{"id":"W4250066668","doi":"10.1108/oxan-db201625","title":"Kenya report reveals financial mismanagement burden","year":2015,"lang":"en","type":"other","venue":"Emerald expert briefings","topic":"Microfinance and Financial Inclusion","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Distrust; Opposition (politics); Audit; Language change; Finance; Government (linguistics); Business; Quarter (Canadian coin); Alliance; State (computer science); Financial system; Economic policy; Political science; Accounting; Politics; Geography; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007117889,0.0006460642,0.001335353,0.0004784291,0.000175008,0.0001011219,0.0006761848,0.0007570024,0.006157343],"category_scores_gemma":[0.0002773259,0.0007871664,0.0003123904,0.0004231403,0.0001139506,0.0001635201,0.0004664804,0.000408726,0.00428137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002486944,"about_ca_system_score_gemma":0.0001002914,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.083589,"about_ca_topic_score_gemma":0.000236447,"domain_scores_codex":[0.9964031,0.00001882248,0.001338263,0.001315346,0.0001649142,0.0007595778],"domain_scores_gemma":[0.9972092,0.0000107873,0.001323165,0.001191654,0.00006838924,0.0001968325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000133986,0.00005902677,0.00001573188,0.00007141464,0.00004826265,0.0003074289,0.0005560268,0.000001049527,0.00002849585,0.01352341,0.9843706,0.001005086],"study_design_scores_gemma":[0.0005547548,0.00005489981,0.00006557414,0.0002376899,0.000008730554,0.00003571229,0.000003398163,0.00001012188,0.00001613831,0.01191803,0.9861491,0.0009458875],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004861817,0.04921336,0.001888914,0.04398709,0.002254449,0.001050897,0.0006287156,0.000548002,0.90038],"genre_scores_gemma":[0.00003730017,0.003588211,0.001822753,0.04753914,0.003499222,0.0001054141,0.0005724172,0.0006425229,0.942193],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08335255,"threshold_uncertainty_score":0.999458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02936520159892842,"score_gpt":0.2461511245482048,"score_spread":0.2167859229492764,"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."}}