{"id":"W2983035591","doi":"10.5489/cuaj.6317","title":"Enhancing diversity or upping uncertainty?","year":2019,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Diversity (politics); Business; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01208634,0.000407431,0.0007228622,0.001673231,0.007356523,0.00831033,0.001394363,0.002352437,0.01369471],"category_scores_gemma":[0.04502078,0.0002655175,0.0004914941,0.001814133,0.01512625,0.01167023,0.01073065,0.004694039,0.0004582819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005851231,"about_ca_system_score_gemma":0.01385999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02691012,"about_ca_topic_score_gemma":0.04933244,"domain_scores_codex":[0.9909353,0.004579375,0.0001732345,0.000487607,0.001841693,0.001982772],"domain_scores_gemma":[0.9668258,0.01790984,0.002495959,0.00163666,0.002657431,0.008474297],"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":[0.0003522875,0.0004616109,0.03998444,0.0005249585,0.0002006373,0.0003785938,0.05915368,0.00159961,0.0005047615,0.6504254,0.02750893,0.2189051],"study_design_scores_gemma":[0.0000975122,0.000192791,0.02301429,0.001059349,0.0001226474,0.0001703412,0.05293657,0.001032168,0.0004050825,0.8241981,0.09668429,0.00008682564],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2579446,0.0129128,0.01009593,0.4042996,0.002010826,0.00006464164,0.0002564426,0.00007170343,0.3123434],"genre_scores_gemma":[0.9879543,0.001302613,0.001043717,0.006699974,0.0004932752,0.00002848068,0.00001900397,0.00001652595,0.002442293],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02691012,"threshold_uncertainty_score":0.06391943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05781453683825193,"score_gpt":0.2534619479041416,"score_spread":0.1956474110658897,"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."}}