{"id":"W4385966819","doi":"10.1080/13538322.2023.2235732","title":"University quality, British league tables and student stakeholders","year":2023,"lang":"en","type":"article","venue":"Quality in Higher Education","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Higher education; Hierarchy; Quality (philosophy); League; League table; Public relations; Sociology; Political science; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001549508,0.00007920177,0.0001408451,0.0001116875,0.000323524,0.0001410558,0.000175832,0.00008594992,0.0006097966],"category_scores_gemma":[0.00007739783,0.00011046,0.0000257097,0.0008511032,0.0001426483,0.0003405884,0.00004340809,0.00009666105,0.00009075606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004288067,"about_ca_system_score_gemma":0.0008491719,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0691334,"about_ca_topic_score_gemma":0.02567575,"domain_scores_codex":[0.9983461,0.0003976107,0.0002654135,0.0002832943,0.0004423819,0.0002651302],"domain_scores_gemma":[0.9993228,0.0001855473,0.0001205456,0.000144117,0.0001070817,0.0001199354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007491159,0.0003325067,0.7177957,0.00004328583,0.00001266613,0.000002237274,0.04506752,0.000005567159,0.00002196366,0.1942073,0.03187373,0.01063001],"study_design_scores_gemma":[0.0001280797,0.000003223038,0.6677144,0.00002388691,0.000002280158,9.454879e-8,0.03129706,7.927743e-8,0.000002283911,0.002039047,0.2986831,0.0001064868],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9692793,0.000188065,0.00000361677,0.01355366,0.001373273,0.0002193726,0.00001352352,0.00009552806,0.01527366],"genre_scores_gemma":[0.9160392,0.0006349157,0.0001773553,0.0004861616,0.0002022783,0.00001498553,0.00004612511,0.000006918111,0.08239207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2668094,"threshold_uncertainty_score":0.9921031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1659564514772418,"score_gpt":0.4176279868005462,"score_spread":0.2516715353233044,"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."}}