{"id":"W7029197168","doi":"","title":"Innovations in Oversight: Cities' Proactive Approaches to Fighting Corruption","year":2017,"lang":"en","type":"article","venue":"eYLS (Yale Law School)","topic":"Corruption and Economic Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Language change; Enforcement; Civil society; Analytics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04396735,0.001022753,0.0006617309,0.003300665,0.01212645,0.03667423,0.00420379,0.01302271,0.005516223],"category_scores_gemma":[0.06373724,0.000928979,0.0009138541,0.00558482,0.03694552,0.02013784,0.02281857,0.02489527,0.0007799162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02227801,"about_ca_system_score_gemma":0.04534193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02913662,"about_ca_topic_score_gemma":0.03650503,"domain_scores_codex":[0.936107,0.03959202,0.001549945,0.004426999,0.01114184,0.007182207],"domain_scores_gemma":[0.9385646,0.02742119,0.006248754,0.007125481,0.0103121,0.01032794],"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":[0.00009218558,0.0001922373,0.004870558,0.0003393537,0.00009723115,0.0002183103,0.02850662,0.003958611,0.00047296,0.7123672,0.1544026,0.0944821],"study_design_scores_gemma":[0.0001670658,0.0001648131,0.00390403,0.0006791227,0.00005869198,0.00007232123,0.02172501,0.004954281,0.001086289,0.2951445,0.6718656,0.0001781264],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02710433,0.006248199,0.04643904,0.7854671,0.004103368,0.0003708371,0.0001200727,0.0008410544,0.1293059],"genre_scores_gemma":[0.8154004,0.005595182,0.02521061,0.1218839,0.002126482,0.0005001882,0.0001575083,0.0003576713,0.02876797],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04396735,"threshold_uncertainty_score":0.2325243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1147384390883975,"score_gpt":0.302411010234477,"score_spread":0.1876725711460795,"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."}}