{"id":"W4362672166","doi":"10.5539/jsd.v16n3p34","title":"Monitoring and Evaluation Budgetary Practices on Project Service Delivery","year":2023,"lang":"en","type":"article","venue":"Journal of Sustainable Development","topic":"Leadership, Behavior, and Decision-Making Studies","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cronbach's alpha; Accountability; Nonprobability sampling; Data collection; Service delivery framework; Descriptive statistics; Population; Transparency (behavior); Psychology; Medical education; Service (business); Sociology; Business; Marketing; Statistics; Medicine; Mathematics; Computer science; Social science; Political science; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.01268147,0.0001777366,0.0003408452,0.001246792,0.000517445,0.000444911,0.0004395511,0.00007406026,0.00002245059],"category_scores_gemma":[0.007572517,0.0001218092,0.0000651318,0.001819725,0.00003487675,0.001080791,0.0002479447,0.0002677753,0.00007857513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003715439,"about_ca_system_score_gemma":0.001246323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003127125,"about_ca_topic_score_gemma":0.000007721567,"domain_scores_codex":[0.9946496,0.000291423,0.0009558795,0.0003237573,0.003381743,0.0003975726],"domain_scores_gemma":[0.9922069,0.002197446,0.001353497,0.0002274137,0.0039157,0.00009899526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001166039,0.000460211,0.1722309,0.000192796,0.0003962065,0.003336737,0.1112178,0.003182862,0.0005089185,0.0002088503,0.0390781,0.6680205],"study_design_scores_gemma":[0.001060736,0.0002667627,0.4338051,0.0002801217,0.00008786978,0.00009560612,0.5161327,0.0003647906,0.0009908532,0.003437207,0.0431779,0.0003003715],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995257,0.000711002,0.0000253836,0.002453306,0.0006198732,0.0003127027,4.17364e-7,0.00002315146,0.0005971465],"genre_scores_gemma":[0.9953291,0.0002164861,0.001958417,0.0001126245,0.0002113799,0.00001941645,6.425812e-7,0.00001336272,0.002138512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6677201,"threshold_uncertainty_score":0.9065557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2766280113370855,"score_gpt":0.4556971774064443,"score_spread":0.1790691660693588,"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."}}