{"id":"W3140977710","doi":"10.22495/cocv18i3art10","title":"Ownership structure and women on boards of directors of Canadian listed companies","year":2021,"lang":"en","type":"article","venue":"Corporate Ownership and Control","topic":"Corporate Finance and Governance","field":"Business, Management and Accounting","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton","funders":"Université de Moncton","keywords":"Accounting; Business; Corporate governance; Shareholder; Endogeneity; Gender diversity; Audit committee; Audit; Diversity (politics); Finance; Economics; Political science; Law","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001717271,0.0002083957,0.0004532394,0.0002374847,0.00008926247,0.00008705786,0.000120367,0.00009845066,0.00009374924],"category_scores_gemma":[0.0001031322,0.000169097,0.00004602733,0.0007296798,0.0001574501,0.0002681983,0.00003024732,0.0001308444,0.000003688719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002997836,"about_ca_system_score_gemma":0.0001335662,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01074994,"about_ca_topic_score_gemma":0.02998258,"domain_scores_codex":[0.9989135,0.00002466433,0.0002789134,0.0002934371,0.000182981,0.0003065094],"domain_scores_gemma":[0.998817,0.00005705799,0.0005736566,0.0002260357,0.0002723677,0.00005383707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008585089,0.0001070762,0.9135369,0.0009195954,0.0002211722,0.0001160802,0.0005860289,0.0001344909,0.01256296,0.04364155,0.004844954,0.0224707],"study_design_scores_gemma":[0.003109777,0.00008839395,0.9502369,0.0002266032,0.000113568,0.000004451739,0.0006667042,0.0005136096,0.0015422,0.006011489,0.03700664,0.0004797182],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959695,0.0004789593,0.000006121214,0.001023417,0.0002845803,0.0001413002,0.0001103663,0.00001947977,0.001966246],"genre_scores_gemma":[0.9977054,0.00007072897,0.000009331052,0.001386272,0.0002529603,0.000007186945,0.00002665405,0.00001899222,0.0005224614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03763006,"threshold_uncertainty_score":0.9958376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02528714279468112,"score_gpt":0.1879504050382932,"score_spread":0.1626632622436121,"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."}}