{"id":"W2005233964","doi":"10.1108/09578230310474403","title":"Transformational leadership effects on teachers’ commitment and effort toward school reform","year":2003,"lang":"en","type":"article","venue":"Journal of Educational Administration","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":395,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Transformational leadership; Structural equation modeling; Psychology; Context (archaeology); Affect (linguistics); Dimension (graph theory); Set (abstract data type); Educational leadership; Test (biology); Social psychology; School teachers; Transactional leadership; Mathematics education; Pedagogy; Mathematics; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009804361,0.0001141952,0.0001461188,0.0001405037,0.0002878903,0.00009350654,0.000103241,0.00008124008,0.0003781063],"category_scores_gemma":[0.000758391,0.0001006866,0.00007676426,0.0001409907,0.0001355175,0.0004146805,0.000001999268,0.0002664133,0.0000277831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005916007,"about_ca_system_score_gemma":0.001573393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002266095,"about_ca_topic_score_gemma":0.00009603168,"domain_scores_codex":[0.9985836,0.0002233586,0.0003752234,0.0001069932,0.000527056,0.0001837243],"domain_scores_gemma":[0.9988608,0.0003663923,0.0002607848,0.000063482,0.0002048408,0.0002437491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001864393,0.001525464,0.0747489,0.0001589472,0.0002479688,0.000002800439,0.3257155,0.000006874629,0.0001410579,0.5723663,0.01702396,0.007875722],"study_design_scores_gemma":[0.00138506,0.001042272,0.4532736,0.0002177733,0.0001055742,0.00007297935,0.3938213,0.000001122242,0.001296152,0.01083851,0.137564,0.0003817453],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5726675,0.0007993323,0.00008918524,0.3839233,0.00145224,0.0003859688,0.000002670531,0.00001425389,0.04066563],"genre_scores_gemma":[0.9955227,0.00006680647,0.0009055568,0.001175411,0.0007274531,0.00001822315,0.000007400982,0.000006734898,0.001569708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5615278,"threshold_uncertainty_score":0.4139999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1390507714244233,"score_gpt":0.390996658856135,"score_spread":0.2519458874317117,"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."}}