{"id":"W6987071042","doi":"","title":"The Role of Supervisory Officers in Building School Administrator Leadership Capacity","year":2023,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transformational leadership; Educational leadership; Mentorship; Shared leadership; Servant leadership; Leadership style; Instructional leadership; Professional development; Empowerment","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":[0.01397222,0.0002385629,0.0002264894,0.001504044,0.006573822,0.005153965,0.001346289,0.001071499,0.003909459],"category_scores_gemma":[0.01654365,0.0004230776,0.0002365854,0.0005244723,0.003149567,0.002480459,0.004798673,0.002679756,0.0007936002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006233994,"about_ca_system_score_gemma":0.07009926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03429286,"about_ca_topic_score_gemma":0.1467148,"domain_scores_codex":[0.9894582,0.00457545,0.0003835305,0.0004347686,0.002885601,0.002262361],"domain_scores_gemma":[0.977217,0.003348804,0.001912436,0.000664375,0.006471198,0.01038616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001120267,0.0007678398,0.1001132,0.0008555308,0.00004508973,0.0007225298,0.05791893,0.002449745,0.003164577,0.05924851,0.1407413,0.6338608],"study_design_scores_gemma":[0.0001445528,0.001332784,0.1619983,0.002937807,0.00007440553,0.0003998757,0.09215737,0.003096479,0.002919313,0.01488601,0.7199092,0.0001438641],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3856965,0.01043466,0.03903515,0.2367667,0.003535295,0.002705776,0.0002204226,0.0009880286,0.3206174],"genre_scores_gemma":[0.9358868,0.00328865,0.0207548,0.004915152,0.0003531285,0.0006972654,0.000093207,0.00006477203,0.03394637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03429286,"threshold_uncertainty_score":0.07389307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4019203102485095,"score_gpt":0.3951523632936455,"score_spread":0.00676794695486399,"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."}}