{"id":"W4387335903","doi":"10.5489/cuaj.8561","title":"Reflections on equity, diversity, inclusivity, and accessibility in Canadian urology","year":2023,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; Dalhousie University","funders":"","keywords":"Diversity (politics); Equity (law); Urology; Sociology; Political science; Medicine; Anthropology; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.03247658,0.0004858836,0.001434322,0.002207563,0.03527133,0.01849247,0.006456267,0.02254626,0.01587627],"category_scores_gemma":[0.05996282,0.0009773998,0.001332897,0.004745389,0.05332779,0.01190299,0.01494739,0.04586079,0.0004715109],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1645095,"about_ca_system_score_gemma":0.3329114,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9780284,"about_ca_topic_score_gemma":0.9878138,"domain_scores_codex":[0.9627124,0.006332242,0.001479958,0.002154569,0.01153466,0.01578619],"domain_scores_gemma":[0.9033051,0.03132132,0.002850288,0.001415758,0.02261642,0.03849117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001259125,0.0001061127,0.008787318,0.000505242,0.00007409319,0.0008326511,0.1029332,0.0005260815,0.0002839153,0.2877948,0.5471028,0.05092781],"study_design_scores_gemma":[0.0001049088,0.00005291891,0.01726123,0.002398129,0.00006991435,0.0003583069,0.2316326,0.0002381096,0.0001956513,0.04480343,0.7025202,0.0003645358],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005791606,0.004901459,0.0001299433,0.9772354,0.001999608,0.000008725274,0.0000491725,0.000005738339,0.009878404],"genre_scores_gemma":[0.4184612,0.01132814,0.0007285754,0.5505897,0.004881726,0.00005421347,0.00009463169,0.00006670069,0.013795],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9780284,"threshold_uncertainty_score":0.9690505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08001868082450489,"score_gpt":0.3732617318022105,"score_spread":0.2932430509777055,"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."}}