{"id":"W4297539431","doi":"10.3390/ijerph191912228","title":"Unraveling the Protective Effects of Cognitive Reserve on Cognition and Brain: A Cross-Sectional Study","year":2022,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute; University of Calgary","funders":"Canadian Institutes of Health Research; Heart and Stroke Foundation of Canada; Population Health Research Institute","keywords":"Cognitive reserve; Hyperintensity; Cognition; Effects of sleep deprivation on cognitive performance; White matter; Cross-sectional study; Psychology; Population; Medicine; Psychiatry; Magnetic resonance imaging; Pathology; Cognitive impairment; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002441343,0.0003591404,0.0004203822,0.0006796751,0.000625457,0.0007093131,0.0003282518,0.0006136891,0.001456219],"category_scores_gemma":[0.00324728,0.0003538124,0.0003887925,0.0006564451,0.0003102867,0.0006938683,0.0004800986,0.0006892321,0.0002520826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00014217,"about_ca_system_score_gemma":0.0004085705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003049647,"about_ca_topic_score_gemma":0.00416449,"domain_scores_codex":[0.9994479,0.0002431561,0.00004200088,0.0001318196,0.00005840038,0.00007667739],"domain_scores_gemma":[0.9983879,0.0005565156,0.0003803426,0.0002350736,0.0001876267,0.0002525888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001654619,0.0002198907,0.9965141,0.00002208573,0.0001729083,0.0001238671,0.0004214197,0.00002408718,0.0003895049,0.00007374692,0.00005742419,0.001815677],"study_design_scores_gemma":[0.000008405584,0.0005124831,0.9979495,0.00001320811,0.0001457738,0.0002755061,0.0004249824,0.0001136216,0.00009519412,0.0001004965,0.0003568236,0.00000412325],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987221,0.0005148497,0.0002586437,0.00005399284,0.00000836478,0.00001195037,0.0001145155,0.000002197055,0.0003133656],"genre_scores_gemma":[0.9991302,0.0001834899,0.0002770656,0.00006755385,0.00001578533,0.00001610207,0.0001353342,0.000001723271,0.00017288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003049647,"threshold_uncertainty_score":0.0129112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0663814735535442,"score_gpt":0.4277318033550311,"score_spread":0.361350329801487,"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."}}