{"id":"W4281633097","doi":"10.21203/rs.3.rs-1561279/v2","title":"From Measuring User Satisfaction to Improving Quality of Care: Community Verifications and Performance-Based Financing in District Hospitals in Mali","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; International Development Research Centre","keywords":"Stakeholder; Context (archaeology); Health care; Quality (philosophy); Accountability; Spelling; Business; Nursing; Family medicine; Psychology; Medical education; Medicine; Public relations; Geography; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004598932,0.0001735443,0.000227859,0.001007338,0.002399389,0.001879163,0.0007646471,0.0005378777,0.001956178],"category_scores_gemma":[0.008708412,0.0002532788,0.0001912727,0.001370079,0.002152688,0.0007739103,0.003465391,0.0006958999,0.00009412409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006218719,"about_ca_system_score_gemma":0.005028662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01759094,"about_ca_topic_score_gemma":0.02408172,"domain_scores_codex":[0.9941165,0.003962344,0.0002723207,0.0001872949,0.0003751817,0.001086243],"domain_scores_gemma":[0.9890085,0.005084913,0.002432035,0.0002545067,0.001140896,0.002079125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002466821,0.0003461983,0.8331898,0.0006468911,0.00004135616,0.001203547,0.1311322,0.0003382374,0.001552133,0.0007060135,0.0008372571,0.02975967],"study_design_scores_gemma":[0.0000162207,0.0005381808,0.684448,0.0002140696,0.00001908115,0.0002520392,0.3114416,0.0004785278,0.0005567338,0.0001160508,0.001887118,0.00003231118],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999113,0.00007182805,0.00007369349,0.0002651654,0.00000206515,0.00003693634,0.00003538086,0.000001485037,0.0004004555],"genre_scores_gemma":[0.9997354,0.0000397536,0.00008857163,0.00004459629,0.000001537886,0.00002020764,0.0000122414,4.949317e-7,0.00005718407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01759094,"threshold_uncertainty_score":0.04512018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09105960019138826,"score_gpt":0.403271930276602,"score_spread":0.3122123300852137,"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."}}