{"id":"W7018571700","doi":"","title":"Diversity, Transparency & Inclusion in Canada’s Judiciary","year":2016,"lang":"en","type":"article","venue":"eYLS (Yale Law School)","topic":"Discrimination and Equality Law","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transparency (behavior); Prime minister; Inclusion (mineral); Government (linguistics); Diversity (politics); Judicial review; Prime (order theory)","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006850819,0.00008995309,0.0001365537,0.00004425097,0.001777851,0.00002385199,0.0004579199,0.00006930142,0.001912726],"category_scores_gemma":[0.0001378466,0.00007516432,0.00004166292,0.0001811519,0.0001479834,0.0003748517,0.0008984709,0.00009669464,0.0001383545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008166079,"about_ca_system_score_gemma":0.0009041167,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9954858,"about_ca_topic_score_gemma":0.9998299,"domain_scores_codex":[0.9982794,0.000237059,0.0002034352,0.0002146301,0.0007171963,0.0003482952],"domain_scores_gemma":[0.9993727,0.0001027536,0.00005001187,0.0001719121,0.00005377919,0.0002488391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000269719,0.00008664968,0.1734728,0.00001227696,0.00000980751,0.0000244552,0.01909433,0.000002753114,0.0001581623,0.7921038,0.00742828,0.007579714],"study_design_scores_gemma":[0.001222635,0.00002137321,0.2103238,0.0001781789,0.0000188476,4.13727e-7,0.001903859,0.000001147789,0.0001554956,0.1806649,0.6050185,0.000490899],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6509553,0.00004393253,0.00008280166,0.01576448,0.0004375507,0.0001430216,0.00002441741,0.00005051258,0.332498],"genre_scores_gemma":[0.9952832,0.00007605386,0.0000348858,0.001931377,0.00009641329,0.00000413867,0.000003916106,0.000006007353,0.002564007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6114389,"threshold_uncertainty_score":0.9995217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03906880506451824,"score_gpt":0.2900579733840194,"score_spread":0.2509891683195011,"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."}}