{"id":"W2984864183","doi":"10.1093/geroni/igz038.2446","title":"REAL-WORLD REPRESENTATIVENESS OF CANADIAN RESEARCH SUBJECTS WITH MILD COGNITIVE IMPAIRMENT","year":2019,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; University of Calgary; Toronto Metropolitan University","funders":"","keywords":"Memory clinic; Medicine; Generalizability theory; Referral; Population; Representativeness heuristic; Cognition; Psychiatry; Cognitive impairment; Clinical psychology; Gerontology; Family medicine; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001957511,0.0001073158,0.0002241364,0.005726425,0.00006500016,0.00002585469,0.00008243013,0.00003766034,0.0006101056],"category_scores_gemma":[0.0001225082,0.00009447602,0.00002028694,0.009335157,0.0001340085,0.0001568598,0.00004740575,0.0003812785,0.00004971756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003128792,"about_ca_system_score_gemma":0.0009163706,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1006823,"about_ca_topic_score_gemma":0.03547243,"domain_scores_codex":[0.9978448,0.0001765399,0.0003925417,0.0003259205,0.0007710862,0.000489126],"domain_scores_gemma":[0.997783,0.0002299397,0.00009171396,0.0001980986,0.001602645,0.00009458262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000457443,0.0001341029,0.9896296,0.000182418,0.00005113506,0.00007998609,0.001140619,0.000003884886,0.004606123,0.002210122,0.0001613532,0.001343162],"study_design_scores_gemma":[0.002967952,0.0004486195,0.9382838,0.001131396,0.000009544985,0.000006233923,0.004577532,0.00005741942,0.05201821,0.0001681909,0.0002351657,0.00009594236],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.893431,0.0000119246,0.00002195308,0.001022189,0.00004036377,0.001205533,0.000007381293,0.00001327703,0.1042464],"genre_scores_gemma":[0.9960588,0.00002146127,0.0001635939,0.0001624221,0.00003269402,0.0001009598,0.00008322904,0.00001968958,0.003357181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1026278,"threshold_uncertainty_score":0.9821277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06663679334959728,"score_gpt":0.4037185016866468,"score_spread":0.3370817083370495,"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."}}