{"id":"W4416685744","doi":"10.5539/ies.v18n6p120","title":"Perspectives on Art Education for Sustainable Development in Higher Education Institutions in Sichuan Province","year":2025,"lang":"","type":"article","venue":"International Education Studies","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Higher education; Curriculum; Visual arts education; Sustainable development; Leverage (statistics); Education for sustainable development; Faculty development; Curriculum development; Semi-structured interview","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001549096,0.00047413,0.0004732123,0.002673794,0.0008850208,0.0003760544,0.0007642633,0.0002709549,0.0002670135],"category_scores_gemma":[0.005954539,0.0005612364,0.0001394149,0.002380066,0.0006235577,0.001372284,0.0001720194,0.0004248047,0.0000731438],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.02128396,"about_ca_system_score_gemma":0.06810216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001726275,"about_ca_topic_score_gemma":0.002862218,"domain_scores_codex":[0.9957654,0.0003707797,0.001282535,0.00118616,0.0006841929,0.000710949],"domain_scores_gemma":[0.9891548,0.0008664117,0.0004905437,0.0004682395,0.008894218,0.0001257699],"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":[0.0001551098,0.009680433,0.02068831,0.0004725645,0.0001567044,4.923244e-7,0.07121596,0.0002595604,0.000004626731,0.8259239,0.04871269,0.02272962],"study_design_scores_gemma":[0.0003322942,0.00003789917,0.05686297,0.0007097925,0.00002822228,2.958877e-7,0.3720726,0.000005761641,0.00003000736,0.03571527,0.5339133,0.0002916467],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5116812,0.0150847,0.0001061356,0.1508259,0.04333555,0.00685877,0.0000118797,0.0001068858,0.271989],"genre_scores_gemma":[0.6984901,0.000639601,0.001215436,0.001459853,0.0008891081,0.006209295,0.0001053398,0.0000210297,0.2909702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7902086,"threshold_uncertainty_score":0.9996839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06366759705237313,"score_gpt":0.4524089877917539,"score_spread":0.3887413907393808,"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."}}