{"id":"W4406816432","doi":"10.5117/9789463727679_ch10","title":"Advancing Equity through Data Practices : A Transformative Model for Organizational Change","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Transformative learning; Organizational change; Equity (law); Business; Political science; Public relations; Sociology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03140145,0.0008156876,0.0005496374,0.002700964,0.0100091,0.02416263,0.004082153,0.006143214,0.005689186],"category_scores_gemma":[0.01575348,0.0006416686,0.0008990112,0.003878437,0.0691504,0.02579883,0.01714713,0.00709784,0.001669261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01373288,"about_ca_system_score_gemma":0.02731801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009821589,"about_ca_topic_score_gemma":0.01335977,"domain_scores_codex":[0.9821561,0.01248232,0.000407344,0.001099074,0.00243562,0.001419508],"domain_scores_gemma":[0.9813814,0.009713187,0.0007440494,0.004091942,0.001844844,0.002224559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006177581,0.00003920642,0.0002493116,0.00006369287,0.000007442948,0.00007666105,0.01607941,0.0003324223,0.0001051343,0.9601285,0.006274615,0.01663738],"study_design_scores_gemma":[0.00001720763,0.00004210798,0.0002447125,0.0003151403,0.000008449671,0.0001147178,0.01794789,0.0008609075,0.0003238354,0.7379379,0.2421623,0.00002478523],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01714457,0.004447071,0.2015912,0.1572261,0.00152682,0.0007056751,0.0001658723,0.0004346672,0.616758],"genre_scores_gemma":[0.6917958,0.005459376,0.1717083,0.01302067,0.0007047249,0.001444486,0.0003242358,0.000502453,0.1150402],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03140145,"threshold_uncertainty_score":0.1660687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3642350702617757,"score_gpt":0.4014047458821913,"score_spread":0.03716967562041568,"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."}}