{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008919223,0.00007288303,0.00008498253,0.00006406997,0.0003949124,0.00008631332,0.0002854301,0.00006172406,0.0020874],"category_scores_gemma":[0.0001124262,0.00005109515,0.00004536332,0.0003098749,0.0002749212,0.0002674298,0.000006500694,0.0001671839,0.001331175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001297658,"about_ca_system_score_gemma":0.00071962,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00826823,"about_ca_topic_score_gemma":0.001506268,"domain_scores_codex":[0.998951,0.0002432421,0.0001809116,0.00006194718,0.0002246597,0.000338246],"domain_scores_gemma":[0.9995901,0.00006364146,0.00004756193,0.0001339657,0.00005469075,0.0001100401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002110066,0.0001100235,0.05750952,0.00001497712,0.00001554888,9.999507e-8,0.7429803,3.562241e-7,0.0001275886,0.1098289,0.07686722,0.01252438],"study_design_scores_gemma":[0.0001676221,0.00001767849,0.04565202,0.00006236975,0.000004559834,0.00000197964,0.7089565,0.000003119807,0.00006296941,0.001599131,0.2433383,0.0001337408],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8829679,0.0001876853,0.000002002997,0.08774107,0.001035438,0.0002098401,0.000002349369,0.00003012029,0.02782358],"genre_scores_gemma":[0.9846041,0.00001459487,0.00001967751,0.001531125,0.003587176,0.0000386032,0.000002806979,0.000006643759,0.01019528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1664711,"threshold_uncertainty_score":0.9994464,"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."}}