{"id":"W2408667447","doi":"10.1108/jea-08-2015-0068","title":"Characteristics of effective leadership networks","year":2016,"lang":"en","type":"article","venue":"Journal of Educational Administration","topic":"Community Health and Development","field":"Health Professions","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Originality; Leadership development; Value (mathematics); Educational leadership; Test (biology); Psychology; Public relations; Knowledge management; Sociology; Computer science; Political science; Social psychology; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001882499,0.0001392274,0.0001570047,0.001530895,0.001240314,0.001373393,0.0004446204,0.0002734999,0.008804631],"category_scores_gemma":[0.02010627,0.0001271696,0.0001429661,0.001264708,0.0009762839,0.001209047,0.001221975,0.0003362701,0.0006036119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001548117,"about_ca_system_score_gemma":0.001841632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004294365,"about_ca_topic_score_gemma":0.008858606,"domain_scores_codex":[0.997878,0.0007028105,0.0001526601,0.0002170969,0.0006617694,0.0003877494],"domain_scores_gemma":[0.9779258,0.007046576,0.007552162,0.001166321,0.003114518,0.003194734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000966611,0.0001213278,0.9171296,0.0001482993,0.00006326917,0.0002643751,0.007674715,0.001023342,0.0006407173,0.009952379,0.002863246,0.06002212],"study_design_scores_gemma":[0.00002879694,0.0001694456,0.9390501,0.0001236422,0.00004645793,0.0008991958,0.01943592,0.001973497,0.0004052779,0.009858162,0.02798283,0.00002656729],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9562781,0.0003782282,0.004915121,0.00115009,0.00003518708,0.0001073894,0.0004312564,0.00003105676,0.03667358],"genre_scores_gemma":[0.99837,0.00008000437,0.000564784,0.00002947586,0.000009014596,0.00002718043,0.0001209505,0.000004288106,0.0007943053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008804631,"threshold_uncertainty_score":0.02945441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1093841798936172,"score_gpt":0.4432084356024422,"score_spread":0.3338242557088251,"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."}}