{"id":"W2398896353","doi":"10.1515/admin-2016-0009","title":"Benchmarking the financial performance of local councils in Ireland","year":2016,"lang":"en","type":"article","venue":"Administration","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Irish Research Council","keywords":"Benchmarking; Local government; Irish; Audit; Benchmark (surveying); Finance; Accounting; Performance measurement; Business; Quarter (Canadian coin); Financial management; Public sector; Economics; Public administration; Political science; Marketing; Economy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009418068,0.0003038569,0.0004364068,0.006693352,0.0008084576,0.002328091,0.0008413731,0.0003956299,0.002206683],"category_scores_gemma":[0.02427693,0.0001822284,0.000338213,0.008315821,0.001211867,0.001446569,0.002815973,0.0005895203,0.0008553906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007971507,"about_ca_system_score_gemma":0.006180656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0847857,"about_ca_topic_score_gemma":0.09980887,"domain_scores_codex":[0.9890008,0.002832167,0.001213094,0.0008901082,0.003901754,0.0021621],"domain_scores_gemma":[0.9640657,0.002770643,0.009337937,0.002092128,0.01765371,0.004079789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004538088,0.0001691321,0.9212823,0.0001425805,0.00007969702,0.0001765524,0.003437862,0.005804871,0.0006035195,0.001250647,0.01124453,0.05535444],"study_design_scores_gemma":[0.00001605526,0.0003204386,0.9784613,0.0000618152,0.000015282,0.00007112492,0.01002142,0.002385005,0.0006208008,0.0002413173,0.007737244,0.00004829149],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821463,0.0001020424,0.0005958288,0.0002845639,0.00002655898,0.0001096989,0.00265102,0.00007254603,0.01401136],"genre_scores_gemma":[0.9958113,0.00005456334,0.0006651796,0.00002262909,0.00001061471,0.0000490708,0.001895672,0.00001309788,0.001477998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0847857,"threshold_uncertainty_score":0.1685844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03724855968720209,"score_gpt":0.3407278866361302,"score_spread":0.3034793269489281,"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."}}