{"id":"W4210744170","doi":"10.1212/wnl.0000000000200051","title":"Cognitive Reserve and Mild Cognitive Impairment","year":2022,"lang":"en","type":"article","venue":"Neurology","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Aging; Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Robert J. Kleberg, Jr. and Helen C. Kleberg Foundation; University of Ottawa; University of Kentucky","keywords":"Dementia; Cognitive impairment; Cognitive reserve; Cognition; Psychological intervention; Cognitive decline","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00033829,0.0001399816,0.000230806,0.0001949969,0.0002949776,0.00001258384,0.0000668922,0.0000446335,0.002954295],"category_scores_gemma":[0.000124082,0.0001354546,0.0000655572,0.0002112002,0.000224241,0.00004354105,0.0004336089,0.0006014146,0.0000608154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002642179,"about_ca_system_score_gemma":0.0001607705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004255036,"about_ca_topic_score_gemma":0.00008145218,"domain_scores_codex":[0.9981897,0.0003673148,0.0001743713,0.0004400553,0.0004025342,0.0004260463],"domain_scores_gemma":[0.9991779,0.000342316,0.0000490744,0.0001044518,0.0001429091,0.0001833684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01569379,0.001117993,0.9671749,0.00005912,0.0002662717,0.001915778,0.0006316664,4.373791e-7,0.0007108439,0.0001187256,0.003112718,0.00919773],"study_design_scores_gemma":[0.008237853,0.02009309,0.9614374,0.00001522581,0.0001913127,0.0009254999,0.000642346,0.000131611,0.0008606021,0.0002015592,0.007114012,0.0001494555],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816094,0.0003960547,0.00001838106,0.007138807,0.000102718,0.0009201944,0.00005821835,0.00005153576,0.009704706],"genre_scores_gemma":[0.9872969,0.00006374142,0.000007884183,0.01080971,0.00006722104,0.0004029674,0.00007004225,0.00002293259,0.001258628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0189751,"threshold_uncertainty_score":0.9979571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02799767946555096,"score_gpt":0.3289387233075519,"score_spread":0.3009410438420009,"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."}}