{"id":"W4415999901","doi":"10.5465/amproc.2025.24107symposium","title":"Confronting Descriptive-Prescriptive Paradoxes in the Pursuit of Equity, Justice, and Knowledge","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":"University of Toronto","funders":"","keywords":"Context (archaeology); Diversity (politics); Status quo; Psychological intervention; Representation (politics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003321379,0.00008813821,0.0001827674,0.0001775659,0.0002357933,0.00007077036,0.0008226261,0.0000891532,0.00001195747],"category_scores_gemma":[0.0001558018,0.00007826887,0.00003827743,0.0005032542,0.0004254899,0.0003854907,0.0007163364,0.0001727116,0.000001643212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004314291,"about_ca_system_score_gemma":0.00002016304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002891642,"about_ca_topic_score_gemma":0.00003347401,"domain_scores_codex":[0.9988377,0.00006212915,0.0002566314,0.000209468,0.0003884363,0.000245602],"domain_scores_gemma":[0.9996369,0.00008967771,0.000147765,0.00003557361,0.00006301738,0.00002701471],"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":[0.00002461747,0.00007720781,0.01053947,0.0007396005,0.00004775815,2.37641e-7,0.05409569,3.220171e-7,0.00009537915,0.9144039,0.01157152,0.008404358],"study_design_scores_gemma":[0.0008910904,0.00005313448,0.2743094,0.0004008768,0.0004797428,1.547353e-7,0.5494493,0.00005131261,0.0005787192,0.08889776,0.08469183,0.0001967465],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3537905,0.001015973,0.00009176971,0.006742787,0.0000900247,0.0006327064,0.000003379601,0.00002213564,0.6376107],"genre_scores_gemma":[0.9964678,0.0006275725,0.0002584485,0.0003475785,0.00002454452,0.00001054896,2.755475e-7,0.000002183076,0.002261104],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8255061,"threshold_uncertainty_score":0.3191712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1378986213099366,"score_gpt":0.3714576457636162,"score_spread":0.2335590244536796,"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."}}