{"id":"W4404531709","doi":"10.1080/03057925.2024.2429819","title":"Sustainability as an emerging mandate in higher education","year":2024,"lang":"en","type":"article","venue":"Compare A Journal of Comparative and International Education","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Christian Studies; University of Toronto","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Mandate; Sustainability; Environmental planning; Business; Political science; Environmental science; Law","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02212298,0.0002053884,0.0003577977,0.001434139,0.009205629,0.01289707,0.0009802291,0.004810743,0.00240046],"category_scores_gemma":[0.02187094,0.0002829679,0.0002300461,0.002429406,0.05679153,0.01177976,0.01299673,0.005995599,0.0002257282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009855043,"about_ca_system_score_gemma":0.0138176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003830176,"about_ca_topic_score_gemma":0.004800338,"domain_scores_codex":[0.9770778,0.01556488,0.0008885756,0.001661082,0.003067129,0.001740364],"domain_scores_gemma":[0.9793665,0.01413693,0.001796395,0.001372841,0.001781685,0.001545611],"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":[0.00001143226,0.00001915086,0.00220227,0.00006616084,0.000003652479,0.0000560146,0.0277269,0.0002568107,0.0001918463,0.9583954,0.001010047,0.01006026],"study_design_scores_gemma":[0.0000159499,0.00008048469,0.008084787,0.000671925,0.000008530857,0.0001277479,0.07393143,0.0005819412,0.0006833367,0.7576284,0.1581365,0.0000489809],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.452974,0.0092033,0.02224062,0.2278196,0.0007941294,0.00007239338,0.00006576993,0.0001055782,0.2867247],"genre_scores_gemma":[0.9958872,0.0003315039,0.0007611498,0.001842739,0.00005831771,0.00001409704,0.000006977928,0.000009467049,0.001088568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02212298,"threshold_uncertainty_score":0.1169989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09977784444638618,"score_gpt":0.5012004108012206,"score_spread":0.4014225663548344,"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."}}