{"id":"W2746110523","doi":"","title":"Leadership that transforms schools and school systems","year":2017,"lang":"en","type":"article","venue":"ACEReSearch (Australian Council for Educational Research)","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Educational leadership; Psychology; Pedagogy; Mathematics education; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006507465,0.0002204558,0.0002894278,0.001149643,0.005502689,0.009105183,0.0007605199,0.0011511,0.004168827],"category_scores_gemma":[0.006416592,0.000255227,0.0002715046,0.00118195,0.01228261,0.00439456,0.00675151,0.002291126,0.0005582133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005653209,"about_ca_system_score_gemma":0.01538061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00967578,"about_ca_topic_score_gemma":0.01723751,"domain_scores_codex":[0.9897746,0.005904647,0.0001778143,0.0005124914,0.001087253,0.002543215],"domain_scores_gemma":[0.9948375,0.0009040802,0.0006525755,0.0006174591,0.0007718577,0.002216522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005458265,0.0002223172,0.02334349,0.0002340577,0.00004082465,0.0004841673,0.09370881,0.001655798,0.0005702361,0.7606703,0.02324352,0.09577193],"study_design_scores_gemma":[0.0000838584,0.0003236715,0.05755629,0.0004764464,0.00003563612,0.0002896488,0.1139176,0.001551627,0.0008313047,0.3708089,0.4540619,0.00006312314],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4948786,0.005776978,0.01036532,0.1291676,0.001217306,0.0001315557,0.000113126,0.000476319,0.3578732],"genre_scores_gemma":[0.992419,0.0004986511,0.0008302798,0.001498308,0.0000752366,0.00001217261,0.00001275822,0.00001716702,0.004636336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00967578,"threshold_uncertainty_score":0.04101706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8825411599645828,"score_gpt":0.554112014728014,"score_spread":0.3284291452365689,"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."}}