{"id":"W4406098764","doi":"10.1089/neu.2024.0414","title":"Priority Clinical Actions for Outpatient Management of Nonhospitalized Traumatic Brain Injury","year":2025,"lang":"en","type":"article","venue":"Journal of Neurotrauma","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Rehabilitation Institute; University of Toronto; University of British Columbia","funders":"","keywords":"Traumatic brain injury; Medicine; Psychology; Psychiatry","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":[0.03243725,0.000777239,0.001292148,0.01012881,0.002606934,0.003531294,0.001537225,0.001683186,0.003879074],"category_scores_gemma":[0.08950814,0.0006127593,0.00182422,0.007166625,0.0006620122,0.003580483,0.00328531,0.002203435,0.0007550296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005704109,"about_ca_system_score_gemma":0.03933627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009801479,"about_ca_topic_score_gemma":0.03675169,"domain_scores_codex":[0.9751003,0.01169061,0.007428004,0.001061556,0.003238985,0.001480546],"domain_scores_gemma":[0.9227853,0.04069077,0.009643256,0.001222381,0.02020578,0.005452604],"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":[0.0006083312,0.0008008055,0.1077694,0.07968242,0.0005617226,0.00141038,0.02832765,0.001440021,0.003283947,0.007994126,0.09086441,0.6772568],"study_design_scores_gemma":[0.001634544,0.002373392,0.3230244,0.168726,0.002951698,0.002924176,0.12424,0.008247784,0.006185218,0.03371424,0.3252766,0.0007020223],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5014324,0.1188137,0.07906681,0.186827,0.006263873,0.03810143,0.01865338,0.001739864,0.04910154],"genre_scores_gemma":[0.4652016,0.04570723,0.4561042,0.009565121,0.0006913238,0.01225778,0.008127725,0.0001225621,0.002222555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03243725,"threshold_uncertainty_score":0.1715466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1245112707991601,"score_gpt":0.4274898638100259,"score_spread":0.3029785930108658,"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."}}