{"id":"W4223969426","doi":"10.21203/rs.3.rs-1561279/v1","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":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Canadian Institutes of Health Research; International Development Research Centre","keywords":"Stakeholder; Context (archaeology); Quality (philosophy); Health care; Accountability; Spelling; Business; Process (computing); Health facility; Nursing; Family medicine; Psychology; Medical education; Medicine; Public relations; Environmental health; Computer science; Geography; Political science; Health services","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":[0.003851785,0.0002290963,0.0002941548,0.001315141,0.0008625684,0.001663768,0.0007535686,0.000456834,0.003097012],"category_scores_gemma":[0.01629548,0.0002441785,0.000309453,0.003271352,0.001098091,0.0007808224,0.001834355,0.0006793134,0.0002086031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004595357,"about_ca_system_score_gemma":0.004635287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.129304,"about_ca_topic_score_gemma":0.1304363,"domain_scores_codex":[0.9957972,0.002812532,0.0001937653,0.0001455538,0.0003255289,0.0007255719],"domain_scores_gemma":[0.9854084,0.007252071,0.002836533,0.0003833067,0.001839794,0.002279853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001496306,0.00007789714,0.9890926,0.00004936888,0.00002887419,0.00006841978,0.001514152,0.000311492,0.00007682964,0.0001954548,0.00059233,0.007842788],"study_design_scores_gemma":[0.00001177883,0.0001444381,0.9926394,0.00002752498,0.00001722333,0.00002550417,0.005660612,0.001000266,0.0001161302,0.00008263919,0.0002660436,0.000008473648],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998102,0.00009107133,0.00006819244,0.0007406388,0.000004420679,0.0000137934,0.0002984685,0.000003038367,0.0006782989],"genre_scores_gemma":[0.999458,0.00003628814,0.0001024765,0.00004233811,0.000004639352,0.0000113512,0.0000902879,0.000001449071,0.0002532153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.129304,"threshold_uncertainty_score":0.2571027,"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."}}