{"id":"W2586630346","doi":"","title":"Diversity, Transparency & Inclusion in Canada’s Judiciary","year":2016,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Judicial and Constitutional Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Transparency (behavior); Diversity (politics); Inclusion (mineral); Political science; Law; Sociology; Gender studies","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01700527,0.000343919,0.001230607,0.004400232,0.06804311,0.02800834,0.003627458,0.009362778,0.01181997],"category_scores_gemma":[0.0557857,0.000674409,0.0007405123,0.007341568,0.0237904,0.00546663,0.009856639,0.01361749,0.0004335608],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.2069782,"about_ca_system_score_gemma":0.3868681,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9885123,"about_ca_topic_score_gemma":0.9951679,"domain_scores_codex":[0.9649316,0.004515716,0.0006788017,0.002041071,0.01093714,0.01689569],"domain_scores_gemma":[0.9415118,0.02108387,0.002769071,0.001803852,0.01592607,0.01690531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001717415,0.0001661472,0.03952617,0.0001112905,0.0000996111,0.0005070561,0.06499575,0.001387196,0.0003181481,0.7977977,0.06065618,0.03426295],"study_design_scores_gemma":[0.000214254,0.0001386917,0.1950596,0.001241194,0.0002242073,0.000221719,0.1192331,0.002688456,0.001195933,0.2129478,0.4662706,0.0005643926],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4934252,0.003890544,0.001362825,0.1843798,0.0005436462,0.0001243811,0.0006389796,0.00005946101,0.3155752],"genre_scores_gemma":[0.9762621,0.0002579464,0.000266933,0.005421431,0.00007978846,0.00002626932,0.00004385234,0.00002115624,0.01762058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7930217,"threshold_uncertainty_score":0.9197928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01289189969847177,"score_gpt":0.2383281908790587,"score_spread":0.2254362911805869,"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."}}