{"id":"W4414928154","doi":"10.1007/978-3-031-32257-0_8-1","title":"Diversity, Equity, and Inclusion Without Wise Practice","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Roads University","funders":"","keywords":"Inclusion (mineral); Ambiguity; Context (archaeology); White paper; Psychological intervention; Consciousness","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":[0.001507216,0.0005961643,0.0005816754,0.000848364,0.004156682,0.007424601,0.0008327537,0.002949453,0.01527168],"category_scores_gemma":[0.002583487,0.0002363991,0.0002315007,0.001308361,0.01427924,0.005758614,0.003461619,0.005035079,0.002721489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002935721,"about_ca_system_score_gemma":0.004259958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004976269,"about_ca_topic_score_gemma":0.01272346,"domain_scores_codex":[0.9989119,0.000527985,0.00002365822,0.00009957253,0.0003159864,0.0001208374],"domain_scores_gemma":[0.9991974,0.0005008174,0.00003316042,0.00008857633,0.0001022085,0.00007785215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000001929725,0.000007643734,0.00002614829,0.00001959522,7.48186e-7,0.00001082917,0.001112111,0.00002840625,0.00001819853,0.9644198,0.02580801,0.00854659],"study_design_scores_gemma":[0.000002515641,0.000004833149,0.0001082865,0.0001878979,0.0000016397,0.00004761806,0.001502168,0.0000833554,0.00006071439,0.6386792,0.3593179,0.000003965454],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001147507,0.01554816,0.00236493,0.01351361,0.001222799,0.00002591303,0.00003278242,0.000021979,0.9661223],"genre_scores_gemma":[0.1216178,0.02032335,0.004823264,0.01030327,0.002452895,0.0002264646,0.00009904824,0.0001320791,0.8400218],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01527168,"threshold_uncertainty_score":0.05108893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1434704286729332,"score_gpt":0.3614686759355268,"score_spread":0.2179982472625936,"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."}}