{"id":"W4389975579","doi":"10.21810/sfuer.v15i1.6146","title":"School Leadership Development for Sustainability in the Post-Digital Era","year":2023,"lang":"en","type":"article","venue":"SFU Educational Review","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Leadership development; Political science; Public relations; Business; Environmental planning; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.003040525,0.0003256208,0.0004139304,0.001801429,0.000947281,0.002201168,0.0006358778,0.001524263,0.003684473],"category_scores_gemma":[0.004442174,0.0001266219,0.0005808566,0.001585832,0.001201009,0.002062268,0.00112912,0.00197422,0.0008155528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002610982,"about_ca_system_score_gemma":0.01060981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004817444,"about_ca_topic_score_gemma":0.01249849,"domain_scores_codex":[0.9984498,0.0007796037,0.00009422995,0.00008654807,0.0004093169,0.0001804283],"domain_scores_gemma":[0.9964572,0.001529986,0.0004431729,0.00007657242,0.001225236,0.0002677398],"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":[0.00003574615,0.0001565823,0.001776089,0.01945123,0.000105868,0.0002353818,0.002027954,0.0004315883,0.0004184151,0.06003341,0.06269195,0.8526357],"study_design_scores_gemma":[0.00002301364,0.0001485464,0.006873243,0.01806812,0.0001000134,0.0005347568,0.00303577,0.0001441477,0.0003882031,0.009659441,0.9610059,0.00001882871],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.002031945,0.9659548,0.0008384804,0.01711481,0.001085383,0.00003117668,0.00001479184,0.0000188621,0.01290971],"genre_scores_gemma":[0.07728481,0.9114436,0.001708649,0.005279512,0.0006935414,0.00005269499,0.00003231808,0.000008998146,0.003495821],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004817444,"threshold_uncertainty_score":0.01894408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1014147173679754,"score_gpt":0.431800406041345,"score_spread":0.3303856886733695,"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."}}