{"id":"W3217014100","doi":"10.1080/23279095.2021.2002866","title":"Longitudinal recovery of executive functions and social participation prediction following traumatic brain injury","year":2021,"lang":"en","type":"article","venue":"Applied Neuropsychology Adult","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal General Hospital; McGill University Health Centre; Centre for Interdisciplinary Research in Rehabilitation; Université de Montréal","funders":"","keywords":"Psychology; Executive dysfunction; Traumatic brain injury; Executive functions; Cognitive flexibility; Neuropsychology; Verbal fluency test; Trail Making Test; Memory span; Association (psychology); Clinical psychology; Physical medicine and rehabilitation; Medicine; Audiology; Physical therapy; Psychiatry; Cognition; Working memory","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":[0.0002696239,0.0001526751,0.0003709938,0.0001592607,0.0001577809,0.00001346626,0.00005493543,0.0001695745,0.0001078748],"category_scores_gemma":[0.0003332533,0.0001581692,0.0001118777,0.0004016047,0.0002028483,0.00007982574,0.00004287149,0.0003805684,0.00003080994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003258982,"about_ca_system_score_gemma":0.00007245462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004583296,"about_ca_topic_score_gemma":0.000006794575,"domain_scores_codex":[0.9984084,0.0001755635,0.0004602808,0.0003970651,0.0002682229,0.0002904942],"domain_scores_gemma":[0.9990229,0.0003319538,0.0001214472,0.000280018,0.0001556728,0.00008801534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.007155837,0.003269607,0.1062466,0.001068234,0.0018379,0.0003493914,0.01192254,0.0000154842,0.6557051,0.01503757,0.03962286,0.1577688],"study_design_scores_gemma":[0.003612046,0.0009947605,0.9853031,0.00007606474,0.0003204054,0.0002000248,0.00208734,0.00009326306,0.00557013,0.001361362,0.0002049156,0.0001765558],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844636,0.00002031946,0.001418382,0.004532,0.0003080314,0.0004163488,0.00003771819,0.00007305713,0.008730495],"genre_scores_gemma":[0.9977401,0.00001179386,0.0003504143,0.001018679,0.000114916,0.0001248167,0.00008320789,0.00002967485,0.0005263812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8790565,"threshold_uncertainty_score":0.6449955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06910646287897333,"score_gpt":0.3622622682490494,"score_spread":0.2931558053700761,"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."}}