{"id":"W2145099405","doi":"10.1093/arclin/acp006","title":"Recommendations for Diagnosing a Mild Traumatic Brain Injury: A National Academy of Neuropsychology Education Paper","year":2009,"lang":"en","type":"article","venue":"Archives of Clinical Neuropsychology","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":490,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Mental Health & Substance Use Services","funders":"","keywords":"Traumatic brain injury; Neuropsychology; Rehabilitation; Confusion; Amnesia; Medicine; Task force; Psychology; Psychiatry; Physical therapy; Physical medicine and rehabilitation; Cognition","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":[0.001130019,0.0002006642,0.0008324989,0.0004535261,0.00006337131,0.000006594192,0.0003768556,0.0002037123,0.0001806093],"category_scores_gemma":[0.00760474,0.000188483,0.0004116976,0.0003469913,0.000655614,0.0001015616,0.00004065946,0.0007328369,0.0000141986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007873439,"about_ca_system_score_gemma":0.0002291767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002501683,"about_ca_topic_score_gemma":5.521122e-7,"domain_scores_codex":[0.995871,0.0008739244,0.001976192,0.0006038431,0.0003068871,0.0003681362],"domain_scores_gemma":[0.9887583,0.009950885,0.000586516,0.0003354803,0.0001409531,0.0002278721],"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":[0.003961551,0.006667934,0.006364562,0.0002221196,0.0001664059,0.000002793777,0.0005223758,0.000002580245,0.03074552,0.03576514,0.04957355,0.8660055],"study_design_scores_gemma":[0.003696497,0.004806653,0.9129025,0.0002247961,0.00006882515,0.0000978844,0.00005452584,0.0001747043,0.000333444,0.05733481,0.02015504,0.0001502613],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7557672,0.00009529896,0.001273224,0.2247659,0.0005619262,0.00158433,0.00009243837,0.0000576831,0.01580196],"genre_scores_gemma":[0.9385591,0.0002438794,0.0266831,0.03372723,0.0003459129,0.00009290422,0.00004996406,0.00003698784,0.0002609285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.906538,"threshold_uncertainty_score":0.9104133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3255232589375511,"score_gpt":0.5582753668476778,"score_spread":0.2327521079101266,"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."}}