{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001635702,0.00008441597,0.00008087534,0.00006378315,0.0005930596,0.0001082848,0.0001132772,0.00009999184,0.0003566435],"category_scores_gemma":[0.0007634401,0.00006362568,0.0000391793,0.0001361211,0.002144221,0.0001038175,0.00001963422,0.0003416104,0.00001893865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003262854,"about_ca_system_score_gemma":0.0005509483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006140796,"about_ca_topic_score_gemma":0.00003610714,"domain_scores_codex":[0.9988716,0.0004268357,0.000148369,0.0001719989,0.0002259746,0.0001552669],"domain_scores_gemma":[0.9967948,0.002933589,0.0000348518,0.00008400813,0.00007409191,0.00007868443],"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":[0.000008566736,0.00003878426,0.0006822258,0.0000484376,0.00003927321,3.98968e-8,0.09395719,5.055442e-8,0.000002839569,0.8965002,0.005721309,0.003001116],"study_design_scores_gemma":[0.00003426169,0.000009250074,0.01110463,0.00005177396,0.00001605462,0.000001555865,0.09430308,6.895253e-7,0.000002772709,0.8320305,0.06237464,0.00007076927],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01084767,0.02472525,0.000005473675,0.8817739,0.0009808203,0.0001032653,0.000004898367,0.00002455787,0.08153417],"genre_scores_gemma":[0.9834456,0.0004812049,0.00004448174,0.001375087,0.002109876,0.00003836552,0.000004848539,0.000007845612,0.01249267],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.972598,"threshold_uncertainty_score":0.7900471,"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."}}