{"id":"W3155954926","doi":"10.3386/w28673","title":"Ideology and Performance in Public Organizations","year":2021,"lang":"en","type":"report","venue":"National Bureau of Economic Research","topic":"Corruption and Economic Development","field":"Social Sciences","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Ideology; Public relations; Political science; Public administration; Sociology; Political economy; Politics; Law","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":[0.00648816,0.00008515767,0.0002671671,0.0008353528,0.0002366531,0.00008533808,0.0002535557,0.0002758732,0.003668678],"category_scores_gemma":[0.002992069,0.0001042239,0.00002823769,0.0003930833,0.0003842162,0.0001895005,0.0001805635,0.0003671876,0.0001230439],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003011778,"about_ca_system_score_gemma":0.01988206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002372807,"about_ca_topic_score_gemma":0.0132675,"domain_scores_codex":[0.9980801,0.0002013554,0.000481135,0.0003271101,0.0005947761,0.0003155614],"domain_scores_gemma":[0.9973772,0.0004784486,0.0001385973,0.0001120211,0.001792732,0.0001010001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007353459,0.00007976474,0.1967599,0.000097198,0.00006676338,0.000003467842,0.001815819,0.00005343027,0.000004052775,0.7668451,0.01180736,0.02245978],"study_design_scores_gemma":[0.000411643,0.00003122693,0.1048748,0.00009476974,0.000003755541,0.00001280628,0.001636797,0.000210291,0.000006366737,0.02794537,0.8644946,0.0002775684],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03595382,0.0003466089,0.000001267037,0.00450664,0.0006230454,0.0002292121,0.00001211244,0.000008758385,0.9583185],"genre_scores_gemma":[0.9539551,0.01051352,0.00009586685,0.00003274665,0.000324451,0.00004326487,0.0002056841,0.00001347269,0.0348159],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9235026,"threshold_uncertainty_score":0.9972421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4328182601442996,"score_gpt":0.5319121823876125,"score_spread":0.09909392224331287,"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."}}