{"id":"W4413723315","doi":"10.1080/19397038.2025.2547595","title":"Enhancing sustainability of medical devices procurement in Low- and Middle-Income Countries","year":2025,"lang":"en","type":"article","venue":"International Journal of Sustainable Engineering","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute","funders":"","keywords":"Sustainability; Low and middle income countries; Procurement; Business; Middle income; Low income; Natural resource economics; Developing country; Economic growth; Economics; Socioeconomics; Marketing; Demographic economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01313248,0.0005854439,0.0004109396,0.003909517,0.002433796,0.008713745,0.0008749345,0.001350579,0.003420065],"category_scores_gemma":[0.01549068,0.0003458823,0.0007153214,0.004060182,0.003235488,0.003489944,0.007216891,0.0009445142,0.0003482596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006980676,"about_ca_system_score_gemma":0.01696822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004366601,"about_ca_topic_score_gemma":0.005598824,"domain_scores_codex":[0.9895125,0.007145947,0.0004701241,0.0002847775,0.001018104,0.001568586],"domain_scores_gemma":[0.9876787,0.006096627,0.002504776,0.0005651586,0.002348734,0.0008059759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002924856,0.0006294174,0.2362423,0.00757449,0.0004966288,0.003802315,0.01661105,0.04572561,0.006044231,0.2677751,0.009220528,0.4055859],"study_design_scores_gemma":[0.0001091946,0.001660187,0.2780623,0.01422921,0.0004332196,0.001811879,0.1384676,0.02073146,0.01632608,0.2172753,0.3105549,0.0003386599],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6995279,0.01256651,0.05058666,0.02969732,0.000205536,0.001111827,0.0007053222,0.0002253065,0.2053736],"genre_scores_gemma":[0.9840202,0.003087524,0.01099478,0.0005049488,0.00001875717,0.0001469391,0.0001111677,0.00001305533,0.001102682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01313248,"threshold_uncertainty_score":0.06945205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01137422788208007,"score_gpt":0.2766659095221207,"score_spread":0.2652916816400406,"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."}}