{"id":"W2912919941","doi":"","title":"Mapping sustainability assessment and reporting in the UK tertiary education : A whole-institution perspective on sustainability assessment and reporting tools","year":2017,"lang":"en","type":"article","venue":"Radar (Oxford Brookes University)","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Durham University; University of Leeds; University of Oxford; Trent University; Loughborough University; University of Nottingham; University College London; University of Cambridge; University of Bristol; Kingston University; Nottingham Trent University","keywords":"Sustainability; Sustainability reporting; Perspective (graphical); Institution; Accounting; Higher education; Sustainability organizations; Sustainability science; Business; Environmental resource management; Political science; Computer science; Economics","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":[0.01828295,0.0006193361,0.000617929,0.01258706,0.003318481,0.01507134,0.001773725,0.001905071,0.01244144],"category_scores_gemma":[0.03664399,0.0005246951,0.0007393408,0.02386643,0.004778198,0.01431318,0.01136425,0.001779464,0.002026482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01293646,"about_ca_system_score_gemma":0.01086002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04137857,"about_ca_topic_score_gemma":0.04574984,"domain_scores_codex":[0.9814442,0.008787428,0.002745726,0.00112786,0.004593719,0.001301116],"domain_scores_gemma":[0.9524891,0.02283971,0.005542414,0.004829645,0.01240123,0.001897892],"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":[0.0001659718,0.0001424243,0.04130226,0.006140314,0.00007405283,0.00170764,0.07891318,0.004682048,0.003516679,0.07170649,0.04466451,0.7469844],"study_design_scores_gemma":[0.00002659869,0.000434718,0.1395626,0.009346461,0.00008618434,0.001527642,0.1814255,0.004752306,0.006775146,0.02312384,0.6325819,0.0003571751],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4723451,0.03369778,0.1479421,0.04654513,0.00129543,0.002295553,0.009886581,0.002592187,0.2834002],"genre_scores_gemma":[0.8562748,0.01688037,0.09405109,0.001788113,0.0001487837,0.0007871853,0.003004305,0.0003439076,0.02672142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04137857,"threshold_uncertainty_score":0.09669065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04613576488229552,"score_gpt":0.3934726024296821,"score_spread":0.3473368375473866,"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."}}