{"id":"W4412910932","doi":"10.3389/fpubh.2025.1588227","title":"Lessons learned from redesigning public health medicines supply chain model in Uttar Pradesh, India","year":2025,"lang":"en","type":"review","venue":"Frontiers in Public Health","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Manitoba Health","funders":"University of Manitoba; Bill and Melinda Gates Foundation","keywords":"Procurement; Business; Essential medicines; Supply chain; Vendor; Health facility; Operations management; Call for bids; Public health; Medicine; Marketing; Environmental health; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00873589,0.0006687075,0.0002850335,0.001427435,0.003274191,0.009323992,0.00252958,0.002014784,0.002463982],"category_scores_gemma":[0.01117001,0.000505261,0.0007276252,0.002086867,0.003337181,0.007880256,0.004201175,0.004186444,0.0007812097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01141615,"about_ca_system_score_gemma":0.0273703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03783964,"about_ca_topic_score_gemma":0.042202,"domain_scores_codex":[0.9927251,0.003711136,0.0004764348,0.0005717427,0.001411086,0.001104446],"domain_scores_gemma":[0.9880005,0.004066395,0.0009049845,0.001581859,0.003696589,0.001749656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003315409,0.001424805,0.04898218,0.004041292,0.0001710992,0.008237299,0.09130078,0.0477668,0.01219135,0.189606,0.05003279,0.5459141],"study_design_scores_gemma":[0.0001681991,0.001884056,0.0354646,0.003182001,0.000312852,0.003723153,0.1421056,0.04334879,0.01338074,0.07678349,0.6791806,0.0004660246],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.5648316,0.006601525,0.1073564,0.1990006,0.001731664,0.00215078,0.0007113849,0.001820986,0.115795],"genre_scores_gemma":[0.8596153,0.005744899,0.1154735,0.007110544,0.0002116716,0.0002460938,0.0004531908,0.0001750919,0.01096971],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03783964,"threshold_uncertainty_score":0.08283037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3267707216040615,"score_gpt":0.4065874343195838,"score_spread":0.07981671271552232,"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."}}