{"id":"W4388300882","doi":"10.1007/s10668-023-04046-7","title":"Universities as sustainability champions: the performance of top Canadian institutions","year":2023,"lang":"en","type":"article","venue":"Environment Development and Sustainability","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Sustainability; Ranking (information retrieval); Work (physics); Business; Political science; Public relations; Environmental planning; Engineering; Geography; Computer science; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005593828,0.0003959677,0.0004809294,0.002704249,0.01354543,0.01216406,0.002259766,0.00249156,0.007553444],"category_scores_gemma":[0.01811081,0.0003093344,0.0004087133,0.006972599,0.003606925,0.002622708,0.004464875,0.00163405,0.0007994274],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1098845,"about_ca_system_score_gemma":0.2050079,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9826168,"about_ca_topic_score_gemma":0.9955597,"domain_scores_codex":[0.9912952,0.0009498321,0.0001527677,0.0004093929,0.002681539,0.004511198],"domain_scores_gemma":[0.9696019,0.001795248,0.002458753,0.0004890293,0.01258669,0.01306836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001516107,0.0004852559,0.6692459,0.0004760027,0.0002145035,0.0004926837,0.05698864,0.002353586,0.001726055,0.02295072,0.07454376,0.1690068],"study_design_scores_gemma":[0.00003905952,0.0001427987,0.799044,0.0002928408,0.00009130094,0.00006548197,0.1302833,0.001179467,0.0009542553,0.001119237,0.06661576,0.0001725123],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9280583,0.002075362,0.0001763407,0.01575847,0.0002023361,0.00007150511,0.001008779,0.00005855177,0.05259039],"genre_scores_gemma":[0.9898957,0.0004993897,0.00009034374,0.0004504422,0.00001533407,0.000007678536,0.0001662992,0.00001428475,0.008860521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8901155,"threshold_uncertainty_score":0.7972716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01545231237519488,"score_gpt":0.2836462090125175,"score_spread":0.2681938966373226,"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."}}