{"id":"W4385364884","doi":"10.3982/ecta20355","title":"Ideology and Performance in Public Organizations","year":2023,"lang":"en","type":"article","venue":"Econometrica","topic":"Public Procurement and Policy","field":"Business, Management and Accounting","cited_by":110,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Ideology; Procurement; Bureaucracy; Presidential system; Politics; Presidential election; Public administration; Civil service; Public service; Service (business); Political economy; Political science; Economics; Public relations; Law; Management; Economy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002320824,0.00006312788,0.00009274424,0.002389556,0.00008146367,0.0001627393,0.0001322788,0.0000339406,0.0004963653],"category_scores_gemma":[0.0004265342,0.00006466703,0.000009110713,0.006764617,0.00002463611,0.001081527,0.000164518,0.00005524006,0.001554498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001915284,"about_ca_system_score_gemma":0.00001798778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004598774,"about_ca_topic_score_gemma":0.00002884609,"domain_scores_codex":[0.9994466,0.000002399441,0.0001388454,0.0001404914,0.00004164388,0.0002300329],"domain_scores_gemma":[0.9997699,0.00003126844,0.0000540229,0.00009160895,0.00004282231,0.00001037271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[7.736303e-7,0.00001258267,0.9279293,0.0000225317,0.000004301699,8.42553e-7,0.00001724505,0.000003893661,0.000001945223,0.05791408,0.006670819,0.007421617],"study_design_scores_gemma":[0.0001859001,0.000003478915,0.6836859,0.000001546429,0.000001897901,3.684207e-7,0.0000175219,0.00271656,0.000001160529,0.001561325,0.3117499,0.00007446075],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8643007,0.00005751113,0.00001289329,0.009622504,0.0001851689,0.00008946626,9.922535e-7,0.0001569845,0.1255738],"genre_scores_gemma":[0.9975463,0.00006148457,0.00001359209,0.001190767,0.0002826944,0.00001394569,0.00003250474,0.00000974816,0.0008489352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3050791,"threshold_uncertainty_score":0.9992229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02993497358085778,"score_gpt":0.2199618528155032,"score_spread":0.1900268792346455,"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."}}