{"id":"W4416003409","doi":"10.5465/amproc.2025.21729symposium","title":"Measuring, Managing and Improving the Impact of Business Schools","year":2025,"lang":"en","type":"article","venue":"Academy of Management Proceedings","topic":"Accounting Education and Careers","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Ranking (information retrieval); Business analysis; Externality; Business education; New business development; Business relationship management; Electronic business; Measure (data warehouse); Higher education","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":[],"consensus_categories":[],"category_scores_codex":[0.0008030555,0.0001900828,0.0002288628,0.0005491547,0.0001725639,0.0002235449,0.0005209849,0.00006699201,0.00002705394],"category_scores_gemma":[0.0001224951,0.0001413259,0.00009026739,0.001247998,0.0001073284,0.001104631,0.0004957129,0.0002001308,0.000007409119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004115632,"about_ca_system_score_gemma":0.00001526739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003072238,"about_ca_topic_score_gemma":5.799365e-7,"domain_scores_codex":[0.9987825,0.000002497277,0.0003742896,0.0002893142,0.0002962708,0.000255148],"domain_scores_gemma":[0.9992026,0.00001910375,0.0004424905,0.00009405749,0.0002319987,0.000009748518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001474558,0.0001766435,0.3483491,0.00852666,0.0007341745,6.908817e-7,0.0002791338,0.0001443327,0.003442827,0.4123308,0.09185568,0.1340125],"study_design_scores_gemma":[0.0008217902,0.000007377123,0.9661902,0.0006696025,0.0003424098,0.000001067093,0.003630776,0.0017921,0.0004106943,0.01356573,0.01226528,0.0003030408],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9131969,0.0003577599,0.0002214983,0.005869641,0.0001335332,0.0005919838,7.096999e-7,0.0001008218,0.07952715],"genre_scores_gemma":[0.9976904,0.00007646762,0.000155425,0.001062338,0.0001577648,0.00002894232,0.000001354429,0.00001724085,0.0008100789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.617841,"threshold_uncertainty_score":0.5763103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02021221233509388,"score_gpt":0.2545717318107562,"score_spread":0.2343595194756623,"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."}}