{"id":"W2299739039","doi":"10.1108/ijshe-05-2014-0078","title":"The comprehensiveness of competing higher education sustainability assessments","year":2016,"lang":"en","type":"article","venue":"International Journal of Sustainability in Higher Education","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Dalhousie University; Ball State University; University of Florida","keywords":"Sustainability; Higher education; Originality; Sustainability organizations; Metric (unit); Proxy (statistics); Sustainability reporting; Business; Environmental economics; Environmental resource management; Computer science; Economics; Marketing; Sociology; Economic growth; Social science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1367774,0.0007666452,0.001180659,0.01685234,0.003391857,0.01296906,0.002286852,0.001315387,0.003130013],"category_scores_gemma":[0.2895227,0.0004682673,0.001374898,0.01271416,0.005475059,0.01137083,0.01477247,0.00298455,0.0003531262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008872831,"about_ca_system_score_gemma":0.01495419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00782982,"about_ca_topic_score_gemma":0.01204283,"domain_scores_codex":[0.8527577,0.04581307,0.0138096,0.005929525,0.07706988,0.004620177],"domain_scores_gemma":[0.6314364,0.178764,0.03967086,0.0259117,0.1147865,0.009430553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000427664,0.0003817543,0.3057674,0.002607251,0.0007391658,0.00041554,0.02423338,0.02269621,0.002562034,0.1684186,0.005949248,0.4658017],"study_design_scores_gemma":[0.00007023523,0.001622358,0.4424421,0.007549621,0.0005340894,0.0007708819,0.08051772,0.04930811,0.008569579,0.3178619,0.08988297,0.0008704551],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6751816,0.003895963,0.1521767,0.007017178,0.0004083148,0.00151742,0.001919575,0.0005414551,0.1573418],"genre_scores_gemma":[0.9737644,0.0003995712,0.02352559,0.0002357634,0.0000441147,0.0002265901,0.0004380564,0.00004916987,0.001316705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1367774,"threshold_uncertainty_score":0.7233568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03247531668665349,"score_gpt":0.4228741893281298,"score_spread":0.3903988726414763,"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."}}