{"id":"W4409215596","doi":"10.5430/bmr.v14n1p8","title":"AACSB Accreditation – Fraud or Incompetence?","year":2025,"lang":"en","type":"article","venue":"Business and Management Research","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Business; Accounting; Law; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.002037774,0.0001862213,0.0001801607,0.00161189,0.0006090742,0.0009718833,0.0004120573,0.00006488761,0.0003988621],"category_scores_gemma":[0.0003248678,0.0001537564,0.00003048257,0.003237672,0.0001350225,0.0009993877,0.0009560591,0.0001653607,0.0001680784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004881124,"about_ca_system_score_gemma":0.00004639795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006634849,"about_ca_topic_score_gemma":0.0002319929,"domain_scores_codex":[0.9981472,0.00003856307,0.0002766048,0.0005032686,0.0005474532,0.0004868579],"domain_scores_gemma":[0.998817,0.0001311148,0.00008534664,0.0003740149,0.0005758338,0.00001665604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002483074,0.0001964999,0.009004785,0.003461215,0.00007920015,0.00002618342,0.00003297023,0.00001184709,0.00004459328,0.5267043,0.2986609,0.1615292],"study_design_scores_gemma":[0.0006154911,0.000006068173,0.2288826,0.0002558519,0.00004971313,3.537569e-7,0.0008052202,0.0008114816,0.000003850129,0.01434426,0.7540447,0.0001804429],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09210275,0.0003377049,0.003964399,0.02127021,0.001866386,0.002024516,0.000001184152,0.0003588602,0.878074],"genre_scores_gemma":[0.8946561,0.001572867,0.00144667,0.002819278,0.001435628,0.0005641995,0.0001097926,0.00004401819,0.0973514],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8025534,"threshold_uncertainty_score":0.9371893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05438984133256414,"score_gpt":0.3515885166847271,"score_spread":0.297198675352163,"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."}}