{"id":"W2046597254","doi":"10.1057/hep.2011.17","title":"An Integrated Decision-Making Framework for Sustainability Assessment: A Case Study of Memorial University","year":2011,"lang":"en","type":"article","venue":"Higher Education Policy","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland; BC Hydro (Canada)","funders":"","keywords":"Sustainability; Outreach; Leverage (statistics); Higher education policy; Sustainability science; Higher education; Political science; Business; Engineering management; Sustainability organizations; Engineering; Economic growth; Computer science; Economics; Education policy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001115186,0.0001549799,0.000218189,0.0004311228,0.0006742468,0.00006069743,0.0004614152,0.0001947764,0.0005707387],"category_scores_gemma":[0.001558638,0.0001723544,0.00007757628,0.00149673,0.0002730388,0.0005370167,0.0000389301,0.0001767792,0.000001681694],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002585842,"about_ca_system_score_gemma":0.008971642,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1100915,"about_ca_topic_score_gemma":0.002395344,"domain_scores_codex":[0.9977469,0.0008117292,0.0003551127,0.0004215266,0.0003127396,0.0003519889],"domain_scores_gemma":[0.9958286,0.0009510658,0.0002889221,0.0006819056,0.002049972,0.0001995611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001770067,0.006580618,0.1244676,0.00004869188,0.00003457868,0.000009285024,0.2594232,0.00002250522,6.607851e-7,0.5975006,0.0004079806,0.01132726],"study_design_scores_gemma":[0.0003194319,0.0003085468,0.1035901,0.00001906537,0.00006199519,0.000003323968,0.6141301,0.000005420529,0.000002212191,0.26739,0.01399475,0.0001751081],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896058,0.000008848422,0.003685322,0.000984167,0.001836476,0.001910829,0.000008632918,0.00009729368,0.001862579],"genre_scores_gemma":[0.9796922,0.000001391995,0.0186165,0.0000869176,0.001043289,0.00008398529,0.000006080264,0.00001779944,0.0004518739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3547069,"threshold_uncertainty_score":0.9966466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04195728110346177,"score_gpt":0.4493285161454789,"score_spread":0.4073712350420171,"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."}}