{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002792077,0.0006216108,0.0002839215,0.001690753,0.002968889,0.006032056,0.001154572,0.003428615,0.01574121],"category_scores_gemma":[0.003083849,0.0001715823,0.0003690077,0.001248098,0.01189399,0.00411597,0.005782829,0.004411187,0.002463603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00701072,"about_ca_system_score_gemma":0.005416735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00420403,"about_ca_topic_score_gemma":0.007123924,"domain_scores_codex":[0.997636,0.001412665,0.00006080852,0.0002444328,0.0004364643,0.0002096647],"domain_scores_gemma":[0.9988186,0.000553851,0.00009881359,0.0001501422,0.0001645949,0.0002139783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003818402,0.00003523551,0.0001372284,0.0001210363,0.000004611841,0.00004368784,0.003011033,0.0002698218,0.00009138001,0.9547337,0.011876,0.02967247],"study_design_scores_gemma":[0.000008679758,0.00001747147,0.0003201731,0.0004063207,0.000004137547,0.00007256337,0.002713786,0.0002225304,0.0001080361,0.3680933,0.6280268,0.000006166956],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004227899,0.01980666,0.02685041,0.08615179,0.00123154,0.0001052633,0.00006562492,0.0001457741,0.861415],"genre_scores_gemma":[0.6389472,0.04965277,0.05768267,0.03160607,0.001947484,0.0007686024,0.0002232788,0.0002387782,0.2189332],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01574121,"threshold_uncertainty_score":0.05265957,"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."}}