{"id":"W2990093001","doi":"10.15171/ijhpm.2019.104","title":"Corruption in Health Systems: The Conversation Has Started, Now Time to Continue it Comment on \"We Need to Talk About Corruption in Health Systems\"","year":2019,"lang":"en","type":"letter","venue":"International Journal of Health Policy and Management","topic":"Healthcare Systems and Reforms","field":"Economics, Econometrics and Finance","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; Fogarty International Center; National Institute of Mental Health; Fondo Nacional de Desarrollo Científico, Tecnológico y de Innovación Tecnológica; Medical Research Council; Alliance for Health Policy and Systems Research; Harvard T.H. Chan School of Public Health; Inter-American Institute for Global Change Research; Consejo Nacional de Ciencia, Tecnología e Innovación Tecnológica; World Diabetes Foundation; National Science Foundation; Grand Challenges Canada; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; International Development Research Centre; Bloomberg Philanthropies; Wellcome Trust; Duke Kunshan University","keywords":"Language change; Conversation; Public relations; Political science; Global health; Health care; Context (archaeology); Health policy; Health equity; Sociology; Economic growth; Economics; Law","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.006843132,0.0003633834,0.001333562,0.002705239,0.0001632318,0.000319863,0.0005319769,0.0002543906,0.00002666254],"category_scores_gemma":[0.00008514505,0.0003000826,0.0001290294,0.0003938764,0.00003235535,0.0001994419,0.000122873,0.0009892266,0.0003639125],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006150102,"about_ca_system_score_gemma":0.0005391519,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0702341,"about_ca_topic_score_gemma":0.0007195852,"domain_scores_codex":[0.993647,0.0005495847,0.004076467,0.0004874835,0.000494803,0.0007447],"domain_scores_gemma":[0.9952477,0.0001304341,0.003840335,0.0003472364,0.0001883464,0.0002459974],"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":[0.0001834526,0.0001517812,0.0004686097,0.004767407,0.0002080005,0.00006765667,0.004304311,0.008101555,1.636113e-7,0.01069963,0.9628006,0.008246799],"study_design_scores_gemma":[0.001483954,0.00103744,0.003588635,0.006239267,0.000001810507,0.00005664896,0.001002131,0.001498565,4.443689e-8,0.0001399964,0.9847199,0.0002316591],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008551386,0.003048983,0.001830164,0.985105,0.004620867,0.003664987,0.0004001789,0.00001277032,0.0004618973],"genre_scores_gemma":[0.06515033,0.008635961,0.00006352708,0.9173204,0.002735735,0.0001533125,0.0001827999,0.00006175151,0.005696128],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06951451,"threshold_uncertainty_score":0.9999451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06019375968139799,"score_gpt":0.3271909582415587,"score_spread":0.2669971985601607,"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."}}