{"id":"W3005770889","doi":"10.1136/bmjgh-2019-002040","title":"The household economic burden of non-communicable diseases in 18 countries","year":2020,"lang":"en","type":"article","venue":"BMJ Global Health","topic":"Global Public Health Policies and Epidemiology","field":"Business, Management and Accounting","cited_by":234,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Simon Fraser University; Institut universitaire de cardiologie et de pneumologie de Québec; Hamilton Health Sciences; Queen's University; McMaster University; Population Health Research Institute","funders":"Faculty of Community and Health Sciences, University of the Western Cape; Economic and Social Research Council; Canadian Institutes of Health Research; Independent University, Bangladesh; Servier; Universiti Kebangsaan Malaysia; AstraZeneca; Ministério da Ciência, Tecnologia e Inovação; Forskningsrådet för Arbetsliv och Socialvetenskap; International Development Research Centre; Medical Research Council; King Saud University; Indian Council of Medical Research; Saudi Heart Association; Universiti Teknologi MARA; National Research Foundation; North-West University; Public Health Agency of Canada; Uniwersytet Medyczny im. Piastów Slaskich we Wroclawiu; Wellcome Trust; Departamento Administrativo de Ciencia, Tecnología e Innovación (COLCIENCIAS); Wellcome; Sanofi; AFA Försäkring; Vetenskapsrådet; Heart and Stroke Foundation of Canada; Universidad de La Frontera; Public Health Agency; GlaxoSmithKline","keywords":"Environmental health; Medicine; Tanzania; Disease burden; China; Developing country; Non-communicable disease; Public health; Socioeconomics; Economic growth; Geography; Population; Economics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000928778,0.0001483955,0.0005067424,0.00003315157,0.0002690057,0.00008197646,0.0005767433,0.00006306581,0.0000425724],"category_scores_gemma":[0.0002935759,0.0001139924,0.00007355661,0.0002919098,0.000149882,0.0002833853,0.0003519625,0.000128035,0.0001499677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002378556,"about_ca_system_score_gemma":0.0004515392,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1315585,"about_ca_topic_score_gemma":0.002129801,"domain_scores_codex":[0.9981173,0.00006680931,0.0007913245,0.000208536,0.0001285343,0.0006874862],"domain_scores_gemma":[0.9988936,0.0001637103,0.0004584391,0.0003610211,0.00004160995,0.00008164811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009870128,0.00002092169,0.02535145,0.0003885262,0.00001104236,0.000001866907,0.0000353244,0.01103584,1.096545e-7,0.08200035,0.879214,0.001841848],"study_design_scores_gemma":[0.000469751,0.00003588064,0.03287733,0.00004160421,0.000005593541,0.000001323721,0.0005215711,0.03668719,5.803122e-8,0.002117693,0.9271326,0.0001094212],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.212452,0.002952388,0.00006436791,0.7506375,0.0007983147,0.001300263,0.0002488316,0.0001461766,0.03140023],"genre_scores_gemma":[0.9160426,0.0006906611,0.00004808506,0.08201269,0.001126638,0.00002798741,0.00002337927,0.00001218596,0.00001577823],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7035906,"threshold_uncertainty_score":0.8742245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05434277422683287,"score_gpt":0.3615944136839321,"score_spread":0.3072516394570992,"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."}}