{"id":"W4415762304","doi":"10.1177/17470161251392249","title":"Barriers to Equity, Diversity and Inclusion in Canadian Research Ethics Board membership: Challenges and opportunities for reform","year":2025,"lang":"en","type":"article","venue":"Research Ethics","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Inclusion (mineral); Diversity (politics); Context (archaeology); Tokenism; Excellence; Mandate; Champion","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":["metaresearch","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2339891,0.0007612326,0.002043038,0.005199989,0.06010324,0.04600389,0.009902709,0.01302215,0.007313325],"category_scores_gemma":[0.269737,0.001665752,0.001559923,0.007487077,0.05831412,0.02018726,0.03388286,0.02534537,0.0006920762],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.2752998,"about_ca_system_score_gemma":0.6813847,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9366874,"about_ca_topic_score_gemma":0.9614035,"domain_scores_codex":[0.7945373,0.08397344,0.008770757,0.01169623,0.05576942,0.04525289],"domain_scores_gemma":[0.5937137,0.1631192,0.0149294,0.01271193,0.09201401,0.1235117],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007977011,0.0002526747,0.0141788,0.001377549,0.00008420527,0.001088023,0.153886,0.001034562,0.0005325552,0.560557,0.09102063,0.1759082],"study_design_scores_gemma":[0.0001085983,0.0001496651,0.02590664,0.006400192,0.00007231279,0.0004769969,0.2636254,0.002512358,0.0004303546,0.1552146,0.5445614,0.0005413925],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02863064,0.008555297,0.005094511,0.9174312,0.002041427,0.0003240128,0.00009422941,0.00008182102,0.03774679],"genre_scores_gemma":[0.7854943,0.01321574,0.02063785,0.1558305,0.001226664,0.0008318307,0.000223784,0.0002051377,0.02233421],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9869779,"threshold_uncertainty_score":0.9446278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9187151411400475,"score_gpt":0.683498438943917,"score_spread":0.2352167021961304,"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."}}