{"id":"W4415773460","doi":"10.64628/aam.56p6qwx3s","title":"What’s the No. 1 MBA? Why business deans invest in rankings, knowing they miss a lot","year":2025,"lang":"","type":"article","venue":"","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Work (physics); Government (linguistics); Process (computing)","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":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003429743,0.0006552121,0.0005350673,0.001208645,0.0008006741,0.005398866,0.001309228,0.0002147395,0.001977297],"category_scores_gemma":[0.001275122,0.0005218638,0.0001962498,0.003535743,0.0001645552,0.00463467,0.001035909,0.0004901913,0.0009974812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000154373,"about_ca_system_score_gemma":0.0001691061,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007988692,"about_ca_topic_score_gemma":0.008688024,"domain_scores_codex":[0.9964072,0.0001237228,0.001041987,0.0009466849,0.0005258119,0.0009546487],"domain_scores_gemma":[0.9972851,0.0004131821,0.0004633272,0.0009593847,0.0008530187,0.00002603134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004705181,0.001273001,0.07994577,0.006958588,0.000428624,0.00002254891,0.001836748,0.0003942075,0.0001983797,0.2178774,0.6504599,0.04013421],"study_design_scores_gemma":[0.001387936,0.000005741548,0.04941108,0.003223307,0.0003488658,4.285641e-7,0.006532397,0.008146996,0.00001037103,0.009426482,0.9208332,0.0006732016],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05688548,0.003013757,0.0006708426,0.1110837,0.02148936,0.00247747,9.372096e-7,0.0002411942,0.8041372],"genre_scores_gemma":[0.7118006,0.002461566,0.0001330409,0.04150429,0.002803602,0.0002035711,0.00007093902,0.00008542342,0.2409369],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6549152,"threshold_uncertainty_score":0.9997804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0129597283345761,"score_gpt":0.2341229243951569,"score_spread":0.2211631960605808,"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."}}