{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002725465,0.0003430083,0.0004086159,0.001348877,0.0004911644,0.0004378782,0.000185237,0.0002998115,0.001221441],"category_scores_gemma":[0.001477303,0.0001355455,0.000337758,0.0008800845,0.0002119468,0.0002924421,0.0003272675,0.0003367178,0.0002474685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001879233,"about_ca_system_score_gemma":0.0001959996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003521168,"about_ca_topic_score_gemma":0.003171861,"domain_scores_codex":[0.9998598,0.00002105058,0.0000220929,0.00002387578,0.000037805,0.00003538195],"domain_scores_gemma":[0.9994523,0.00006153208,0.0002521023,0.00001965993,0.00007800907,0.0001363996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001049584,0.00003990225,0.9981021,0.000009652789,0.00003221189,0.0002138613,0.0001191122,0.00002424527,0.0001250895,0.000006299763,0.00007694573,0.001145567],"study_design_scores_gemma":[0.000003772532,0.0001113137,0.9991481,0.000004227438,0.00002000414,0.0004002946,0.00013876,0.00004694041,0.00002519591,0.00001490497,0.00008408808,0.000002388705],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992605,0.0002179725,0.00001838225,0.00002452506,0.00000509143,0.000005071401,0.0001050296,0.00000200027,0.0003613901],"genre_scores_gemma":[0.9996822,0.00007832956,0.00001905891,0.00001459271,0.000009144227,0.000004060002,0.0001306957,4.200479e-7,0.00006150738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003521168,"threshold_uncertainty_score":0.00700134,"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."}}