{"id":"W4312242026","doi":"10.55365/1923.x2022.20.36","title":"Socio-Economic Impact of International Technical Assistance Programs on the State of Public and Administrative Services in the Amalgamated Hromadas of Ukraine","year":2022,"lang":"en","type":"article","venue":"Review of Economics and Finance","topic":"Economic Issues in Ukraine","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Receipt; Decentralization; Business; State (computer science); Administrative services organization; Public administration; Service (business); Quality (philosophy); Economic growth; Political science; Economics; Accounting; Marketing","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":[0.00222328,0.0001622309,0.0008036104,0.0001142431,0.00004766228,0.00001782859,0.0005876424,0.0000369718,0.00008897787],"category_scores_gemma":[0.0000608312,0.0001324014,0.0001673178,0.0001339042,0.0003249838,0.0001321151,0.0001777736,0.0001728739,0.000001503838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001703051,"about_ca_system_score_gemma":0.00008414669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001946412,"about_ca_topic_score_gemma":0.00008048412,"domain_scores_codex":[0.9980634,0.00006554872,0.001374618,0.0003040592,0.00002759228,0.0001647981],"domain_scores_gemma":[0.9973716,0.000241761,0.001926481,0.0004074684,0.00003424884,0.00001848337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001234938,0.0004620562,0.04721794,0.001853972,0.0003089877,0.000001723589,0.002320004,0.001042057,0.0000234495,0.93277,0.0001264376,0.01374992],"study_design_scores_gemma":[0.005276228,0.00605463,0.5975873,0.005070899,0.0001022135,0.0001119685,0.001700344,0.04448096,0.0003202586,0.1440755,0.1934534,0.001766292],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9576687,0.03597026,0.000003725814,0.001279805,0.00006877596,0.0005190388,0.0009211404,0.000002514416,0.00356607],"genre_scores_gemma":[0.867519,0.1320633,0.0001595172,0.0001110009,0.00001116106,0.00007272612,0.00002877335,0.0000115907,0.00002290501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7886944,"threshold_uncertainty_score":0.5399173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05158784153422986,"score_gpt":0.2950684245752644,"score_spread":0.2434805830410345,"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."}}