{"id":"W2528668323","doi":"10.1108/jaoc-08-2015-0063","title":"We are much more than watchdogs:","year":2016,"lang":"en","type":"article","venue":"Journal of Accounting & Organizational Change","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"","keywords":"Parliament; Audit; Government (linguistics); Public relations; Accounting; Meaning (existential); Performance audit; Institution; Business; Audit committee; Joint audit; Internal audit; Political science; Law; Psychology; Politics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01389976,0.0003511082,0.0003954116,0.001373699,0.006758305,0.01291113,0.001326962,0.002190492,0.003591931],"category_scores_gemma":[0.03298395,0.000484064,0.0002621124,0.001634887,0.02002357,0.0142865,0.007395214,0.004064959,0.0008472795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004318228,"about_ca_system_score_gemma":0.007568104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00931461,"about_ca_topic_score_gemma":0.009413959,"domain_scores_codex":[0.9833786,0.00941282,0.0005946779,0.001531268,0.0035153,0.001567315],"domain_scores_gemma":[0.9585499,0.01657441,0.008749988,0.003893908,0.005634153,0.00659773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002143648,0.0001816251,0.06881025,0.0007283589,0.00003381495,0.0006018949,0.6362012,0.0001038685,0.001945253,0.1260925,0.0381711,0.1269158],"study_design_scores_gemma":[0.00001244711,0.0001691422,0.02312115,0.001617233,0.00002901314,0.000785267,0.6542193,0.0002098927,0.0007554691,0.02004821,0.2989763,0.00005663923],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6937676,0.0187117,0.0102037,0.1449203,0.003517211,0.0002735002,0.0001043986,0.0002024096,0.1282991],"genre_scores_gemma":[0.9806662,0.002680748,0.001110733,0.006924937,0.0002607432,0.00005291714,0.00002639689,0.00003544705,0.008241864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01389976,"threshold_uncertainty_score":0.07350981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07957000255335392,"score_gpt":0.3722408446096061,"score_spread":0.2926708420562522,"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."}}