{"id":"W1925746251","doi":"10.1111/j.1468-0408.2012.00555.x","title":"Radical Change, Accounting and Public Sector Reforms: A Comparison of Italian and Canadian Municipalities","year":2012,"lang":"en","type":"article","venue":"Financial Accountability and Management","topic":"Accounting and Organizational Management","field":"Business, Management and Accounting","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Archetype; Accounting; Psychological resilience; Perspective (graphical); Resilience (materials science); Dynamics (music); Organizational change; Process (computing); Power (physics); Political science; Business; Public administration; Sociology; Public relations","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"],"consensus_categories":[],"category_scores_codex":[0.0009456265,0.000282874,0.0003972492,0.0004656705,0.000498178,0.0003536292,0.0002102642,0.0001236262,0.0001085756],"category_scores_gemma":[0.0001584783,0.0002674149,0.0000406276,0.0004944154,0.0002924041,0.002421015,0.0006350228,0.0001526638,0.00001652404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009300728,"about_ca_system_score_gemma":0.00002465508,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.068657,"about_ca_topic_score_gemma":0.05874558,"domain_scores_codex":[0.9981171,0.00001673287,0.0004728143,0.00038856,0.0003431236,0.000661705],"domain_scores_gemma":[0.9992405,0.00003902077,0.0002328793,0.0002642584,0.0001361334,0.00008717222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002154578,0.0001448764,0.7826866,0.001405828,0.00004009016,0.000001124972,0.001018911,5.724776e-7,0.000004057895,0.1988466,0.001193111,0.01463666],"study_design_scores_gemma":[0.0004550288,0.00001499643,0.7544057,0.00009159002,0.0001077938,0.000001941046,0.0047444,0.0003172017,0.000004284472,0.001937305,0.2375677,0.0003520661],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876722,0.001302788,0.00004989914,0.001500913,0.0003916786,0.0007267062,0.00002470381,0.00008039943,0.008250723],"genre_scores_gemma":[0.9963225,0.0001576311,0.0002816631,0.002131051,0.000877525,0.00007243789,0.00005549461,0.00002768441,0.00007401944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2363746,"threshold_uncertainty_score":0.9999778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04394536487299045,"score_gpt":0.2488859712398374,"score_spread":0.204940606366847,"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."}}