{"id":"W4380902234","doi":"10.22495/cbv19i1art2","title":"Do investors value board ethnic diversity? A Canadian study","year":2023,"lang":"en","type":"article","venue":"Corporate Board role duties and composition","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Ethnic group; Nomination; Diversity (politics); Stock exchange; Context (archaeology); Cultural diversity; Sample (material); Demographic economics; Gender diversity; Accounting; Business; Perception; Political science; Psychology; Geography; Economics; Corporate governance; Finance; 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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0006751023,0.0001154072,0.0001586505,0.0001870994,0.002437826,0.0001388329,0.0002046656,0.0001010455,0.0000680296],"category_scores_gemma":[0.00001260339,0.0001296874,0.00005215239,0.0005176412,0.0002098773,0.0002790992,0.0002454581,0.0001306636,0.0001173982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000168616,"about_ca_system_score_gemma":0.0001494748,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3869834,"about_ca_topic_score_gemma":0.2235686,"domain_scores_codex":[0.998551,0.0003718264,0.0001265629,0.0002678696,0.0003334647,0.0003493242],"domain_scores_gemma":[0.9993027,0.0000324757,0.00009617938,0.0001464262,0.00009314172,0.0003291039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008241675,0.0001563917,0.7428657,0.00002831701,0.0001111911,0.00009719287,0.1818527,0.000206622,0.000106942,0.06514173,0.006722677,0.002628084],"study_design_scores_gemma":[0.0006967066,0.0003015616,0.7293406,0.000023863,0.0001037318,8.353264e-7,0.2243974,0.0002729663,0.00002860714,0.03924678,0.005156959,0.0004299518],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894638,0.000110713,0.000007959062,0.001220853,0.0003505565,0.0003054167,0.00003374403,0.0001435052,0.008363475],"genre_scores_gemma":[0.9987519,0.0001401843,0.00001540802,0.0003297658,0.00008302717,0.000005799398,0.00003300801,0.000005700909,0.0006351613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1634148,"threshold_uncertainty_score":0.9988608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1589099760340132,"score_gpt":0.2897212277051806,"score_spread":0.1308112516711674,"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."}}