{"id":"W1566276277","doi":"10.35608/ruraled.v29i3.462","title":"Transformational Teacher Leadership in Rural Schools","year":2018,"lang":"en","type":"article","venue":"The Rural Educator","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Transformational leadership; Educational leadership; Creativity; Leadership style; Teacher leadership; Context (archaeology); Pedagogy; Instructional leadership; Transactional leadership; Shared leadership; Leadership; Psychology; Leadership studies; Mathematics education; Sociology; Political science; Public relations; Social psychology; Geography","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":[0.001886591,0.0001320318,0.00018652,0.0005805439,0.006784226,0.003503179,0.0004577726,0.0006531109,0.002540931],"category_scores_gemma":[0.002219965,0.0002209579,0.0001795319,0.0004967774,0.009335922,0.001598326,0.002892774,0.00156038,0.0002291368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003117339,"about_ca_system_score_gemma":0.003057194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004588239,"about_ca_topic_score_gemma":0.01486127,"domain_scores_codex":[0.9966107,0.002534976,0.00004186979,0.0001524634,0.0001967323,0.0004632793],"domain_scores_gemma":[0.9983101,0.0005589406,0.0002922748,0.0001141901,0.0002128767,0.000511547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001340197,0.0003648007,0.0353677,0.0003197389,0.00001646864,0.002955089,0.601942,0.001079672,0.002549395,0.2956291,0.006621538,0.0530206],"study_design_scores_gemma":[0.0001074427,0.0004117861,0.04067386,0.0002454085,0.00001562425,0.001088197,0.6955317,0.001312983,0.001231187,0.06157837,0.1977598,0.00004360848],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8587996,0.001610509,0.006884599,0.0118851,0.0001405838,0.00008437644,0.00001364551,0.00007529803,0.1205062],"genre_scores_gemma":[0.9966782,0.0002143131,0.000489409,0.0001364022,0.000007389083,0.0000106032,0.000002890258,0.000005245144,0.002455607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006784226,"threshold_uncertainty_score":0.022618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.117456993863766,"score_gpt":0.3813980233076024,"score_spread":0.2639410294438364,"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."}}