{"id":"W4230497682","doi":"10.1093/geront/gnv576.03","title":"EXPLORING STRATEGIES TO OPERATIONALIZE COGNITIVE RESERVE","year":2015,"lang":"en","type":"article","venue":"The Gerontologist","topic":"Educational Strategies and Epistemologies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Operationalization; Cognitive reserve; Cognition; Psychology; Computer science; Cognitive impairment; Neuroscience; Epistemology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0361433,0.001748673,0.001487794,0.005069357,0.001418628,0.00692866,0.002200646,0.0007621283,0.00212385],"category_scores_gemma":[0.06973939,0.0006306322,0.001874459,0.004025958,0.004944998,0.005313428,0.0092086,0.001519355,0.0001128341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003148322,"about_ca_system_score_gemma":0.003975784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01019971,"about_ca_topic_score_gemma":0.01051841,"domain_scores_codex":[0.9697646,0.02480523,0.000777564,0.002987021,0.001006044,0.0006596781],"domain_scores_gemma":[0.946945,0.04168497,0.004997392,0.004226047,0.001388403,0.0007581543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004652573,0.0004932267,0.5258557,0.0007521325,0.00485003,0.0003715948,0.0797128,0.01232264,0.00172876,0.2636705,0.001281325,0.108496],"study_design_scores_gemma":[0.0002149452,0.001413646,0.2907814,0.0007196933,0.002055084,0.0004221028,0.07435655,0.1052223,0.001994634,0.5126113,0.009955641,0.000252651],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7413344,0.001376362,0.238723,0.004554849,0.00007050443,0.0005815495,0.0003926894,0.0001934687,0.01277315],"genre_scores_gemma":[0.9547952,0.00008805376,0.04447024,0.0001011926,0.0000125632,0.0002864359,0.00007089637,0.00001470178,0.0001608037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0361433,"threshold_uncertainty_score":0.1911463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6775764140530348,"score_gpt":0.4572777280380466,"score_spread":0.2202986860149882,"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."}}