{"id":"W4291633514","doi":"10.1108/edi-02-2021-0054","title":"The state of diversity among leadership roles within Canada's largest arts and cultural institutions","year":2022,"lang":"en","type":"article","venue":"Equality Diversity and Inclusion An International Journal","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Toronto Metropolitan University","funders":"","keywords":"Diversity (politics); The arts; Summit; Originality; Cultural diversity; Value (mathematics); Status quo; Political science; Sociology; Cultural policy; Population; Public relations; Social science; Geography; Law; Qualitative research","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","open_science"],"consensus_categories":[],"category_scores_codex":[0.002954544,0.00008446687,0.0001140102,0.00006385578,0.04740059,0.0001141689,0.0008167147,0.00003206496,0.0001067719],"category_scores_gemma":[0.0001976536,0.00007512671,0.00005152982,0.0001020678,0.0006791604,0.0008343198,0.0195929,0.0003878981,2.537804e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004100328,"about_ca_system_score_gemma":0.0003773315,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.496023,"about_ca_topic_score_gemma":0.6569414,"domain_scores_codex":[0.997252,0.0007185827,0.0002129115,0.0001606017,0.001456342,0.0001995101],"domain_scores_gemma":[0.9989866,0.0001119876,0.0002691522,0.00007933972,0.0003311862,0.000221725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002357188,0.0001598022,0.5636438,0.000007793495,0.0001365584,0.0000399633,0.3846747,0.0004373685,0.00001907913,0.04698689,0.001068195,0.00259005],"study_design_scores_gemma":[0.001202474,0.0001325781,0.6130823,0.00002389836,0.00005559272,0.00002849547,0.3342409,0.0002798352,0.00004027106,0.01332721,0.03726316,0.0003233242],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915468,0.00009036119,0.00007596066,0.006026554,0.0007635358,0.00007438406,0.0001657327,0.00001170845,0.001245012],"genre_scores_gemma":[0.9984345,0.0002768647,0.00002400817,0.0007927959,0.00007414957,3.458146e-7,0.00001273287,0.000001506191,0.0003830713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1609184,"threshold_uncertainty_score":0.9883364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2190235888197257,"score_gpt":0.33365970465683,"score_spread":0.1146361158371043,"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."}}