{"id":"W4407421531","doi":"10.1007/s10649-025-10389-x","title":"Mathematics education for sustainable futures: a strengths-based survey of the field to invite further research action","year":2025,"lang":"en","type":"article","venue":"Educational Studies in Mathematics","topic":"Educational Theory and Curriculum Studies","field":"Social Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Futures contract; Mathematics education; Action research; Action (physics); Field (mathematics); Sociology; Pedagogy; Psychology; Mathematics; Physics; Economics; Pure mathematics","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":[0.06775524,0.0003117497,0.00143629,0.007199975,0.002392425,0.007552654,0.00159159,0.00192088,0.006216671],"category_scores_gemma":[0.1891218,0.0008844754,0.0007621515,0.008436938,0.002567651,0.01374118,0.007530922,0.003588271,0.001330653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005704198,"about_ca_system_score_gemma":0.01776766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004904456,"about_ca_topic_score_gemma":0.008233637,"domain_scores_codex":[0.9627218,0.0189712,0.004621916,0.001785865,0.009867379,0.002031739],"domain_scores_gemma":[0.8585346,0.07915012,0.01612317,0.003953884,0.03527641,0.00696182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002654761,0.0002822613,0.1635225,0.02172296,0.0003875867,0.0006717609,0.3437381,0.0002158692,0.001033359,0.02129329,0.1002704,0.3465964],"study_design_scores_gemma":[0.00003055674,0.0002833084,0.1373011,0.01815535,0.0001046333,0.0006570053,0.5458011,0.000210264,0.0002114596,0.002742771,0.294409,0.00009345889],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.728909,0.08877479,0.007545419,0.1270665,0.002865072,0.001964307,0.00532956,0.0001390235,0.03740627],"genre_scores_gemma":[0.9021945,0.05581037,0.006595517,0.02479486,0.0004451653,0.00377099,0.001957598,0.0001648224,0.004266207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06775524,"threshold_uncertainty_score":0.3583282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1394334479461353,"score_gpt":0.533653426210421,"score_spread":0.3942199782642857,"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."}}