{"id":"W4401277669","doi":"10.1186/s13690-024-01346-w","title":"Risk stratification of new-onset psychiatric disorders using clinically distinct traumatic brain injury phenotypes","year":2024,"lang":"en","type":"article","venue":"Archives of Public Health","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Canadian Institutes of Health Research; Dalhousie University; Nova Scotia Department of Health and Wellness; Department of Health, Western Cape Government; Nova Scotia Health Research Foundation","keywords":"Traumatic brain injury; Medicine; Psychiatry; Neurology; Injury prevention; Public health; Phenotype; Poison control; Medical emergency; Pathology; Biology; Genetics; Gene","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":[],"consensus_categories":[],"category_scores_codex":[0.002756863,0.0001886059,0.0005759932,0.0006770428,0.0001045768,0.00004255534,0.0002845653,0.000072984,0.0001439685],"category_scores_gemma":[0.00226845,0.0001606696,0.0002237092,0.0008889102,0.0003940465,0.0001535439,0.00005440048,0.0005269151,0.00001244448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005574129,"about_ca_system_score_gemma":0.003759639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0011688,"about_ca_topic_score_gemma":0.000225317,"domain_scores_codex":[0.9962647,0.0007568011,0.001480952,0.0004218714,0.0005623757,0.0005133105],"domain_scores_gemma":[0.9959424,0.002386299,0.0004393604,0.000645318,0.00004923184,0.0005374441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001981032,0.000623992,0.07079484,0.003242432,0.0002228803,5.961476e-7,0.007770108,0.000006807026,0.0002501754,0.004878283,0.003858415,0.9081534],"study_design_scores_gemma":[0.001474677,0.003123363,0.924219,0.0008164036,0.0001063347,0.0000203131,0.001962583,0.02808696,0.00002954611,0.03751269,0.002381644,0.0002665216],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8965643,0.0009493738,0.06666278,0.03192482,0.0002897255,0.001140739,0.0002270308,0.0001206081,0.002120638],"genre_scores_gemma":[0.9616244,0.0002954408,0.03745732,0.0001658667,0.0001310336,0.00001173911,0.00008803564,0.00004216442,0.0001839963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9078869,"threshold_uncertainty_score":0.6669438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1425947985755041,"score_gpt":0.4415280613518935,"score_spread":0.2989332627763894,"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."}}