{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00795345,0.0004071673,0.0005975848,0.00115836,0.007451377,0.01134745,0.0009212308,0.004726511,0.03239342],"category_scores_gemma":[0.0477327,0.0004058493,0.0004991683,0.001392759,0.007958038,0.01121413,0.002184062,0.008885072,0.01154697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006389453,"about_ca_system_score_gemma":0.009462569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02699387,"about_ca_topic_score_gemma":0.05701885,"domain_scores_codex":[0.9907051,0.002988677,0.0002766612,0.0006936074,0.003319927,0.002015966],"domain_scores_gemma":[0.9674274,0.004130678,0.002435323,0.0007505261,0.01026767,0.01498843],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004208866,0.00007488153,0.0108801,0.0001236116,0.00003019385,0.0001168209,0.001403509,0.00004834489,0.0003096938,0.01380619,0.9326335,0.04053104],"study_design_scores_gemma":[0.00003687354,0.0001295768,0.0259752,0.0007700098,0.00004849978,0.0006285908,0.0162136,0.0002072194,0.000584362,0.01694403,0.9383442,0.000117843],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006888723,0.004537852,0.0005439806,0.9563375,0.01018671,0.00001143172,0.000131399,0.00007924445,0.02128322],"genre_scores_gemma":[0.3093837,0.01442884,0.002695031,0.5415642,0.02126567,0.00005106749,0.0003247863,0.0007162332,0.1095704],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9920465,"threshold_uncertainty_score":0.1083668,"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."}}