{"id":"W4415885833","doi":"10.53103/cjess.v5i6.424","title":"Towards More Equitable Public Sector Service Delivery: Using Critical Theories to Cultivate the Depth of the Equity Analysis Tool Facilitation","year":2025,"lang":"","type":"article","venue":"Canadian Journal of Educational and Social Studies","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Transformative learning; Equity (law); Facilitation; Public sector; Critical reflection; Action learning; Public service; Action research","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":[0.05435803,0.001174621,0.0005755446,0.003154068,0.01151436,0.01535218,0.002756543,0.002952734,0.002969005],"category_scores_gemma":[0.05098794,0.0008109029,0.0006209047,0.001400463,0.03514587,0.0136861,0.01847594,0.00830681,0.0004949687],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01547999,"about_ca_system_score_gemma":0.02808084,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004423142,"about_ca_topic_score_gemma":0.006485034,"domain_scores_codex":[0.9568718,0.03541129,0.0006378524,0.001522322,0.003117839,0.002438888],"domain_scores_gemma":[0.9183907,0.06840304,0.002799906,0.003106432,0.003810575,0.003489396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004130087,0.0001920578,0.001876708,0.0004712093,0.00001300423,0.0003692611,0.8078288,0.0007816174,0.001828738,0.1233323,0.003144195,0.06012067],"study_design_scores_gemma":[0.0000748153,0.0002350779,0.001775033,0.001906252,0.00003300907,0.0004081368,0.63064,0.002282509,0.004944038,0.1909756,0.1666349,0.00009065533],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3345317,0.002415071,0.4010237,0.09484243,0.001067006,0.003945339,0.0001006838,0.0006416223,0.1614325],"genre_scores_gemma":[0.8797318,0.0009934187,0.1081714,0.002931663,0.000146315,0.001317795,0.00003008292,0.0001841309,0.006493364],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9955769,"threshold_uncertainty_score":0.2874761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.188600939919612,"score_gpt":0.4669131767766005,"score_spread":0.2783122368569885,"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."}}