{"id":"W4399423000","doi":"10.1080/09602011.2024.2357850","title":"The reliability and validity of brief cognitive screening tools used in traumatic brain injury: A systematic review","year":2024,"lang":"en","type":"review","venue":"Neuropsychological Rehabilitation","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Traumatic brain injury; Psychology; Cognition; Reliability (semiconductor); Clinical psychology; Validity; Psychometrics; Psychiatry","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0102754,0.0005399652,0.00399669,0.0002922543,0.00008456544,0.00009582505,0.000344823,0.0003871864,0.00003268491],"category_scores_gemma":[0.1200947,0.0002901121,0.0007788068,0.001542099,0.0008296287,0.0001227751,0.00014448,0.00161925,0.000043346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001536824,"about_ca_system_score_gemma":0.0001670502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006778889,"about_ca_topic_score_gemma":0.000003212035,"domain_scores_codex":[0.9878312,0.006757034,0.002955078,0.001050247,0.0009704427,0.0004359739],"domain_scores_gemma":[0.9523062,0.04546323,0.0006840271,0.001071552,0.0002908833,0.0001841603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00009665647,0.0001846143,0.00003058528,0.765599,0.00006537192,0.00001689061,0.0001767762,2.396891e-8,9.999906e-7,0.000131753,0.0003915094,0.2333059],"study_design_scores_gemma":[0.0005857233,0.002975432,0.004440527,0.9815258,0.002840241,0.0001249584,0.0002323312,0.00003163671,1.296858e-7,0.0007013853,0.006251705,0.0002900884],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004931645,0.9765856,0.00006055782,0.002629729,0.0001237457,0.01522368,0.0001005065,0.00009108701,0.000253493],"genre_scores_gemma":[0.003903162,0.993036,0.0004385678,0.0003613334,0.00003433768,0.002013183,0.00005390287,0.00007106823,0.00008849333],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2330158,"threshold_uncertainty_score":0.9999551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.255603425100562,"score_gpt":0.4769144386837783,"score_spread":0.2213110135832163,"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."}}