{"id":"W4401565700","doi":"10.1177/10526846241271462","title":"Equity as a Leadership Competency: A Model for Action","year":2024,"lang":"en","type":"article","venue":"Journal of School Leadership","topic":"Youth Development and Social Support","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Accountability; Status quo; Public relations; Transformative learning; Equity (law); Political science; Sociology; Pedagogy","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":[0.01604618,0.001008196,0.0005075976,0.002330045,0.0139756,0.01309118,0.002835012,0.003960056,0.004438092],"category_scores_gemma":[0.007144832,0.0004915412,0.0007343787,0.001284517,0.06436165,0.01067151,0.008791179,0.005674666,0.000556863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04926079,"about_ca_system_score_gemma":0.06271183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1532639,"about_ca_topic_score_gemma":0.1730466,"domain_scores_codex":[0.9835826,0.0111559,0.0002981391,0.0008894056,0.002227725,0.001846266],"domain_scores_gemma":[0.9923402,0.003994385,0.0005896206,0.0003208473,0.001038885,0.001716067],"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":[0.00001046633,0.00003833005,0.0008897134,0.0001008165,0.000005200921,0.0001587152,0.07342789,0.00058845,0.000179048,0.9100146,0.003506177,0.0110806],"study_design_scores_gemma":[0.00003909617,0.000100299,0.001224423,0.0007578962,0.00001653025,0.0001678508,0.1125658,0.003282941,0.0004533912,0.6231759,0.2581583,0.00005766485],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04944509,0.003393024,0.1106294,0.185363,0.0007461122,0.0007101141,0.0001192608,0.0002218585,0.6493721],"genre_scores_gemma":[0.9366829,0.001547679,0.03279296,0.003917517,0.0001057373,0.0004555918,0.00005430687,0.00006932546,0.02437403],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1532639,"threshold_uncertainty_score":0.3574137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5200055199300838,"score_gpt":0.4476622069070106,"score_spread":0.07234331302307317,"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."}}