{"id":"W3168698360","doi":"10.1177/15365042211012074","title":"A Smarter Fight Against Corruption","year":2021,"lang":"en","type":"article","venue":"Contexts","topic":"Corruption and Economic Development","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Language change; Government (linguistics); Quarter (Canadian coin); Political science; Key (lock); Business; Public administration; Public relations; Political economy; Economics; Computer security","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":[0.01171863,0.0006881252,0.0008062795,0.002064532,0.007667812,0.01129972,0.001046061,0.006150777,0.01612072],"category_scores_gemma":[0.01825397,0.0003986487,0.0008180602,0.001193218,0.01747924,0.0137688,0.01300905,0.01525061,0.005334624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003417669,"about_ca_system_score_gemma":0.01129993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002445313,"about_ca_topic_score_gemma":0.003502392,"domain_scores_codex":[0.9878492,0.006132878,0.0002933707,0.001447735,0.002184955,0.002091932],"domain_scores_gemma":[0.9860426,0.003345543,0.001709528,0.002144713,0.002011206,0.004746453],"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":[0.00006332044,0.0001721537,0.004928824,0.000350322,0.00007754558,0.000250489,0.01037835,0.0005645288,0.001665811,0.7680855,0.1415382,0.07192496],"study_design_scores_gemma":[0.00003959048,0.00009266453,0.00574342,0.0008319885,0.00002042496,0.0001601672,0.006102256,0.0003189075,0.000761004,0.2445725,0.7413058,0.00005133982],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03399285,0.01723857,0.01589802,0.6715883,0.00900568,0.0001521807,0.0001882632,0.0004306814,0.2515053],"genre_scores_gemma":[0.572892,0.01248375,0.01544662,0.3146372,0.004691002,0.0001773074,0.0002116586,0.0003883179,0.07907212],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01612072,"threshold_uncertainty_score":0.06197476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0266114733303408,"score_gpt":0.2940943624924367,"score_spread":0.2674828891620959,"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."}}