{"id":"W4210300871","doi":"10.31235/osf.io/v3s8w","title":"Corruption and Firms","year":2020,"lang":"en","type":"preprint","venue":"SocArXiv (OSF Preprints)","topic":"Corruption and Economic Development","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Language change; Audit; Deterrence theory; Government (linguistics); Tax evasion; Business; Local government; Estimation; Public economics; Economics; Accounting; Monetary economics; Political science; Public administration","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001634292,0.00021749,0.0003282103,0.00007111733,0.0003714713,0.000262981,0.0004508453,0.0003788964,0.02176367],"category_scores_gemma":[0.0005351654,0.0002648215,0.0001348006,0.00008740742,0.0002042086,0.000108987,0.001287115,0.0005603509,0.02827833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003757733,"about_ca_system_score_gemma":0.0005237128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009986928,"about_ca_topic_score_gemma":0.0006242933,"domain_scores_codex":[0.997791,0.0002295916,0.0003625432,0.001062283,0.0002380204,0.0003165534],"domain_scores_gemma":[0.998792,0.0001039555,0.0002087984,0.0005194052,0.00007053386,0.0003053297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000160984,0.0002498889,0.1260825,0.0005549761,0.0005002987,0.00004916742,0.166842,0.0006562247,0.0002638116,0.1094215,0.03729011,0.5579287],"study_design_scores_gemma":[0.0005158837,0.000003835433,0.06188647,0.000137174,0.00007980264,0.000002862036,0.006452269,0.001469149,0.0000294462,0.03905646,0.889412,0.0009546804],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3801981,0.00005750509,0.001872602,0.01851445,0.003625358,0.001220153,0.00002705735,0.0004963786,0.5939884],"genre_scores_gemma":[0.9744105,0.001506935,0.0007853357,0.0008585578,0.0004456164,0.0001140859,0.00003507686,0.00002633849,0.02181757],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8521218,"threshold_uncertainty_score":0.9999804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05767024793574604,"score_gpt":0.3051569050985354,"score_spread":0.2474866571627894,"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."}}