{"id":"W2560794826","doi":"10.1057/978-1-137-53339-5_3","title":"Culturally Responsive Leadership and Student Engagement","year":2016,"lang":"en","type":"book-chapter","venue":"Palgrave Macmillan US eBooks","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Student engagement; Equity (law); Diversity (politics); Pedagogy; Sociology; Public engagement; Psychology; Public relations; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009760506,0.0003383402,0.0003335502,0.0001341409,0.000634134,0.0001607407,0.00034028,0.0003065027,0.001075247],"category_scores_gemma":[0.0001859622,0.0002672609,0.0001149204,0.0000124057,0.0006571902,0.000003335902,0.0001480308,0.0003523473,0.0002822742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000277815,"about_ca_system_score_gemma":0.0003439803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003116649,"about_ca_topic_score_gemma":0.0002524266,"domain_scores_codex":[0.9976543,0.0002180478,0.0003503124,0.0005046417,0.0007897713,0.000482896],"domain_scores_gemma":[0.9986164,0.0003960759,0.0001385034,0.0002716586,0.0002383556,0.0003390074],"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":[0.00001466647,0.000001294659,0.00009281747,0.00002590806,0.00008639025,0.00002208918,0.02338971,5.892676e-9,0.00001802842,0.9561842,0.000312219,0.01985268],"study_design_scores_gemma":[0.0002295475,0.00004248516,0.000939055,0.0003195819,0.00005254741,0.000002789279,0.004269959,2.991778e-8,0.00002218463,0.5767815,0.4168856,0.0004547171],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003640518,0.0006948501,0.00001311431,0.004363125,0.0005954721,0.0005927127,0.00001776852,0.0001206808,0.9932382],"genre_scores_gemma":[0.4366721,0.0005142021,0.0003586824,0.003022814,0.0005595589,0.00003911754,0.00000963149,0.00004262158,0.5587813],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.436308,"threshold_uncertainty_score":0.9999779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07492089723411964,"score_gpt":0.3291619807510368,"score_spread":0.2542410835169171,"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."}}