{"id":"W4400173254","doi":"10.22514/jomh.2024.102","title":"Traumatic brain injury and justice-involved men in Canada: strategies and implications","year":2024,"lang":"en","type":"article","venue":"Journal of Men s Health","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Criminal justice; Traumatic brain injury; Medicine; Economic Justice; Psychiatry; Recidivism; Indigenous; Injury prevention; Suicide prevention; Criminology; Poison control; Psychology; Medical emergency; Political science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002438731,0.0006712513,0.0006312227,0.004137849,0.0170054,0.005490462,0.003534588,0.001994586,0.004989224],"category_scores_gemma":[0.007068398,0.0003486054,0.0007465176,0.006077784,0.003943022,0.002003614,0.004840002,0.00275607,0.0001907904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.10733,"about_ca_system_score_gemma":0.3339725,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9951786,"about_ca_topic_score_gemma":0.9973503,"domain_scores_codex":[0.9966801,0.0004996024,0.0001026885,0.000249728,0.0006565521,0.001811376],"domain_scores_gemma":[0.9947403,0.0004777481,0.0005184101,0.00007565577,0.001836869,0.002351084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002135161,0.0004466457,0.5952773,0.001654784,0.0001844794,0.00240564,0.05000886,0.0005725869,0.0002481903,0.03187958,0.06697624,0.2501321],"study_design_scores_gemma":[0.00005093938,0.0001973182,0.5340903,0.006166694,0.0003994798,0.001014031,0.3567252,0.001171926,0.0004319174,0.008121751,0.09141085,0.0002196182],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4810518,0.09310243,0.001065861,0.3584977,0.001852246,0.0007152435,0.002463559,0.00009749592,0.06115374],"genre_scores_gemma":[0.917891,0.05107127,0.001479148,0.0195215,0.0004280682,0.0002392516,0.0005480158,0.00002043682,0.008801287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.10733,"threshold_uncertainty_score":0.7787372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1042678476343549,"score_gpt":0.4182647073494428,"score_spread":0.313996859715088,"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."}}