00001064033,0.00007543403,0.00003058038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001650676,0.0001196643,0.001834188,0.01720463,0.0003682421,0.0006021408,0.00006090187,0.0001760301,0.000753678,0.0001824567,0.008802498,0.9697305],"study_design_scores_gemma":[0.0003802041,0.001183123,0.1087699,0.03105348,0.004507944,0.02403372,0.001116288,0.0004307715,0.001330874,0.002093656,0.82493,0.0001700855],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004497673,0.9988446,0.0000521392,0.00009608505,0.00009159131,0.000005891505,0.0000278358,0.000004394102,0.0004276501],"genre_scores_gemma":[0.001525156,0.997951,0.00008836187,0.0001069119,0.0001089336,0.000005906443,0.00003255671,5.083431e-7,0.0001806432],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002585614,"threshold_uncertainty_score":0.005926788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1392206516074124,"score_gpt":0.4381502603142138,"score_spread":0.2989296087068015,"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."}}