{"id":"W3123891118","doi":"","title":"Economic Crisis and Public Sector Reform: Lessons from Ireland","year":2010,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Social Policy and Reform Studies","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Irish Research Council; Irish Research Council for the Humanities and Social Sciences","keywords":"Remuneration; Irish; Public sector; Devaluation; Government (linguistics); Economic policy; Currency; Politics; Public service; Economics; Currency crisis; Political science; Business; Public administration; Economy; Finance; Macroeconomics","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002142882,0.0003010798,0.0006385157,0.0003948321,0.001193553,0.0004748517,0.000796688,0.001152044,0.0001579234],"category_scores_gemma":[0.0005395628,0.0002867445,0.0001780506,0.00009202446,0.001503194,0.0002239757,0.001422699,0.002422282,0.00002674126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001848078,"about_ca_system_score_gemma":0.001454516,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07201498,"about_ca_topic_score_gemma":0.2873159,"domain_scores_codex":[0.9968122,0.0004118725,0.0005140621,0.0008986385,0.0002506435,0.001112644],"domain_scores_gemma":[0.9981213,0.000565466,0.0002125709,0.0006164139,0.00008547509,0.0003988365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003197873,0.0005827911,0.1273752,0.0003543831,0.001930207,0.00007004304,0.1079815,0.0001678596,0.00007962593,0.1523785,0.003276714,0.6054834],"study_design_scores_gemma":[0.002901403,0.0001460062,0.1080914,0.0002908424,0.00007951543,0.000004385834,0.1867191,0.0007347234,0.00008704403,0.4184624,0.2797314,0.002751777],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7582276,0.0002275456,1.481016e-7,0.01450426,0.001151374,0.0004663826,0.0002600909,0.00005793267,0.2251047],"genre_scores_gemma":[0.9373482,0.05815987,0.0001023609,0.0001537566,0.002427281,0.0001779395,0.00004371474,0.00004913961,0.001537678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6027316,"threshold_uncertainty_score":0.9999585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07245334622334283,"score_gpt":0.3870362519588811,"score_spread":0.3145829057355383,"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."}}