{"id":"W7116697994","doi":"10.30935/scimath/17625","title":"Sustainability competencies in mathematics education: insights from individual and collective modelling","year":2025,"lang":"","type":"article","venue":"European Journal of Science and Mathematics Education","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"CHIST-ERA; Agencia Estatal de Investigación; Pontificia Universidad Católica de Valparaíso; Universidad de Valparaíso; Agenția Națională pentru Cercetare și Dezvoltare","keywords":"Sustainability; Context (archaeology); Process (computing); Sustainable development; Key (lock); Teaching method; Science education","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":[0.001327254,0.0002829735,0.0002253579,0.0008489908,0.0008926382,0.002974135,0.000612156,0.0007210054,0.002557296],"category_scores_gemma":[0.00410965,0.0001870722,0.0005203193,0.0007950111,0.004137189,0.003203605,0.003453108,0.001002383,0.0002169578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001559699,"about_ca_system_score_gemma":0.001673354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004918161,"about_ca_topic_score_gemma":0.006717925,"domain_scores_codex":[0.9991319,0.0004663648,0.00003000037,0.00009213056,0.0001755704,0.0001041117],"domain_scores_gemma":[0.9982207,0.001166606,0.0001644237,0.0002148605,0.00009723323,0.0001360528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005769039,0.0003003297,0.05799406,0.0003819633,0.00006950054,0.0007581621,0.1383839,0.0277267,0.003605149,0.6767835,0.001007265,0.09293178],"study_design_scores_gemma":[0.00002414587,0.000194738,0.0774833,0.0005302815,0.00008428092,0.001035471,0.1010584,0.1165405,0.003097221,0.6431168,0.05673854,0.00009643522],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7471679,0.0006558659,0.1046698,0.003201918,0.00002728723,0.00008301908,0.00008475932,0.00006382576,0.1440456],"genre_scores_gemma":[0.9930507,0.0001744309,0.005701677,0.00002680668,0.000002478896,0.00001621048,0.00002452465,0.000009649693,0.0009935966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004918161,"threshold_uncertainty_score":0.01131648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02608348693777187,"score_gpt":0.3165952101422297,"score_spread":0.2905117232044578,"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."}}