{"id":"W2625083512","doi":"10.5430/wje.v7n3p62","title":"The Impact of World Ranking Systems on Graduate Schools of Business: Promoting the Manipulation of Image over the Management of Substance","year":2017,"lang":"en","type":"article","venue":"World Journal of Education","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Reputation; Ranking (information retrieval); Quality (philosophy); Public relations; League; Term (time); Higher education; Marketing; Political science; Sociology; Business; Economics; Economic growth; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001462812,0.0001293974,0.0002472926,0.0002566793,0.0004655419,0.0001942081,0.0006007712,0.00001189239,0.00002782496],"category_scores_gemma":[0.000139937,0.00006554424,0.0001258205,0.00070903,0.0001163616,0.0006752007,0.00008390102,0.0001180756,0.000001540661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005171435,"about_ca_system_score_gemma":0.0000353607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003543263,"about_ca_topic_score_gemma":0.0001393156,"domain_scores_codex":[0.9984571,0.00003192819,0.0007533955,0.00009169791,0.0005405516,0.0001253559],"domain_scores_gemma":[0.9944485,0.0001096001,0.003939466,0.000371154,0.001125002,0.000006209565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006235251,0.0008913142,0.7105124,0.00335951,0.002083432,0.000002470286,0.001592992,0.008759913,0.002317791,0.221979,0.0281087,0.01976894],"study_design_scores_gemma":[0.0003452425,0.0000123151,0.9914362,0.001327488,0.0002074784,5.155428e-7,0.001021416,0.0005538894,0.0001581791,0.004174051,0.0006919403,0.00007129195],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844468,0.00105947,0.0003807305,0.002541017,0.001018924,0.0006444372,0.000001365559,0.000004778122,0.009902437],"genre_scores_gemma":[0.998574,0.0002219242,0.00007803398,0.0000205981,0.0004717896,0.000005929495,0.000002815404,0.00001392267,0.0006110364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2809238,"threshold_uncertainty_score":0.3580619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03613856367024153,"score_gpt":0.2931524611335374,"score_spread":0.2570138974632959,"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."}}