{"id":"W7095267004","doi":"","title":"IS RESEARCH PERSPECTIVES ARTICLE A Re-Examination of Racioethnic Imbalance of IS Doctorates: Changing the Face of the IS Classroom∗","year":2015,"lang":"en","type":"article","venue":"","topic":"Information Systems Education and Curriculum Development","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"White (mutation); Accreditation; Diversity (politics); Face (sociological concept); Field (mathematics); White paper","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":[0.008438302,0.0002734374,0.0004146282,0.003447294,0.0108775,0.01618819,0.001067481,0.001816559,0.03826892],"category_scores_gemma":[0.01035318,0.0002041315,0.0003514364,0.007990939,0.00604739,0.006529056,0.00578216,0.003372014,0.002251765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009668801,"about_ca_system_score_gemma":0.01957333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02452935,"about_ca_topic_score_gemma":0.04304176,"domain_scores_codex":[0.9909152,0.003854313,0.000276444,0.0007253164,0.002488217,0.001740481],"domain_scores_gemma":[0.9834555,0.004213546,0.001912269,0.0008766972,0.004702691,0.004839276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001014192,0.0005629073,0.08746406,0.001099987,0.00005463833,0.001028075,0.1524128,0.0001464459,0.001381508,0.1919304,0.2882134,0.2756043],"study_design_scores_gemma":[0.000006149089,0.00007641424,0.0421375,0.0009861286,0.00001738001,0.0003442574,0.233485,0.00005993935,0.000406975,0.005548693,0.7169151,0.0000165789],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1261276,0.01566706,0.001370311,0.3473761,0.004041257,0.0000952403,0.0007498231,0.0000731876,0.5044994],"genre_scores_gemma":[0.8202574,0.0327091,0.001414192,0.03680489,0.00422968,0.00009419446,0.0008549527,0.0001618847,0.1034737],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03826892,"threshold_uncertainty_score":0.1280223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1043135588685844,"score_gpt":0.3700722854101006,"score_spread":0.2657587265415162,"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."}}