{"id":"W1975084721","doi":"10.1007/s10668-014-9598-6","title":"An analysis of Canadian STARS-rated higher education sustainability policies","year":2014,"lang":"en","type":"article","venue":"Environment Development and Sustainability","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":52,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Sustainability; Outreach; Sustainability organizations; Higher education; Sustainability science; Social sustainability; Political science; Administration (probate law); Business; Sustainable development; Public relations; Public administration","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":[0.003999556,0.0002297719,0.0003596706,0.003553056,0.003658936,0.003885006,0.001048576,0.0007456576,0.002996739],"category_scores_gemma":[0.01807421,0.0002172646,0.0004604255,0.007297701,0.001040571,0.0007651136,0.00115466,0.001307771,0.0001918796],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1423896,"about_ca_system_score_gemma":0.1465952,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.989364,"about_ca_topic_score_gemma":0.9950472,"domain_scores_codex":[0.9932922,0.0005863297,0.000194928,0.0002752571,0.00336712,0.002284232],"domain_scores_gemma":[0.9734633,0.00332334,0.002471702,0.0004758094,0.01579831,0.00446749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009851372,0.000420257,0.822554,0.0004300779,0.0002810275,0.0002639291,0.0087464,0.008232634,0.0009765857,0.04656048,0.04764718,0.06290221],"study_design_scores_gemma":[0.00001584596,0.00005349547,0.9581872,0.00007552615,0.00004419452,0.00001426043,0.007434396,0.001209364,0.0003045411,0.0003538684,0.03227181,0.00003538223],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9366329,0.001135339,0.0002775477,0.004212657,0.00004919326,0.0001273513,0.005030419,0.00003417385,0.0525004],"genre_scores_gemma":[0.9919958,0.0004159237,0.0001752823,0.0003106967,0.000008699397,0.00002641982,0.001442576,0.000008216661,0.005616373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8576104,"threshold_uncertainty_score":0.9947065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01153558593423464,"score_gpt":0.2897394229516703,"score_spread":0.2782038370174357,"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."}}