{"id":"W2065505870","doi":"10.2304/csee.2010.9.1.23","title":"Leadership for Diversity, Inclusion and Sustainability: Teachers as Leaders","year":2010,"lang":"en","type":"article","venue":"Citizenship Social and Economics Education","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Inclusion (mineral); Multiculturalism; Diversity (politics); Sustainability; Cultural diversity; Sociology; Cultural pluralism; Multicultural education; Public relations; Instructional leadership; Educational leadership; Leadership; Pedagogy; Principal (computer security); Political science; Environmental ethics; Leadership style; Social science; Ecology; Biology","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0009508962,0.0001184764,0.0001514146,0.00008970733,0.003611756,0.0001213096,0.0001349197,0.0002046656,0.0000422196],"category_scores_gemma":[0.0006918672,0.0001430632,0.00005381429,0.00007352453,0.001038516,0.000168483,0.0002054889,0.000225529,0.000004036343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002141742,"about_ca_system_score_gemma":0.0006836019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001346331,"about_ca_topic_score_gemma":0.002908252,"domain_scores_codex":[0.9990887,0.00009374748,0.0001430543,0.0002898645,0.00006979881,0.0003148034],"domain_scores_gemma":[0.9992987,0.0002321178,0.00008884721,0.00007656992,0.0001394987,0.0001642699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001673598,0.00004659149,0.05253946,0.0000477529,0.00001941708,2.729072e-8,0.7544062,8.243647e-8,0.00001086034,0.1530911,0.003046129,0.03677568],"study_design_scores_gemma":[0.0002278273,0.00001737087,0.02792021,0.000003441953,0.00002882945,5.597931e-7,0.7682022,0.000002206296,0.00000788772,0.1816817,0.02173454,0.0001731892],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7975954,0.0001602832,0.00001198158,0.1972866,0.0007501105,0.0003712651,0.000003085501,0.00004327358,0.003778042],"genre_scores_gemma":[0.9942788,0.00008739427,0.0001198005,0.001806317,0.001097149,0.00005274664,0.00001285866,0.00001220217,0.002532721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1966834,"threshold_uncertainty_score":0.9976854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1578567463746742,"score_gpt":0.3812357065999942,"score_spread":0.22337896022532,"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."}}