{"id":"W4410602554","doi":"10.1007/978-981-97-8101-0_72-1","title":"Transformative’ Teacher Education for Environmental Sustainability","year":2025,"lang":"en","type":"book-chapter","venue":"Springer international handbooks of education","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Transformative learning; Sustainability; Environmental education; Pedagogy; Sociology; Political science; Environmental ethics; Ecology; Philosophy; Biology","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":[0.0006308745,0.0002937157,0.0001413509,0.0003533731,0.0009948011,0.002292185,0.0005872065,0.001112291,0.0200594],"category_scores_gemma":[0.0009420114,0.0001572444,0.0002133405,0.0004207392,0.003007373,0.002461679,0.001923778,0.002680907,0.002309144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001984124,"about_ca_system_score_gemma":0.00201855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002061555,"about_ca_topic_score_gemma":0.006460539,"domain_scores_codex":[0.9995571,0.0001726086,0.00001025965,0.00004016007,0.0001597961,0.0000600853],"domain_scores_gemma":[0.9997633,0.0001173029,0.00002002526,0.00003873281,0.00003429274,0.00002632155],"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":[0.000007619039,0.0000544711,0.0001062659,0.0001459269,0.000002703154,0.00008405698,0.006003988,0.0004106211,0.0005333327,0.8327315,0.05875865,0.1011607],"study_design_scores_gemma":[0.000003969023,0.000008945746,0.0003297525,0.0001524416,0.000001172482,0.0001252665,0.001418978,0.0002215861,0.0004364705,0.08274803,0.9145502,0.000003207482],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005172084,0.006032954,0.01083503,0.009223688,0.000996089,0.00002553711,0.0000208849,0.0001537502,0.96754],"genre_scores_gemma":[0.2466308,0.008787236,0.01123755,0.002341283,0.0004514505,0.00006074036,0.00009192851,0.0001607405,0.7302384],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0200594,"threshold_uncertainty_score":0.06710541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006883627349204097,"score_gpt":0.2692860121581387,"score_spread":0.2624023848089346,"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."}}