{"id":"W4403171111","doi":"10.1080/00131857.2024.2411613","title":"The ethical and educational ambiguities of teacher leadership","year":2024,"lang":"en","type":"article","venue":"Educational Philosophy and Theory","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Educational leadership; Ethical leadership; Sociology; Pedagogy; Philosophy of education; Instructional leadership; Engineering ethics; Political science; Public relations; Higher education; Law","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":[0.02234274,0.0003156063,0.0003746265,0.00142685,0.009350275,0.007280791,0.0009044459,0.003870665,0.001571456],"category_scores_gemma":[0.05046756,0.0003588225,0.0003056673,0.0009688986,0.07138932,0.007622422,0.005727408,0.01085927,0.0004710558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004104453,"about_ca_system_score_gemma":0.003961779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001892226,"about_ca_topic_score_gemma":0.003537831,"domain_scores_codex":[0.9567662,0.03347269,0.0007683954,0.00155806,0.00588265,0.001551989],"domain_scores_gemma":[0.9618989,0.02712645,0.003305604,0.002611139,0.003161426,0.001896426],"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":[0.00001031406,0.00001406523,0.0007662369,0.00006414313,0.000004064337,0.0002371944,0.03014377,0.0001475024,0.00008993719,0.9456545,0.008901571,0.01396664],"study_design_scores_gemma":[0.00001029656,0.00002179991,0.001209235,0.0003041217,0.000004521661,0.0005761543,0.03004178,0.0004053147,0.0002195417,0.7885675,0.1786134,0.00002638112],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04833478,0.01676191,0.04533206,0.6109326,0.004177103,0.00004276559,0.00002102241,0.00009293805,0.2743048],"genre_scores_gemma":[0.9548253,0.004059586,0.005947241,0.02122791,0.001817138,0.00007761933,0.00000709031,0.00006444055,0.01197373],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02234274,"threshold_uncertainty_score":0.1181611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1636335319512947,"score_gpt":0.3946870547851087,"score_spread":0.231053522833814,"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."}}