{"id":"W4386768575","doi":"10.32920/24147912","title":"The state of diversity among leadership roles within Canada's largest arts and cultural institutions","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Toronto Metropolitan University","funders":"","keywords":"The arts; Diversity (politics); Summit; Cultural diversity; Political science; Population; Cultural policy; Originality; Sociology; Geography; Law; Demography; Creativity; Cartography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003756789,0.000151444,0.0003621627,0.003173426,0.01154888,0.006561228,0.001262522,0.0004360475,0.002549156],"category_scores_gemma":[0.01158874,0.0002353756,0.0002755123,0.004954533,0.005577494,0.001627103,0.003967029,0.001142004,0.0001261327],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04687386,"about_ca_system_score_gemma":0.08856064,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9666542,"about_ca_topic_score_gemma":0.9872566,"domain_scores_codex":[0.9931003,0.0008700877,0.000198858,0.0006294329,0.002412168,0.002789107],"domain_scores_gemma":[0.9849023,0.002288031,0.002202748,0.0005074495,0.005418298,0.00468113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001739275,0.00005397712,0.7660234,0.000215988,0.00009232675,0.0002752316,0.1387013,0.0003591431,0.0008534457,0.009816811,0.007154536,0.07627993],"study_design_scores_gemma":[0.000007679618,0.00002788684,0.8174293,0.0002960241,0.0000264518,0.00006077433,0.1694706,0.0003017141,0.0002658043,0.0008416878,0.01123216,0.00003995741],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9743449,0.001381631,0.0004192917,0.005393981,0.00004654671,0.00003146512,0.0004510229,0.00001484509,0.01791625],"genre_scores_gemma":[0.9988294,0.000290397,0.00009914277,0.0002195283,0.000006071517,0.000005324871,0.00007818486,0.000003324538,0.0004686265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9531261,"threshold_uncertainty_score":0.3400952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2560851818729248,"score_gpt":0.312247152416303,"score_spread":0.05616197054337818,"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."}}