{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002467171,0.0001507227,0.0001582956,0.0002202743,0.002127588,0.00004623329,0.0003086588,0.0001134023,0.0002004865],"category_scores_gemma":[0.0006467013,0.0001348638,0.00004587542,0.0006431381,0.001767968,0.0003182732,0.0001497679,0.0001595826,0.00001944274],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.00661501,"about_ca_system_score_gemma":0.01191432,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05995289,"about_ca_topic_score_gemma":0.01159249,"domain_scores_codex":[0.9980169,0.0003124543,0.0003037933,0.0003368458,0.0004223995,0.0006076329],"domain_scores_gemma":[0.9987533,0.0002823786,0.00007527302,0.000399945,0.0002534554,0.0002356349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002942757,0.0001180884,0.6541286,0.0002689633,0.0000339475,0.000007480302,0.2393157,0.001107523,0.000001003508,0.09185367,0.0003356186,0.01279994],"study_design_scores_gemma":[0.00008137399,0.00002192811,0.3526837,0.000004032494,0.000007901494,3.346291e-7,0.2872848,0.00001872586,0.0000374776,0.005047061,0.3546901,0.0001225985],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9736302,0.00006989203,0.00001260254,0.02233946,0.0001343204,0.001058346,0.000003298126,0.00006467327,0.002687159],"genre_scores_gemma":[0.9934382,0.0001460234,0.00005744916,0.00007460194,0.00003487168,0.0001253647,0.00001860338,0.000006626548,0.006098238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3543545,"threshold_uncertainty_score":0.9991715,"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."}}