{"id":"W4414656894","doi":"10.4324/9781003611189-17","title":"Critical Educational Leadership for Better Schools and Student Outcomes","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Inclusion (mineral); Equity (law); Educational equity; Educational leadership; Government (linguistics); Outcome-based education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00209024,0.00036769,0.0001619968,0.0007432076,0.003061423,0.00572934,0.0004920107,0.001171356,0.009321493],"category_scores_gemma":[0.002414688,0.0001387843,0.0001905715,0.0007088782,0.006719414,0.002357991,0.00186013,0.003199954,0.002063207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01333081,"about_ca_system_score_gemma":0.02318841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0501032,"about_ca_topic_score_gemma":0.1489725,"domain_scores_codex":[0.9984736,0.0005647931,0.00002420099,0.00007336054,0.000596365,0.0002677808],"domain_scores_gemma":[0.9988905,0.0004039129,0.00007586123,0.00004695243,0.0003429088,0.0002399309],"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":[0.000005881513,0.00002225854,0.0002885479,0.0001036555,0.000002818294,0.00004217231,0.006484719,0.0001463223,0.0001425521,0.5801077,0.3324195,0.08023382],"study_design_scores_gemma":[0.000004825376,0.000009443826,0.0005187503,0.000337604,0.000002279679,0.00003418206,0.001741362,0.00009014074,0.0001108235,0.07844407,0.9186999,0.000006608149],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002629816,0.03195292,0.004095579,0.09742346,0.002344884,0.00006204454,0.0000522779,0.0001785002,0.8612605],"genre_scores_gemma":[0.223048,0.04571268,0.01110448,0.02416481,0.001954078,0.0001463185,0.0001167552,0.0002426497,0.6935102],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0501032,"threshold_uncertainty_score":0.09962308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1135379416041211,"score_gpt":0.423251399460105,"score_spread":0.3097134578559839,"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."}}