{"id":"W2056578391","doi":"10.1097/htr.0b013e31827c7d15","title":"Assessing Aggression Following Traumatic Brain Injury","year":2013,"lang":"en","type":"review","venue":"Journal of Head Trauma Rehabilitation","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"Canadian Institutes of Health Research","keywords":"Aggression; Psychology; Rehabilitation; Neuropsychology; Population; Traumatic brain injury; Clinical psychology; External validity; Poison control; Psychiatry; Medicine; Medical emergency; Social psychology; Cognition","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004791833,0.0006691154,0.004041871,0.001791133,0.000181812,0.0003042917,0.0004358466,0.0007005285,0.0003016337],"category_scores_gemma":[0.006776458,0.0004689925,0.00276128,0.0009991482,0.0001804633,0.001326702,0.000055118,0.002152504,0.0001528913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001095814,"about_ca_system_score_gemma":0.001307759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001312838,"about_ca_topic_score_gemma":0.000002029844,"domain_scores_codex":[0.9915954,0.001572485,0.003803224,0.0004781504,0.001936182,0.0006144991],"domain_scores_gemma":[0.9890311,0.006586717,0.002492419,0.0007374613,0.0006381852,0.0005141099],"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":[0.00005803334,0.0004173924,0.00005273045,0.03663542,0.0004709985,0.0000809784,0.0007353179,5.715239e-7,0.00004272309,0.00001906148,0.004662287,0.9568245],"study_design_scores_gemma":[0.0030215,0.005465403,0.002381145,0.4365052,0.003138374,0.00203188,0.001776795,0.00006168247,0.00001081817,0.0007278005,0.5440981,0.0007812797],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03609462,0.958169,0.0002762274,0.001623366,0.0009659996,0.002465743,0.000007259667,0.00005559289,0.0003421914],"genre_scores_gemma":[0.004421584,0.9419891,0.051657,0.0001213612,0.0009596258,0.0001859201,0.00006133766,0.0002896521,0.0003143699],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9560432,"threshold_uncertainty_score":0.9997762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1970837250955372,"score_gpt":0.5028095520434772,"score_spread":0.30572582694794,"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."}}