{"id":"W7077873687","doi":"10.69127/synapsis.2025.01.02","title":"Educational Approaches for Environmental Sustainability","year":2025,"lang":"en","type":"article","venue":"UNICA IRIS Institutional Research Information System (University of Cagliari)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Environmental education; Curriculum; Action (physics); Sustainable development; Consumption (sociology); Sustainable consumption; Education for sustainable development","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001489241,0.00007458576,0.0001236024,0.0003180614,0.000809563,0.00005509059,0.0009188872,0.0001046969,0.00002536284],"category_scores_gemma":[0.000549047,0.00008572246,0.00008175652,0.0004509913,0.0004743831,0.001267041,0.0004570593,0.0001611234,0.00002325997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007443466,"about_ca_system_score_gemma":0.00142124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004939573,"about_ca_topic_score_gemma":0.000003428242,"domain_scores_codex":[0.9988086,0.00009749344,0.0002136385,0.000180989,0.0004743087,0.0002249867],"domain_scores_gemma":[0.9984777,0.0002840415,0.0001040102,0.0003940213,0.0006673943,0.00007282372],"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":[0.00003781033,0.00004507046,0.0004431749,0.0004296405,0.00002445379,5.297709e-7,0.0005295834,0.002136041,0.00001418032,0.9862445,0.00383889,0.006256107],"study_design_scores_gemma":[0.0009304289,0.00004537719,0.009612476,0.00009876465,0.000007758954,0.00001002842,0.01199866,0.160652,0.0001464528,0.01483331,0.8015097,0.0001550215],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003864783,0.00003386968,0.7805499,0.01465068,0.0001243715,0.0006444178,0.0000556134,0.00004528103,0.2000311],"genre_scores_gemma":[0.9870576,0.000003910377,0.008267273,0.00002224924,0.00001368208,0.000008055834,0.00008099387,4.385265e-7,0.004545834],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9831928,"threshold_uncertainty_score":0.6226586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04568593232803523,"score_gpt":0.2697448284754081,"score_spread":0.2240588961473729,"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."}}