{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.008052963,0.0001150301,0.0002696837,0.002110285,0.005399474,0.008196197,0.0004622683,0.0009770436,0.008756697],"category_scores_gemma":[0.01958447,0.0001721846,0.0001072094,0.005093863,0.00503388,0.002440651,0.002722171,0.001231989,0.0003134992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01447915,"about_ca_system_score_gemma":0.007107656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1891003,"about_ca_topic_score_gemma":0.2742999,"domain_scores_codex":[0.9904417,0.005018305,0.0003063413,0.0003716,0.002479592,0.001382515],"domain_scores_gemma":[0.977594,0.009505599,0.002903375,0.0006504594,0.004965794,0.004380839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002670769,0.0001972199,0.2118544,0.0003145351,0.00004319572,0.0004643247,0.101242,0.0009722555,0.0004991603,0.4792689,0.05297674,0.1519002],"study_design_scores_gemma":[0.00004053368,0.0001678688,0.3621565,0.0005352937,0.00001967884,0.0001995044,0.1988821,0.001992108,0.0003853377,0.0789176,0.3565524,0.0001512591],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6420498,0.003461028,0.002342095,0.06174277,0.0001367164,0.00006755782,0.0003215953,0.00005242361,0.289826],"genre_scores_gemma":[0.9912257,0.0002797143,0.0002122261,0.0007289386,0.00001521468,0.00000683132,0.00003886896,0.000009266871,0.007483279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9978897,"threshold_uncertainty_score":0.3759992,"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."}}