{"id":"W4412493466","doi":"10.1093/eurjpc/zwaf428","title":"Association of health knowledge with adoption of heart healthy behaviours: a cross-sectional analysis using data from the PURE study","year":2025,"lang":"en","type":"article","venue":"European Journal of Preventive Cardiology","topic":"Health Promotion and Cardiovascular Prevention","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Population Health Research Institute; University of Ottawa; Simon Fraser University; Queen's University","funders":"Faculty of Community and Health Sciences, University of the Western Cape; Indian Council of Medical Research; King Saud University; Medical Research Council; Uniwersytet Medyczny im. Piastów Slaskich we Wroclawiu; North-West University; Philippine Council for Health Research and Development; National Health and Medical Research Council; Ministério da Ciência, Tecnologia e Inovação; Canadian Institutes of Health Research; AFA Försäkring; AstraZeneca Pharma Poland; Population Health Research Institute; Universiti Teknologi MARA; Saudi Heart Association; Vetenskapsrådet; Ontario Ministry of Health and Long-Term Care; Heart and Stroke Foundation of Canada; International Development Research Centre; Hamilton Health Sciences; Sanofi; Novartis Portugal; Universiti Kebangsaan Malaysia; Ontario SPOR SUPPORT Unit; National Research Foundation","keywords":"Medicine; Confounding; Smoking cessation; Stroke (engine); Logistic regression; Cohort; Odds ratio; Disease; Cohort study; Heart disease; Cardiovascular health; Environmental health; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0211769,0.0001185423,0.0009772674,0.0002908034,0.0001365101,0.00001105641,0.0002337437,0.00005379073,0.00002635549],"category_scores_gemma":[0.0003831382,0.00008407325,0.0005412665,0.0006823618,0.00008634356,0.0001065247,0.0001173387,0.0004097669,0.000002105175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002448789,"about_ca_system_score_gemma":0.0006500761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004695532,"about_ca_topic_score_gemma":0.00003539865,"domain_scores_codex":[0.9841935,0.01371763,0.001251693,0.0002592298,0.0003996906,0.0001782747],"domain_scores_gemma":[0.9967062,0.0001904251,0.001419701,0.0005182498,0.00109197,0.00007338085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002321788,0.0003940756,0.9870991,0.00006003002,0.00713448,0.00001217049,0.000394861,0.0004324729,0.0001037942,0.000004412805,0.0005079836,0.003624448],"study_design_scores_gemma":[0.002613628,0.001250654,0.9917352,0.0002055303,0.002875424,0.00005066254,0.0006039775,0.00005917181,0.00000888225,0.000009407893,0.0005404173,0.00004709807],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8996371,0.002919475,0.09588098,0.0004416448,0.0003575761,0.0005242821,0.00008582685,0.000006015623,0.0001470844],"genre_scores_gemma":[0.9985558,0.0001303459,0.0007223729,0.00009388439,0.0002384081,0.000001514455,0.0001356456,0.00001201023,0.0001099864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09891871,"threshold_uncertainty_score":0.7339534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0820014157521242,"score_gpt":0.409992947289269,"score_spread":0.3279915315371448,"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."}}