{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.09027953,0.001092221,0.003003999,0.01084736,0.004492345,0.004887156,0.004410576,0.001496939,0.003113975],"category_scores_gemma":[0.2316397,0.0009920289,0.003621178,0.01681007,0.002871285,0.001492499,0.002810991,0.001078898,0.0002720742],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02265452,"about_ca_system_score_gemma":0.0516311,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8516272,"about_ca_topic_score_gemma":0.8860226,"domain_scores_codex":[0.8880222,0.03521677,0.02822274,0.01274371,0.03257191,0.003222621],"domain_scores_gemma":[0.8036596,0.060312,0.04046088,0.0183749,0.074222,0.002970634],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00157738,0.00008406727,0.7765839,0.06647685,0.02740559,0.0007373584,0.0146009,0.0009351067,0.001373145,0.004173548,0.02248567,0.08356656],"study_design_scores_gemma":[0.0005930197,0.0002952025,0.905822,0.02396292,0.01539305,0.0008241751,0.005996151,0.0006954976,0.0009956579,0.001235355,0.04390433,0.0002826473],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5063949,0.3320805,0.01163343,0.01051917,0.001819136,0.008087143,0.09385369,0.0001946913,0.0354174],"genre_scores_gemma":[0.945701,0.02205868,0.007204479,0.00385031,0.0002308715,0.004155376,0.01600822,0.00005780259,0.0007332323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9773455,"threshold_uncertainty_score":0.4774495,"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."}}