{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002863175,0.0003592383,0.0003887257,0.002935273,0.005280497,0.002758744,0.001246084,0.0005562752,0.002468665],"category_scores_gemma":[0.008265619,0.0005058214,0.0004938307,0.008505085,0.001683387,0.001012829,0.001664168,0.001410555,0.0002967216],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05516878,"about_ca_system_score_gemma":0.06729554,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9922805,"about_ca_topic_score_gemma":0.996732,"domain_scores_codex":[0.9955956,0.0003627812,0.0001698471,0.0002870646,0.002299449,0.001285231],"domain_scores_gemma":[0.9859732,0.0008399502,0.003864235,0.0003299091,0.005989058,0.003003543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000140554,0.0001108563,0.9511939,0.0001840439,0.00004766455,0.0002944856,0.02204624,0.00009533324,0.0002693267,0.0003953905,0.004567679,0.02065466],"study_design_scores_gemma":[0.000002930058,0.00003079985,0.980013,0.00004656821,0.00001072784,0.00005139414,0.0153176,0.00004265529,0.00005331714,0.00001107922,0.004405257,0.00001474676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922825,0.001010075,0.000045823,0.001045805,0.00002294683,0.00005538162,0.001209073,0.000007830476,0.004320622],"genre_scores_gemma":[0.9964284,0.0009398074,0.00007561826,0.0001523537,0.0000085589,0.00001351084,0.0003780765,0.000005476818,0.001998164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9448313,"threshold_uncertainty_score":0.4002793,"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."}}