{"id":"W4399722810","doi":"10.2139/ssrn.4868429","title":"The Gender and Ethnic Diversity of Boards and the Cost of Corporate Bond Issuance","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Corporate Finance and Governance","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Ethnic group; Diversity (politics); Corporate bond; Bond; Gender diversity; Business; Financial system; Political science; Corporate governance; Finance; Law","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":[0.001679516,0.00008081483,0.000183376,0.0005698908,0.0007560397,0.001945868,0.0003148679,0.0006281895,0.01779809],"category_scores_gemma":[0.01474901,0.0001349099,0.0001710696,0.0005870854,0.0008445873,0.001101424,0.0007606206,0.0007324053,0.0009125533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005087837,"about_ca_system_score_gemma":0.0004279189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005763489,"about_ca_topic_score_gemma":0.01165262,"domain_scores_codex":[0.9991364,0.000333624,0.00003498455,0.00006272873,0.0001387957,0.0002934625],"domain_scores_gemma":[0.983977,0.009117024,0.003722301,0.0004401579,0.0005784126,0.002165233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007761915,0.0003456438,0.9434791,0.00002586326,0.00009338245,0.0005166193,0.001961624,0.0008159657,0.0009638243,0.0163139,0.001895621,0.03281233],"study_design_scores_gemma":[0.00003632234,0.0001595051,0.977512,0.00003287728,0.00006043131,0.0004405987,0.006350759,0.001070072,0.000397535,0.01095517,0.002968783,0.00001589445],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833207,0.0003632129,0.0001998894,0.0008902549,0.00001512461,0.00000626214,0.0001182921,0.000002931889,0.01508335],"genre_scores_gemma":[0.9977016,0.000103074,0.00002464449,0.00004078525,0.00001511865,0.000001392348,0.00003424611,0.000002428194,0.002076679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01779809,"threshold_uncertainty_score":0.05954057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03278239031417633,"score_gpt":0.2354197470086462,"score_spread":0.2026373566944699,"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."}}