{"id":"W4416005568","doi":"10.5465/amproc.2025.10438symposium","title":"Transforming Teaching: Integrating Competency-Based Frameworks in Sustainability Education","year":2025,"lang":"en","type":"article","venue":"Academy of Management Proceedings","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Transformative learning; Sustainability; Experiential learning; Curriculum; Education for sustainable development; Curriculum development; Sustainable development; Sustainability science","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":[0.01937361,0.0006445288,0.0003644858,0.001519278,0.004163258,0.01164918,0.002210179,0.00412148,0.003413303],"category_scores_gemma":[0.01263045,0.0003059819,0.0006904888,0.0008430821,0.01070755,0.0102823,0.01098782,0.007952539,0.000654959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006718921,"about_ca_system_score_gemma":0.02037326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002961359,"about_ca_topic_score_gemma":0.006494503,"domain_scores_codex":[0.9880448,0.008428267,0.000282124,0.0003748194,0.001713201,0.00115685],"domain_scores_gemma":[0.9925249,0.004680816,0.0003064682,0.0003355611,0.0008095846,0.001342733],"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":[0.00001558686,0.0003366052,0.000908669,0.000404705,0.00001086973,0.000285721,0.04857912,0.001588719,0.000994727,0.683744,0.02169133,0.24144],"study_design_scores_gemma":[0.00001793095,0.0001570469,0.0006944233,0.001966975,0.0000156704,0.000367944,0.0574806,0.002974824,0.001782009,0.3468826,0.5876106,0.00004932591],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04669677,0.01824391,0.2155564,0.3429337,0.007018607,0.0006482218,0.00003871139,0.0005989893,0.3682647],"genre_scores_gemma":[0.7642583,0.01643364,0.1600037,0.02313877,0.0009458372,0.0006606434,0.00007969447,0.0002173901,0.03426198],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01937361,"threshold_uncertainty_score":0.1024587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009676562187044008,"score_gpt":0.3567445790880526,"score_spread":0.3470680169010086,"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."}}