{"id":"W2001990134","doi":"10.1016/j.jclepro.2009.02.019","title":"Choosing an appropriate university or college environmental management system","year":2009,"lang":"en","type":"article","venue":"Journal of Cleaner Production","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":153,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sierra Wireless (Canada); McGill University","funders":"Council for Research in the Social Sciences, Columbia University; University of British Columbia; University of Hong Kong","keywords":"Audit; Certification; Sustainability; Checklist; Higher education; Business; Engineering management; Political science; Accounting; Engineering; Management; Economics; Psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001165787,0.00006176289,0.0001016422,0.0001381333,0.0003617098,0.00003121183,0.0001606761,0.00004595727,0.00003409087],"category_scores_gemma":[0.00004184451,0.00005623296,0.0000426205,0.0001953751,0.00007583763,0.0007545787,0.000008955519,0.0001105194,0.000004495766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001483626,"about_ca_system_score_gemma":0.00009696359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003332971,"about_ca_topic_score_gemma":0.00001488443,"domain_scores_codex":[0.9988186,0.0003069271,0.0002031699,0.0001404849,0.0003859249,0.000144941],"domain_scores_gemma":[0.9994185,0.00001132539,0.0002599171,0.0001377174,0.00008231869,0.00009025288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.005918816,0.006325376,0.02274718,0.0005723272,0.0004305982,0.0007175398,0.2024689,0.01800592,0.004897941,0.05665337,0.01763328,0.6636288],"study_design_scores_gemma":[0.0007119669,0.0005272708,0.08979461,0.00009133013,0.0001671918,0.0001114245,0.6361883,0.00003963296,0.0006269847,0.001419896,0.2700707,0.000250675],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924949,0.00002212073,0.000144925,0.003840829,0.001192517,0.0002739133,7.398394e-7,0.00002939474,0.002000669],"genre_scores_gemma":[0.993529,0.00004418823,0.001343521,0.0000222459,0.001060207,2.350741e-7,8.032227e-7,0.000004189237,0.003995616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6633781,"threshold_uncertainty_score":0.3879631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01384744345325338,"score_gpt":0.2761705519775861,"score_spread":0.2623231085243327,"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."}}