{"id":"W4416005398","doi":"10.5465/amproc.2025.10589symposium","title":"DEI in Academia: Exploring Cross-Institutional Insights on Challenges and Opportunities","year":2025,"lang":"en","type":"article","venue":"Academy of Management Proceedings","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Variety (cybernetics); Globe; Champion; Face (sociological concept); Resistance (ecology)","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":[],"consensus_categories":[],"category_scores_codex":[0.02470182,0.0003153266,0.0006609386,0.004908465,0.01715979,0.02192951,0.002098813,0.002548704,0.00589332],"category_scores_gemma":[0.02251788,0.0003494952,0.0004547111,0.008591905,0.01650006,0.01880728,0.022065,0.004122778,0.0004077157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01033356,"about_ca_system_score_gemma":0.01573179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005280878,"about_ca_topic_score_gemma":0.01414203,"domain_scores_codex":[0.9826485,0.0107256,0.0005453862,0.0008031259,0.001626989,0.003650379],"domain_scores_gemma":[0.9704177,0.01813341,0.00264679,0.00127314,0.002425753,0.005103128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005462504,0.0002132746,0.04778419,0.0003936977,0.00004189174,0.001144535,0.7237527,0.0003099315,0.0005224673,0.1539593,0.004667075,0.06715631],"study_design_scores_gemma":[0.000003593389,0.00003716113,0.01439766,0.0003780292,0.000008016495,0.0001428048,0.9339235,0.0001580277,0.0001290559,0.01503438,0.03576771,0.00002017408],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7849832,0.007252807,0.003871595,0.06177032,0.0004978104,0.00007896849,0.0001275969,0.00004029229,0.1413773],"genre_scores_gemma":[0.9926981,0.002565617,0.0005035606,0.001718509,0.00008093746,0.00003905133,0.000040494,0.0000151094,0.002338664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02470182,"threshold_uncertainty_score":0.1306373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3712097280544847,"score_gpt":0.3577468740862839,"score_spread":0.01346285396820079,"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."}}