{"id":"W4414218998","doi":"10.1007/978-3-032-04207-1_12","title":"From Diverse Origins to a DEI Crisis: The Pushback Against Equity, Diversity, and Inclusion in Software Engineering","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Backlash; Inclusion (mineral); Software; Resilience (materials science); Exploratory research; Reflexivity; Adaptation (eye)","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.005526457,0.0003916523,0.0006372829,0.001434344,0.006681154,0.01432578,0.00101871,0.003721329,0.00774295],"category_scores_gemma":[0.008879661,0.0003134658,0.0002341242,0.002237204,0.03012525,0.02250883,0.01539375,0.01304214,0.0008847181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005039393,"about_ca_system_score_gemma":0.004501086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002590606,"about_ca_topic_score_gemma":0.004508566,"domain_scores_codex":[0.9971597,0.001206805,0.00008015543,0.0003048641,0.0007249621,0.0005235586],"domain_scores_gemma":[0.9945421,0.002840454,0.0003924253,0.0005393616,0.000497707,0.001187957],"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":[0.00001366062,0.00001455543,0.0003068133,0.00002040766,0.00000193631,0.00003666897,0.008893818,0.00003836452,0.00005502172,0.9611868,0.008168821,0.02126314],"study_design_scores_gemma":[0.000009777507,0.00001792069,0.0009004885,0.0002668791,0.000002955128,0.0001326153,0.01451562,0.0002032975,0.0001870089,0.8373031,0.1464473,0.00001288806],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09106553,0.02229074,0.007443874,0.270697,0.001508914,0.0000266177,0.00007559998,0.00008759186,0.6068041],"genre_scores_gemma":[0.9385439,0.006272689,0.00155006,0.01515064,0.0009971694,0.00004211413,0.00004537428,0.0001748458,0.03722303],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9933189,"threshold_uncertainty_score":0.03656352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02058067475124085,"score_gpt":0.2655842568999766,"score_spread":0.2450035821487357,"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."}}