{"id":"W4415655738","doi":"10.1080/03057925.2025.2571462","title":"Charting the path after 2030: what should higher education’s role be in the future of the sustainable development agenda?","year":2025,"lang":"en","type":"article","venue":"Compare A Journal of Comparative and International Education","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Sustainable development; Hegemony; Indigenous; Plural; Value (mathematics); Sustainability; Diversity (politics)","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":[0.01512818,0.0004725854,0.0005392337,0.001133853,0.009794729,0.02297057,0.001236441,0.009152431,0.00557919],"category_scores_gemma":[0.01369214,0.000194778,0.0005740845,0.001563452,0.01959967,0.0255149,0.007533838,0.01010751,0.0009012385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01154641,"about_ca_system_score_gemma":0.02174324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006789825,"about_ca_topic_score_gemma":0.01187295,"domain_scores_codex":[0.9933976,0.003342824,0.0001513251,0.0004751849,0.0008775518,0.001755494],"domain_scores_gemma":[0.9913473,0.004270812,0.0005385172,0.0004797434,0.001614126,0.001749522],"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":[0.00004938704,0.00005798409,0.001941245,0.0002418971,0.0000122725,0.0002001776,0.03042604,0.0004725581,0.0004558875,0.8966479,0.03214762,0.03734707],"study_design_scores_gemma":[0.000006840725,0.00006021592,0.001458147,0.0006475887,0.00001089842,0.0001043108,0.06538568,0.0005462855,0.0007107716,0.5410255,0.3899691,0.00007453708],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03226947,0.01372514,0.007634986,0.8691061,0.00487554,0.00004225477,0.00007298991,0.00008819399,0.07218526],"genre_scores_gemma":[0.8883122,0.01264209,0.008075514,0.07358331,0.001438987,0.00007207648,0.00006822242,0.0001105774,0.01569703],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02297057,"threshold_uncertainty_score":0.0837754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05234730619755257,"score_gpt":0.410432515315021,"score_spread":0.3580852091174684,"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."}}