{"id":"W2081527308","doi":"10.1108/maj-10-2013-0948","title":"Auditors General ' s impact on administrations: a pan-Canadian study (2001-2011)","year":2014,"lang":"en","type":"article","venue":"Managerial Auditing Journal","topic":"Auditing, Earnings Management, Governance","field":"Business, Management and Accounting","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"","keywords":"Audit; Accounting; Joint audit; Value (mathematics); Performance audit; Business; Chief audit executive; Reverence; Internal audit; Public relations; Political science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002443584,0.0005661317,0.000520838,0.0008858022,0.001574569,0.002380563,0.0008773573,0.0001158947,0.003611868],"category_scores_gemma":[0.006752354,0.0005127414,0.0002972492,0.0005523801,0.00007967488,0.0013643,0.0002376434,0.0008029452,0.0032668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004324333,"about_ca_system_score_gemma":0.0001484538,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01896441,"about_ca_topic_score_gemma":0.009862827,"domain_scores_codex":[0.9961831,0.0001238764,0.0008329207,0.0006504742,0.0009443985,0.001265248],"domain_scores_gemma":[0.9884548,0.0001206191,0.01048946,0.0005182298,0.0002511782,0.000165726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003466832,0.0008402547,0.09767269,0.0001250438,0.000684426,0.0009056648,0.0003505427,0.007779201,0.0002390248,0.01240101,0.5503816,0.3282739],"study_design_scores_gemma":[0.002530298,0.0004906778,0.3421585,0.0001666038,0.0002610072,0.00004741134,0.000663939,0.003653843,0.00001266223,0.002940904,0.6459073,0.001166824],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9280677,0.00001352592,0.0141577,0.002172677,0.005009807,0.0006905443,0.0000104865,0.000254149,0.0496234],"genre_scores_gemma":[0.9635366,0.000007292109,0.0003117988,0.002313706,0.03150536,0.00003320708,0.00002406155,0.0001081734,0.00215981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.327107,"threshold_uncertainty_score":0.9997324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01178502380702502,"score_gpt":0.2415951483256348,"score_spread":0.2298101245186098,"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."}}