{"id":"W4380523386","doi":"10.6000/1929-4409.2017.06.02","title":"A Case Study: Lessons from the Hong Kong Independent Commission Against Corruption","year":2016,"lang":"en","type":"article","venue":"International Journal of Criminology and Sociology","topic":"Judicial and Constitutional Studies","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Language change; Commission; Institution; Perspective (graphical); Deterrence theory; Political science; Public administration; Public relations; Business; Law; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006059847,0.00006866508,0.0001550958,0.00005029766,0.0005717996,0.00001808367,0.0002640224,0.000122178,0.00006363659],"category_scores_gemma":[0.0004736253,0.0000374412,0.00006008121,0.000008836145,0.001467107,0.0001259816,0.00009931361,0.0001973544,0.000006668232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008564751,"about_ca_system_score_gemma":0.0001565677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00183969,"about_ca_topic_score_gemma":0.0007025545,"domain_scores_codex":[0.9988217,0.0004623797,0.0002554038,0.0001036365,0.0002272492,0.0001296384],"domain_scores_gemma":[0.9983851,0.0009467128,0.0002255487,0.00004536217,0.0003484703,0.0000488378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002629499,0.0002966853,0.2149284,5.662733e-7,0.0007962238,0.004200585,0.05965877,0.000003620111,0.0008430236,0.6058686,0.001008443,0.1121322],"study_design_scores_gemma":[0.002770443,0.0003805462,0.3875302,0.00007645488,0.0001797034,0.001841912,0.08402353,0.000003196204,0.0000361429,0.500138,0.02280056,0.00021925],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9632575,0.0005076037,0.0004236602,0.03330544,0.001484555,0.00006121678,0.000009515065,0.000007477752,0.0009430662],"genre_scores_gemma":[0.997727,0.0007984308,0.00002084967,0.0005870303,0.0008104888,0.000002675258,6.984964e-7,0.00000220194,0.00005058015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1726018,"threshold_uncertainty_score":0.5405616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.145077591835404,"score_gpt":0.3937493567521548,"score_spread":0.2486717649167509,"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."}}