{"id":"W3160608293","doi":"10.32674/jcihe.v13i2.2123","title":"Factors Affecting Competitiveness in University Ranking Exercises","year":2021,"lang":"en","type":"article","venue":"Journal of Comparative & International Higher Education","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Ranking (information retrieval); Scrutiny; Institution; Affect (linguistics); Work (physics); Political science; Public relations; Marketing; Business; Psychology; Computer science; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003803397,0.00007615679,0.0001878141,0.0002613345,0.000089881,0.00005295101,0.000195775,0.00003980753,0.0009682766],"category_scores_gemma":[0.0000522008,0.00007922403,0.00005857075,0.0004777639,0.00005116416,0.0005667098,0.00001805189,0.0001635915,0.000006733786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009973318,"about_ca_system_score_gemma":0.001737055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004160055,"about_ca_topic_score_gemma":0.001113101,"domain_scores_codex":[0.998812,0.0002672417,0.0002896159,0.0001118223,0.0004026677,0.0001166594],"domain_scores_gemma":[0.9986342,0.0002691564,0.0003170919,0.000044479,0.0006798052,0.00005529241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004993598,0.0006157818,0.8731604,0.000005665035,0.00002956936,0.00001439937,0.04998095,0.0002607221,0.0001952751,0.07444943,0.0005773634,0.000660534],"study_design_scores_gemma":[0.0002829842,0.000006611179,0.821344,0.0001678821,0.000004289078,0.000001375588,0.02695156,0.000001158334,0.0004332073,0.0006911883,0.1500446,0.00007116537],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9548599,0.0002682914,0.00006698679,0.001632328,0.003286373,0.00006107542,0.000001336285,0.000004002774,0.03981968],"genre_scores_gemma":[0.9930808,0.000115446,0.0004732207,0.00007530006,0.000294405,7.951681e-7,0.000006625503,0.000003171218,0.005950265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1494673,"threshold_uncertainty_score":0.999945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05994692848514645,"score_gpt":0.379094343674155,"score_spread":0.3191474151890085,"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."}}