{"id":"W2748216841","doi":"10.5430/ijhe.v6n4p185","title":"Leveraging Sustainability Reporting in Higher Education Institutions—A Multidimensional Research Agenda","year":2017,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Benchmarking; Comparability; Standardization; Sustainability reporting; Higher education; Leverage (statistics); Business; Sustainability organizations; Sustainability science; Management science; Public relations; Accounting; Political science; Knowledge management; Process management; Computer science; Marketing; Corporate social responsibility; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.1887238,0.001682256,0.002100034,0.0184906,0.007241397,0.04816376,0.005028769,0.008285495,0.004826054],"category_scores_gemma":[0.138749,0.0009961866,0.001981532,0.03082152,0.01556861,0.07550943,0.02117453,0.007603383,0.001042404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01689995,"about_ca_system_score_gemma":0.05478344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0060416,"about_ca_topic_score_gemma":0.004424173,"domain_scores_codex":[0.838959,0.1187212,0.01012781,0.004932902,0.02178064,0.005478445],"domain_scores_gemma":[0.7217878,0.1683119,0.02847779,0.02194155,0.05004068,0.009440164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008380266,0.000488735,0.0265705,0.0062535,0.0001770386,0.0002098616,0.01782942,0.002630433,0.0008793696,0.5000995,0.01329324,0.4314846],"study_design_scores_gemma":[0.00003692185,0.000435429,0.02048118,0.02940256,0.000262334,0.0004940546,0.1295505,0.008898777,0.003710151,0.5072947,0.2990022,0.0004312086],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05300462,0.1285154,0.1504004,0.5803934,0.004062657,0.001668215,0.0005566148,0.0005293648,0.08086932],"genre_scores_gemma":[0.6156485,0.1095236,0.2483225,0.01533606,0.002840593,0.001632437,0.0008333921,0.0001876382,0.005675236],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1887238,"threshold_uncertainty_score":0.9980786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2231283368125623,"score_gpt":0.5422189091965781,"score_spread":0.3190905723840158,"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."}}