{"id":"W2279303343","doi":"10.14288/1.0107507","title":"Diversity improves our university and our country","year":2011,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Political science; Geography","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":[0.003528081,0.0002798981,0.0006185613,0.001559641,0.01319579,0.02159655,0.0006447755,0.003420746,0.03270042],"category_scores_gemma":[0.008999984,0.0001928405,0.0002551747,0.003520025,0.007406452,0.007852976,0.007090834,0.005092623,0.003408322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0100882,"about_ca_system_score_gemma":0.0212396,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05937291,"about_ca_topic_score_gemma":0.1949791,"domain_scores_codex":[0.9961563,0.001332033,0.0001105508,0.0003557387,0.0009836266,0.001061827],"domain_scores_gemma":[0.9943638,0.001038299,0.0002466892,0.0006436392,0.001210875,0.002496767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005832089,0.00003645551,0.002872471,0.0002399886,0.00003044697,0.0001347614,0.007245244,0.0001938217,0.0002093391,0.3143554,0.5622446,0.1123791],"study_design_scores_gemma":[0.000005073882,0.00001217312,0.002965781,0.0002278772,0.000009148775,0.00003430338,0.003484735,0.00002622895,0.00006683905,0.02227775,0.9708745,0.00001563977],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01162091,0.02456044,0.0009516128,0.4419034,0.01158922,0.00002355529,0.0003936519,0.0001739701,0.5087833],"genre_scores_gemma":[0.6313092,0.02382708,0.002460397,0.06440111,0.008546272,0.00003627451,0.0004351528,0.0002550363,0.2687294],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9406271,"threshold_uncertainty_score":0.1180546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01488440285429718,"score_gpt":0.2011190778653869,"score_spread":0.1862346750110898,"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."}}