{"id":"W2164521105","doi":"10.1097/01.chi.0000156280.66240.61","title":"Predictors of Personality Change Due to Traumatic Brain Injury in Children and Adolescents in the First Six Months After Injury","year":2005,"lang":"en","type":"article","venue":"Journal of the American Academy of Child & Adolescent Psychiatry","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children","funders":"National Institute of Neurological Disorders and Stroke; National Institute of Mental Health","keywords":"Psychosocial; Traumatic brain injury; Personality; Psychology; Clinical psychology; Psychiatry; Poison control; Personality changes; Prefrontal cortex; Personality disorders; Injury prevention; Medicine; Cognition; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001975712,0.0003300437,0.001046466,0.0006459403,0.00006139848,0.00001682369,0.0009258006,0.0001299108,0.00002044481],"category_scores_gemma":[0.0002110952,0.0002077191,0.0003605321,0.001128819,0.0006019888,0.00021497,0.0001705762,0.001971595,0.00000259628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001587513,"about_ca_system_score_gemma":0.000127406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008357569,"about_ca_topic_score_gemma":0.0000767659,"domain_scores_codex":[0.9958906,0.0004977194,0.001507374,0.0003088021,0.00129827,0.0004972742],"domain_scores_gemma":[0.9980199,0.00009277614,0.001168838,0.000408351,0.00005794721,0.0002522395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002973975,0.001462105,0.9758284,0.0004212147,0.000125363,0.000001842665,0.002726415,0.000006659951,0.00005198958,0.00001392434,0.007775481,0.008612615],"study_design_scores_gemma":[0.002013454,0.0006637278,0.9896988,0.005881328,0.0001114705,0.0002492498,0.0005646003,0.00002170517,0.00009866522,0.00003817617,0.0004883367,0.0001705141],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8362908,0.0008615782,0.000003748992,0.1613885,0.0001085873,0.001258139,0.00005253389,0.000005911911,0.00003017998],"genre_scores_gemma":[0.9714119,0.0001931406,0.000350304,0.02717342,0.0008073695,0.00002025248,7.489774e-7,0.00003807595,0.000004758684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1351211,"threshold_uncertainty_score":0.8565708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02131655806219697,"score_gpt":0.3189480180419769,"score_spread":0.2976314599797799,"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."}}