{"id":"W1980750060","doi":"10.1007/s10551-010-0657-0","title":"Does Female Directorship on Independent Audit Committees Constrain Earnings Management?","year":2010,"lang":"en","type":"article","venue":"Journal of Business Ethics","topic":"Auditing, Earnings Management, Governance","field":"Business, Management and Accounting","cited_by":249,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University; University of Windsor","funders":"","keywords":"Audit committee; Accounting; Earnings management; Business ethics; Quality of Life Research; Business; Audit; Sample (material); Earnings; Chief audit executive; Audit evidence; Joint audit; Internal audit; Management; Economics; Medicine; Nursing","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":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00364453,0.0004275082,0.0005480858,0.0006812385,0.000490456,0.0006866057,0.001047521,0.0003384293,0.0007575446],"category_scores_gemma":[0.01423155,0.0003023339,0.0002111646,0.0009646051,0.0003378653,0.001464735,0.0004481403,0.003546952,0.0002861465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006885883,"about_ca_system_score_gemma":0.00009489579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001510333,"about_ca_topic_score_gemma":0.0002645487,"domain_scores_codex":[0.9964007,0.00006566539,0.0008853753,0.0004089893,0.001694943,0.0005443346],"domain_scores_gemma":[0.9802997,0.0004724153,0.01747268,0.0004656978,0.001238958,0.0000506192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007723069,0.001421373,0.5784956,0.004613012,0.001066083,0.002238491,0.001936299,0.002950502,0.005211561,0.1975569,0.02701507,0.1767228],"study_design_scores_gemma":[0.001249784,0.00002578606,0.4786507,0.0006731199,0.0001919648,0.00002395796,0.0006419541,0.00006340256,0.0001624617,0.002714833,0.5150844,0.0005175762],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.918088,0.00002926733,0.02361803,0.01687103,0.007103499,0.0003991371,0.00000565504,0.0001888752,0.03369646],"genre_scores_gemma":[0.9886826,0.0001033841,0.0009586248,0.004023408,0.003480057,0.000005543038,0.000007470791,0.0000837155,0.002655205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4880694,"threshold_uncertainty_score":0.9999429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02660089496985369,"score_gpt":0.250304046778862,"score_spread":0.2237031518090083,"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."}}