{"id":"W2131756214","doi":"10.1080/09243450600565829","title":"Transformational school leadership for large-scale reform: Effects on students, teachers, and their classroom practices","year":2006,"lang":"en","type":"article","venue":"School Effectiveness and School Improvement","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":997,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Numeracy; Transformational leadership; Mathematics education; Literacy; Psychology; Scale (ratio); Government (linguistics); Academic achievement; Pedagogy; Social psychology","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":[0.003535206,0.0003050211,0.0003560673,0.0001579816,0.001108778,0.0005810181,0.0002274958,0.0002174666,0.00006825694],"category_scores_gemma":[0.0005210063,0.0002388402,0.0001095598,0.0001897788,0.00008219593,0.000847907,0.00003766571,0.0003649486,0.00003189402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006163478,"about_ca_system_score_gemma":0.0003696879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002869018,"about_ca_topic_score_gemma":0.0009510235,"domain_scores_codex":[0.9974297,0.0006075141,0.0003740246,0.0004916276,0.0004904588,0.0006066818],"domain_scores_gemma":[0.9981368,0.0006626609,0.0003351006,0.0002213642,0.000163003,0.0004811209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00144964,0.002240455,0.8029745,0.003685068,0.0007574743,0.000003843432,0.0322284,0.00002180062,0.03500124,0.04040058,0.01111755,0.0701194],"study_design_scores_gemma":[0.006840867,0.001403446,0.7846584,0.0006218134,0.0001120135,0.000003101166,0.08171426,0.00003735325,0.005906943,0.003719828,0.1141419,0.0008400765],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879962,0.0009663247,0.001106153,0.00294386,0.000616108,0.003332702,0.00006267588,0.00008615171,0.002889817],"genre_scores_gemma":[0.9945703,0.0001188363,0.0001632435,0.0007137521,0.001736274,0.001330471,0.00002991095,0.00002864143,0.001308638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1030243,"threshold_uncertainty_score":0.9739622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03218245191045559,"score_gpt":0.3494744331971491,"score_spread":0.3172919812866935,"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."}}