{"id":"W7125685836","doi":"10.1017/aee.2025.10121","title":"Designing Education for Eco-Social–Cultural Change","year":2025,"lang":"en","type":"article","venue":"Australian Journal of Environmental Education","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Emily Carr University of Art and Design","funders":"","keywords":"Curriculum; Project commissioning; Class (philosophy); Work (physics); Environmental education; Teaching method; Curriculum development; Publishing","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003786285,0.0001890103,0.0001940212,0.0001070089,0.000269822,0.00005156643,0.0002734441,0.0001020358,0.001711183],"category_scores_gemma":[0.0000624735,0.0001839151,0.0001710599,0.0001786778,0.0001941336,0.0007690919,0.00005168654,0.0001773313,0.00005977046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001416803,"about_ca_system_score_gemma":0.0001571557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005052913,"about_ca_topic_score_gemma":0.000004727036,"domain_scores_codex":[0.9986538,0.0000911102,0.0005081469,0.0002507197,0.0002366619,0.0002596166],"domain_scores_gemma":[0.9992659,0.00003965598,0.0003675332,0.0001685875,0.00001531783,0.0001429818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001737361,0.004453848,0.2312144,0.0001290272,0.00008593372,9.718386e-7,0.006985569,0.00009520718,0.05829541,0.0006748109,0.1547621,0.5431289],"study_design_scores_gemma":[0.0005509345,0.0001730978,0.768523,0.0000683188,0.0001199118,0.00002736777,0.02445063,0.000006998117,0.008332456,0.002471626,0.1949733,0.0003023896],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888442,0.0002374035,0.0002820545,0.006054786,0.001465695,0.000756694,0.000009862402,0.00001059844,0.002338715],"genre_scores_gemma":[0.9856195,0.00006832953,0.005226907,0.001222672,0.0002867042,0.0001279762,0.00003574366,0.00001529444,0.007396813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5428265,"threshold_uncertainty_score":0.9992014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02459556697340794,"score_gpt":0.3208939174914359,"score_spread":0.296298350518028,"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."}}