{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001317091,0.0000451175,0.00006382722,0.00003791302,0.000192735,0.0000296016,0.0001631281,0.00006531642,0.0001625844],"category_scores_gemma":[0.0003037684,0.0000275117,0.00002159898,0.0002223891,0.0003994824,0.0002606726,0.000008367666,0.00006491321,0.00001136645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007690735,"about_ca_system_score_gemma":0.001301053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002341231,"about_ca_topic_score_gemma":0.008029688,"domain_scores_codex":[0.9989908,0.0001203985,0.000193614,0.00009790333,0.0003999264,0.0001974026],"domain_scores_gemma":[0.9994719,0.0002329527,0.00006894278,0.00009651447,0.00008100169,0.0000486785],"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":[0.000289242,0.0002257513,0.06374195,0.00003334711,0.00000957197,0.0000100676,0.006916554,0.00001579931,0.001758073,0.5439558,0.002437152,0.3806067],"study_design_scores_gemma":[0.001839758,0.001441801,0.6961573,0.0002548678,0.00001237007,0.000009505382,0.003135565,0.0014844,0.01454232,0.007867486,0.2727845,0.0004701038],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9629071,0.00001545908,0.0008856283,0.00857067,0.00009526381,0.0001411917,0.000005760362,0.000009847716,0.02736905],"genre_scores_gemma":[0.9989824,0.0000878136,0.000021998,0.00008442557,0.0001793024,0.00001520145,0.000001966091,0.000001933155,0.0006249359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6324154,"threshold_uncertainty_score":0.4480754,"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."}}