{"id":"W4416160968","doi":"10.17816/mser688243","title":"Cognitive reserve among elderly patients with traumatic brain injury","year":2025,"lang":"","type":"article","venue":"Medical and Social Expert Evaluation and Rehabilitation","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cognitive reserve; Traumatic brain injury; Cognition; Effects of sleep deprivation on cognitive performance; Cognitive impairment; Cognitive decline; Executive functions; Montreal Cognitive Assessment","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005323189,0.0003467306,0.0006781194,0.0004040971,0.0007856073,0.0001178691,0.0001148669,0.0005855339,0.001473423],"category_scores_gemma":[0.01783383,0.0002667976,0.0001081969,0.0006276254,0.002661419,0.0003219131,0.00009218432,0.0006726316,0.00001011681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000297087,"about_ca_system_score_gemma":0.00151774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001025439,"about_ca_topic_score_gemma":0.0009125613,"domain_scores_codex":[0.9927231,0.002124275,0.0009470812,0.0007181931,0.003022993,0.0004643623],"domain_scores_gemma":[0.9924704,0.005180546,0.000203354,0.0001883497,0.001559795,0.000397487],"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":[0.00213344,0.001154498,0.0851,0.001437538,0.0003843986,0.000002435255,0.08351133,1.504988e-7,0.00001207053,0.0008280024,0.006948407,0.8184877],"study_design_scores_gemma":[0.0148886,0.004327144,0.9184613,0.003516952,0.0003591947,0.000001079242,0.0472363,0.00824693,0.000007183028,0.001781535,0.0008482797,0.0003255615],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9186453,0.001190101,0.0003854478,0.07456306,0.0002605819,0.003390153,0.0000234062,0.00003960995,0.001502303],"genre_scores_gemma":[0.9960689,0.0001029971,0.0001831905,0.002057467,0.0001959307,0.0005257851,0.0001582044,0.00002788366,0.0006796645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8333612,"threshold_uncertainty_score":0.9999784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04500759308264411,"score_gpt":0.4128849935249087,"score_spread":0.3678774004422645,"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."}}