{"id":"W3132284782","doi":"10.1080/14767724.2021.1882957","title":"Using the SDGs for global citizenship education: definitions, challenges, and opportunities","year":2021,"lang":"en","type":"article","venue":"Globalisation Societies and Education","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Global citizenship education; Sustainable development; Curriculum; Mainstreaming; Education for sustainable development; Citizenship; Global citizenship; Perspective (graphical); Political science; Engineering ethics; Global education; Global challenges; Sociology; Pedagogy; Citizenship education; Special education; Computer science; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004174275,0.0001132753,0.0001074879,0.00001494579,0.001232524,0.0002954324,0.00007724014,0.0001110845,0.00003906731],"category_scores_gemma":[0.0003896533,0.0001011768,0.000056261,0.0001223605,0.0003395804,0.0002187072,0.00002645406,0.00004968626,0.000001543669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002427566,"about_ca_system_score_gemma":0.001994764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004443127,"about_ca_topic_score_gemma":0.0002498947,"domain_scores_codex":[0.9989682,0.0002075216,0.0001888768,0.0002253716,0.0002067241,0.0002032781],"domain_scores_gemma":[0.9985561,0.0001075671,0.0001131483,0.0001287999,0.0009540204,0.0001403944],"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":[0.000002652556,0.00005286782,0.0001172499,0.00003948693,0.00001758176,3.904537e-8,0.03474196,6.829033e-7,0.00000672534,0.8456215,0.0540443,0.065355],"study_design_scores_gemma":[0.0001091942,0.000005321958,0.002805858,0.00003544204,0.00005211121,0.00001608205,0.4411296,0.00001386015,0.000005321808,0.09861308,0.4570918,0.0001222872],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3478005,0.1261554,0.0002858615,0.3486787,0.007020912,0.00128072,0.0001391301,0.0001626976,0.1684761],"genre_scores_gemma":[0.877536,0.08903868,0.008175455,0.01554652,0.001806671,0.0002969443,0.0003883641,0.00001539493,0.007195975],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7470084,"threshold_uncertainty_score":0.9479701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3126238252821812,"score_gpt":0.3971476083040836,"score_spread":0.08452378302190239,"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."}}