{"id":"W2121747976","doi":"10.1111/1911-3838.12035","title":"Accounting and Auditing Activities of the Ontario Securities Commission, 1960s to 2008 Part 3: The Fifth Chief Accountant, 1996-2008","year":2014,"lang":"en","type":"article","venue":"Accounting Perspectives","topic":"Auditing, Earnings Management, Governance","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Western University","funders":"","keywords":"Audit; Commission; Accounting; Political science; Humanities; Business; Law; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001967535,0.0003100685,0.0002097615,0.005698594,0.003597802,0.003739578,0.0005929721,0.0006061788,0.003849936],"category_scores_gemma":[0.005286959,0.0003516184,0.0002706404,0.008374017,0.001991576,0.0009841257,0.0008520368,0.0007215397,0.0006150946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09583472,"about_ca_system_score_gemma":0.09494347,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9711884,"about_ca_topic_score_gemma":0.98109,"domain_scores_codex":[0.9960031,0.000149953,0.0001936532,0.0002392305,0.002869536,0.0005445872],"domain_scores_gemma":[0.988396,0.0004583471,0.001198413,0.0002974102,0.008926569,0.0007231659],"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":[0.0002439805,0.00005036912,0.1606397,0.001812995,0.00006681657,0.0008096552,0.02323877,0.001535906,0.003117546,0.09687819,0.3178684,0.3937377],"study_design_scores_gemma":[0.000003989612,0.00001402151,0.09737062,0.0003275762,0.00001599976,0.00009066039,0.001270424,0.0001236259,0.0006290552,0.000293074,0.8998388,0.00002203896],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2474807,0.1839395,0.002063951,0.03464387,0.002126258,0.0002793701,0.01270759,0.0003028109,0.5164559],"genre_scores_gemma":[0.5838509,0.09767479,0.003639805,0.00224402,0.0008186891,0.00007983705,0.005683388,0.0001064188,0.3059021],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09583472,"threshold_uncertainty_score":0.6953329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006955841900248844,"score_gpt":0.1985175635575566,"score_spread":0.1915617216573078,"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."}}