{"id":"W4405233998","doi":"10.1371/journal.pone.0312906","title":"Determining household out of pocket payments, incidence of catastrophic expenditures and impoverishment among patients with malaria in Zambia’s path towards Universal Health Coverage","year":2024,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Healthcare Systems and Reforms","field":"Economics, Econometrics and Finance","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Malaria; Environmental health; Payment; Incidence (geometry); Socioeconomics; Medicine; Geography; Development economics; Economics; Immunology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003290931,0.0001296231,0.0005147738,0.0002166615,0.00002929324,0.00002546353,0.0001000243,0.00007281832,0.00001602001],"category_scores_gemma":[0.00001479909,0.0001105103,0.00003095617,0.0001007533,0.00004765629,0.0002377097,0.000068692,0.0001547032,0.000001894833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001944074,"about_ca_system_score_gemma":0.0000928832,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00752581,"about_ca_topic_score_gemma":0.0003469538,"domain_scores_codex":[0.9986723,0.00002257585,0.0006494414,0.0002994556,0.0001124121,0.0002438002],"domain_scores_gemma":[0.9993247,0.00001112671,0.0003539448,0.0001946747,0.00001783265,0.00009769786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002431486,0.0002934628,0.9949115,0.0009583972,0.00009028825,0.00001252641,0.001861918,0.00001048397,0.00001990652,0.0004062401,0.00001859104,0.001392386],"study_design_scores_gemma":[0.0006486826,0.0005630261,0.99685,0.001146523,0.000004712919,4.270595e-7,0.0001527004,0.0002220265,0.0001404961,0.0001025594,0.00003777464,0.0001310529],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971973,0.001203355,0.00006371176,0.00009510529,0.0001167756,0.0004001929,0.0007841227,0.00001408145,0.0001253526],"genre_scores_gemma":[0.9992164,0.0003736725,0.0002276827,0.00004399196,0.00002041998,0.00001274742,0.00003634891,0.00002173601,0.00004704301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007178856,"threshold_uncertainty_score":0.9990832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03716550379662368,"score_gpt":0.2192973306953195,"score_spread":0.1821318268986958,"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."}}