{"id":"W2287915567","doi":"10.1504/ijea.2015.071814","title":"Toward a contingent approach to budget participation and performance of municipal services","year":2015,"lang":"en","type":"article","venue":"International Journal of Economics and Accounting","topic":"Local Government Finance and Decentralization","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton","funders":"","keywords":"Contingency theory; Contingency; Business; Service (business); Contingency plan; Municipal services; Decentralization; Process (computing); Questionnaire; Budget process; Public administration; Economics; Marketing; Political science; Politics; Management; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005336694,0.00003609225,0.00008841394,0.00004613388,0.00003496333,0.00009278621,0.0001132502,0.00002240395,0.000002052753],"category_scores_gemma":[0.00005599753,0.00003429793,0.00001555672,0.00002796827,0.00002872847,0.0004566563,0.00004109149,0.00002956102,4.839669e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000487365,"about_ca_system_score_gemma":0.00004080756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002884605,"about_ca_topic_score_gemma":0.00007198034,"domain_scores_codex":[0.9994956,0.00001163549,0.0002436747,0.0000542935,0.0001223177,0.00007247255],"domain_scores_gemma":[0.9993901,0.00001884963,0.0002984644,0.00002093406,0.0002145562,0.00005706091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003495276,0.0001620173,0.8250611,0.00004508827,0.0001201393,0.000001536209,0.06369414,0.00925027,0.00008646689,0.06546386,0.0001216974,0.03564418],"study_design_scores_gemma":[0.00595158,0.0008607043,0.4005097,0.0006700114,0.0001542421,0.0000406836,0.08053508,0.3083039,0.002078432,0.006973318,0.1930877,0.0008346726],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965718,0.00009990376,0.0001306636,0.0005774512,0.0002333858,0.00003765536,0.000002111924,0.000001405522,0.002345653],"genre_scores_gemma":[0.998373,0.0006626252,0.0005641645,0.0001789524,0.0002015964,7.84623e-7,0.00000105563,0.000002403878,0.00001542212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4245514,"threshold_uncertainty_score":0.1398629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04181273289193815,"score_gpt":0.2891540265901796,"score_spread":0.2473412936982415,"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."}}