{"id":"W4409652484","doi":"10.1093/eurheartj/ehaf212","title":"Social factors, health policy, and environment: implications for cardiovascular disease across the globe","year":2025,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; McMaster University; Population Health Research Institute; University of British Columbia; Simon Fraser University","funders":"Faculty of Community and Health Sciences, University of the Western Cape; Philippine Council for Health Research and Development; Canadian Institutes of Health Research; Independent University, Bangladesh; Servier; Uniwersytet Medyczny im. Piastów Slaskich we Wroclawiu; Dairy Farmers of Canada; Universiti Kebangsaan Malaysia; AstraZeneca; Ministério da Ciência, Tecnologia e Inovação; AFA Försäkring; Saudi Heart Association; Universiti Teknologi MARA; National Research Foundation; North-West University; Public Health Agency of Canada; International Development Research Centre; Hamilton Health Sciences; Heart and Stroke Foundation of Canada; Ontario Ministry of Health and Long-Term Care; Departamento Administrativo de Ciencia, Tecnología e Innovación (COLCIENCIAS); Sanofi; Medical Research Council; King Saud University; Indian Council of Medical Research; Vetenskapsrådet; Pfizer; Universidad de La Frontera; Public Health Agency; GlaxoSmithKline","keywords":"Medicine; Urbanization; Environmental health; Disease; Social determinants of health; Economic growth; Public health; Epidemiology; Global health; Health policy; Development economics; Gerontology; Economics; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001825761,0.0001064573,0.0001502283,0.00001768383,0.002568625,0.0001113587,0.0001814293,0.00001791525,0.00003656553],"category_scores_gemma":[0.0001145179,0.00007657681,0.0002101305,0.0001042087,0.0002262053,0.0001151609,0.0001793892,0.0001984994,0.00003744798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002541862,"about_ca_system_score_gemma":0.00008399386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001347154,"about_ca_topic_score_gemma":0.000008631257,"domain_scores_codex":[0.998504,0.000458677,0.0002315465,0.0001907656,0.0001743255,0.0004406762],"domain_scores_gemma":[0.9992324,0.0000882708,0.00007638957,0.0002353458,0.000004498263,0.0003631599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001182889,0.0002675352,0.2913946,0.00014637,0.0003578364,0.000005583399,0.01101322,0.001552476,0.00007314677,0.01148622,0.4793723,0.2042124],"study_design_scores_gemma":[0.0001545806,0.0000198746,0.5193802,0.000005374794,0.0000107758,0.000007243752,0.00007755186,0.00001183543,8.23646e-7,0.001221742,0.4790693,0.0000406775],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1622901,0.004425597,0.02714381,0.8010131,0.0002369056,0.001239247,0.000300959,0.00006607248,0.003284257],"genre_scores_gemma":[0.9751266,0.0007871371,0.0006360241,0.02194476,0.000734265,0.000008473446,0.000009537222,0.00002451953,0.000728684],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8128365,"threshold_uncertainty_score":0.9987299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08469387105961321,"score_gpt":0.3842749150137032,"score_spread":0.29958104395409,"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."}}