{"id":"W4394567554","doi":"10.1101/2024.04.06.24305404","title":"Prevalence and population attributable fractions of potentially modifiable risk factors for dementia in Canada: a cross-sectional analysis of the Canadian Longitudinal Study on Aging","year":2024,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Hotchkiss Brain Institute; McGill University; McGill University Health Centre; University of Ottawa; Bruyère; Vancouver Coastal Health Research Institute; Impact; Vancouver Coastal Health; University of Saskatchewan; McMaster University; University of British Columbia; University of Calgary","funders":"","keywords":"Dementia; Attributable risk; Medicine; Population; Cross-sectional study; Depression (economics); Risk factor; Cohort; Gerontology; Demography; Cohort study; Obesity; Epidemiology; Environmental health; Disease; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.003221129,0.0006778593,0.001257362,0.00530481,0.002976404,0.001591312,0.001935362,0.0007257412,0.001536199],"category_scores_gemma":[0.007925619,0.0006723823,0.002839114,0.01303467,0.0006473304,0.0005107898,0.001213638,0.001044575,0.0001831389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0318086,"about_ca_system_score_gemma":0.05348262,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9959273,"about_ca_topic_score_gemma":0.9958124,"domain_scores_codex":[0.9967938,0.000358553,0.000430535,0.0005975462,0.001342283,0.0004773625],"domain_scores_gemma":[0.9916549,0.0006106579,0.001307496,0.000294663,0.005444876,0.000687506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001362241,0.00002559733,0.9894046,0.000627793,0.00149717,0.00006381729,0.0003803799,0.0002189156,0.0000788782,0.0001815965,0.003123964,0.004261162],"study_design_scores_gemma":[0.00002112838,0.00001729401,0.9971321,0.0001912736,0.0004735649,0.00005281675,0.0003253243,0.0004301267,0.00003902501,0.00004171067,0.001255683,0.00001993032],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8512408,0.03214013,0.001426382,0.001538811,0.0001387243,0.0004085725,0.1089348,0.00008950103,0.004082226],"genre_scores_gemma":[0.9684068,0.006872889,0.001887236,0.0004501991,0.00003427795,0.0002344453,0.02132968,0.00002071115,0.000763777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0318086,"threshold_uncertainty_score":0.2307886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0659969768182056,"score_gpt":0.3625582391172009,"score_spread":0.2965612622989953,"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."}}