{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004311494,0.0001062499,0.0001483585,0.0001041009,0.0004164871,0.0001301443,0.0004733441,0.00005285086,0.0003890119],"category_scores_gemma":[0.02368774,0.00008741492,0.0000873,0.001293605,0.0001753114,0.0003138192,0.00002373714,0.0001451697,0.0002732009],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001424615,"about_ca_system_score_gemma":0.01035685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001968953,"about_ca_topic_score_gemma":0.0002368972,"domain_scores_codex":[0.9981322,0.0003214051,0.0003705117,0.0002751853,0.0004746114,0.0004260335],"domain_scores_gemma":[0.9966168,0.00195144,0.00008786812,0.0002895442,0.0009509602,0.000103386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002492455,0.0009977975,0.141779,0.01053965,0.00003369505,0.000001250657,0.1009959,0.00001207157,7.392624e-7,0.329515,0.2694931,0.1466068],"study_design_scores_gemma":[0.00005730646,0.0000102731,0.2155808,0.0002205287,0.000008152036,5.563037e-7,0.05459246,4.645129e-7,4.090531e-7,0.04129888,0.6881142,0.0001160138],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08289854,0.01012891,0.000008486836,0.8968611,0.0006164394,0.004538482,0.000008763988,0.00007116342,0.004868091],"genre_scores_gemma":[0.9693144,0.001598618,0.0005266799,0.009438856,0.0008913968,0.005491131,0.0004118007,0.00002216392,0.01230496],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8874223,"threshold_uncertainty_score":0.9952535,"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."}}