{"id":"W2803587653","doi":"","title":"Educational leadership program development: Taking educational leadership beyond the school","year":2017,"lang":"en","type":"article","venue":"2018 Conference of the Canadian Society for the Study of Education","topic":"Educational Leadership and Innovation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Educational leadership; Leadership development; Leadership style; Shared leadership; Pedagogy; Leadership studies; Neuroleadership; Transformational leadership; Public relations; Psychology; Political science; Sociology","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":[0.0482224,0.000976249,0.001521758,0.002753322,0.02193657,0.03855429,0.005769205,0.01257179,0.01403921],"category_scores_gemma":[0.06884122,0.0007231909,0.001085449,0.002417204,0.03369942,0.04463693,0.01733052,0.02395102,0.003085364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01464169,"about_ca_system_score_gemma":0.1222894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0325066,"about_ca_topic_score_gemma":0.1112121,"domain_scores_codex":[0.9742094,0.01410125,0.0005510288,0.001590728,0.004068904,0.005478749],"domain_scores_gemma":[0.8848951,0.04106472,0.00364489,0.005898293,0.01680276,0.04769421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000990876,0.001015549,0.006633549,0.002502043,0.0001108276,0.0002884859,0.06016327,0.0002337993,0.0003585907,0.2067328,0.3438905,0.3779715],"study_design_scores_gemma":[0.000140521,0.0002928388,0.006034401,0.01420181,0.000120203,0.0002762895,0.1685436,0.0003669251,0.0007411674,0.2157941,0.5932505,0.0002376083],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002361234,0.009980764,0.001386641,0.97234,0.003674107,0.0000206275,0.00001861909,0.00007413612,0.01014388],"genre_scores_gemma":[0.3560021,0.05933051,0.02375581,0.5235797,0.0107723,0.0004763695,0.0001719593,0.0003191338,0.02559205],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0482224,"threshold_uncertainty_score":0.2550275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2698241867385635,"score_gpt":0.384780627777097,"score_spread":0.1149564410385335,"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."}}