{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.03538528,0.000319533,0.0006206057,0.003378245,0.004545589,0.01203953,0.002375647,0.01073993,0.00723188],"category_scores_gemma":[0.1603038,0.0004335226,0.0005486018,0.003828753,0.02066552,0.01019822,0.00602214,0.01077443,0.003251484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007852712,"about_ca_system_score_gemma":0.01816412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01542037,"about_ca_topic_score_gemma":0.01188275,"domain_scores_codex":[0.9407202,0.02332221,0.003877747,0.002911292,0.02369217,0.005476386],"domain_scores_gemma":[0.9079171,0.0415913,0.01113735,0.0073301,0.02608376,0.005940389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004316383,0.00009050663,0.01105875,0.0004910002,0.00002425054,0.0009498913,0.00712405,0.0002011023,0.0001317031,0.3739603,0.3690417,0.2368835],"study_design_scores_gemma":[0.00000934449,0.00004127298,0.005339557,0.003291615,0.00001545804,0.002109275,0.009066558,0.0003486955,0.0002412799,0.07719465,0.9022847,0.00005765574],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01410109,0.05628794,0.003739896,0.7756685,0.01362931,0.00004811074,0.0000838061,0.0001561648,0.1362852],"genre_scores_gemma":[0.5294411,0.0483123,0.004013239,0.3580891,0.00984415,0.0001119229,0.0002269019,0.0002350024,0.0497263],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9892601,"threshold_uncertainty_score":0.1871375,"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."}}