{"id":"W4321460838","doi":"10.37941/pb/2023/1","title":"World-class universities? Interrogating the biases and coloniality of global university rankings","year":2023,"lang":"en","type":"report","venue":"","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of California, San Francisco; Western Sydney University; Uppsala Universitet; Syddansk Universitet; Università di Bologna; University of Tokyo; Kaohsiung Medical University; Mahidol University; Eidgenössische Technische Hochschule Zürich; Dalhousie University; Chulalongkorn University; Aalborg Universitet; Technische Universiteit Delft; Edith Cowan University; Arizona State University; Griffith University; RMIT University; University of North Carolina at Chapel Hill; Harvard University; University of Wollongong; Monash University; University College Cork; La Trobe University; Semmelweis Egyetem; Deakin University; University of Bristol; Royal College of Surgeons in Ireland; Australian Catholic University; James Cook University; Cardiff University; Universidade de Coimbra; Queen's University; University of Edinburgh; University of Leeds; University of Leicester; Iran University of Medical Sciences; University of Otago; Erasmus Universiteit Rotterdam; Princeton University; University of California, Los Angeles; University of Washington; University of California, San Diego; Johns Hopkins University; University of Toronto; Imperial College London; California Institute of Technology; Universiteit Utrecht; Aarhus Universitet; University of Melbourne; Newcastle University; University of Pennsylvania; Lunds Universitet; University of Sydney; University College Dublin; University of Southern California; Purdue University; University College London; Karolinska Institutet; Yale University; University of Queensland; Emory University; Massachusetts Institute of Technology; McMaster University; University of Oxford; Universitat de Barcelona; King's College London; University of New South Wales; University of Glasgow","keywords":"Class (philosophy); World class; Mathematics education; Sociology; Political science; Psychology; Computer science; Artificial intelligence; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000997006,0.0001006895,0.0002051628,0.00004636671,0.0004718932,0.00004090416,0.000272347,0.0001009165,0.0002710324],"category_scores_gemma":[0.0002041462,0.00008579059,0.00006659548,0.0007288321,0.0004640987,0.0001015241,0.0001568955,0.0001161198,0.0000108531],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001602361,"about_ca_system_score_gemma":0.006182925,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08336456,"about_ca_topic_score_gemma":0.2275696,"domain_scores_codex":[0.9986218,0.0001552873,0.0001687394,0.0001948013,0.0006836668,0.0001756834],"domain_scores_gemma":[0.9987675,0.0003740483,0.0003251179,0.0001212424,0.0003537341,0.00005833952],"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":[0.00006986569,0.0001022731,0.1479582,0.0002260741,0.0004734043,0.00005349353,0.09916161,0.000007173702,0.000001335934,0.1579093,0.5868823,0.007154924],"study_design_scores_gemma":[0.00009762179,0.00000684349,0.05372392,0.0001793144,0.00004207867,6.740348e-7,0.07823361,9.785049e-7,0.000001977647,0.0001984477,0.8673996,0.0001149143],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2797035,0.0001264142,0.00001248771,0.005569667,0.001794032,0.0002596019,0.0001172428,0.00009976749,0.7123173],"genre_scores_gemma":[0.6859882,0.0009736333,0.0001240181,0.0001128119,0.0002095681,9.358983e-7,0.00001451545,0.000006775591,0.3125695],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4062847,"threshold_uncertainty_score":0.9994511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0956108827666396,"score_gpt":0.3890649736553144,"score_spread":0.2934540908886748,"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."}}