{"id":"W4416421926","doi":"10.4103/indianjpsychiatry_119_25","title":"Development and validation of a tool for the assessment of psychiatric disability in patients with traumatic brain injury","year":2025,"lang":"en","type":"article","venue":"Indian Journal of Psychiatry","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Traumatic brain injury; Inter-rater reliability; Cognition; Cognitive disabilities; Psychometrics; MEDLINE","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001560802,0.0001075581,0.0003747121,0.0003115053,0.00004632003,0.00001130874,0.0001513527,0.00005959188,0.00001784642],"category_scores_gemma":[0.0001764368,0.00006645362,0.00007808567,0.0004728815,0.0001372186,0.00008555734,0.000017965,0.0002550983,1.075759e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001004871,"about_ca_system_score_gemma":0.001074552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004304762,"about_ca_topic_score_gemma":0.00002923478,"domain_scores_codex":[0.998193,0.00009592999,0.0009978272,0.0001154837,0.000446509,0.000151278],"domain_scores_gemma":[0.9986223,0.0003930009,0.0004927844,0.0002248263,0.0002119241,0.00005517204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008434819,0.0007781546,0.9728839,0.001271632,0.0002067927,3.261407e-7,0.001087552,0.000007460422,0.00001334055,0.0004682283,0.0003790053,0.02206007],"study_design_scores_gemma":[0.004513646,0.001071661,0.9913001,0.0007529183,0.00009081134,0.000005532197,0.001152258,0.00002226228,0.000128444,0.0008469627,0.00005857596,0.00005683644],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922334,0.00008910571,0.001346014,0.00505483,0.0002376083,0.0009640856,0.00001290108,0.00000206611,0.00006002209],"genre_scores_gemma":[0.9406044,0.000003473326,0.05922782,0.0000932916,0.00003042048,0.00001899676,0.000003308388,0.000008735908,0.000009556303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05788181,"threshold_uncertainty_score":0.27099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02555633796657794,"score_gpt":0.358700473143812,"score_spread":0.3331441351772341,"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."}}