{"id":"W7024441206","doi":"","title":"Selfinvestigation and selfreporting of fraud and corruption by companies","year":2023,"lang":"nl","type":"book","venue":"Digital Academic REpository of VU University Amsterdam (Vrije Universiteit Amsterdam)","topic":"Flowering Plant Growth and Cultivation","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"L'Alliance Boviteq","funders":"U.S. Department of Justice","keywords":"Language change; Government (linguistics); Payment; Work (physics)","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"],"consensus_categories":[],"category_scores_codex":[0.0002391478,0.0006018747,0.0009400433,0.0002617755,0.0005603675,0.0001137846,0.0005356307,0.001005345,0.0000180767],"category_scores_gemma":[0.00008906455,0.00047932,0.0002367668,0.000533422,0.001239856,0.001578626,0.0006567871,0.0007326583,0.00001362633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000213921,"about_ca_system_score_gemma":0.0000902195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002912568,"about_ca_topic_score_gemma":0.0000151524,"domain_scores_codex":[0.9968483,0.0001458103,0.0009210223,0.0009634747,0.000661767,0.0004596303],"domain_scores_gemma":[0.9966163,0.0004963961,0.002019632,0.0001786535,0.0003306472,0.0003583653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002459815,0.0005751784,0.3329057,0.004732324,0.001793492,0.0006620391,0.01113808,0.0002086497,0.5761032,0.00272627,0.0370942,0.02960108],"study_design_scores_gemma":[0.0111896,0.009534904,0.4974234,0.02194558,0.004862339,0.001485235,0.135096,0.006926859,0.0374972,0.002427096,0.2609377,0.01067413],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856867,0.0004020278,0.00002639077,0.0002057184,0.0003324235,0.0005064126,0.0009050559,0.0001441918,0.01179106],"genre_scores_gemma":[0.870763,0.0008373412,0.00003779879,0.00002837549,0.0001479749,3.389169e-7,0.001231692,0.00001373161,0.1269398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5386059,"threshold_uncertainty_score":0.9997659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01454151146760133,"score_gpt":0.1873983311682971,"score_spread":0.1728568197006957,"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."}}