{"id":"W2857129956","doi":"10.1136/bmjgh-2018-000842","title":"Accountability mechanisms and the value of relationships: experiences of front-line managers at subnational level in Kenya and South Africa","year":2018,"lang":"en","type":"article","venue":"BMJ Global Health","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Cape Town; Department for International Development; International Development Research Centre; London School of Hygiene and Tropical Medicine","keywords":"Accountability; Decentralization; Public relations; Bureaucracy; Audit; Corporate governance; Service delivery framework; Public administration; Business; Political science; Service (business); Accounting; Marketing; Finance; Politics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001244836,0.00009114336,0.0003164435,0.00003319788,0.0001244194,0.000004182138,0.00006649933,0.00005571774,0.00003159661],"category_scores_gemma":[0.0001473338,0.0000591138,0.00002782872,0.0001443341,0.0004161183,0.00004449499,0.00007390193,0.00008058969,0.000002768438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001712154,"about_ca_system_score_gemma":0.0002114833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001602088,"about_ca_topic_score_gemma":0.0007303067,"domain_scores_codex":[0.9986557,0.0001669871,0.0004711271,0.0001932606,0.0003155189,0.0001974248],"domain_scores_gemma":[0.999324,0.00008738754,0.0002177425,0.0001565387,0.00009625778,0.0001180963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005306069,0.0003501554,0.6102857,0.001247831,0.00006023986,0.000004580517,0.102715,0.00001977602,0.00002350555,0.27627,0.001083021,0.002634174],"study_design_scores_gemma":[0.002413578,0.0003740699,0.9602528,0.0001819794,0.00001534952,0.00003002899,0.0150487,0.0008615173,0.00003007234,0.02063276,0.00009804974,0.00006113711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928815,0.000714747,0.0003962262,0.003556347,0.0001005257,0.0006686434,0.00009543608,0.000008515845,0.001578095],"genre_scores_gemma":[0.9971508,0.00005908535,0.002037819,0.0006305078,0.00004739118,0.00001384597,0.000005626862,0.000003031277,0.00005183002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3499671,"threshold_uncertainty_score":0.2421889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05777800499561625,"score_gpt":0.3615209863705662,"score_spread":0.30374298137495,"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."}}