{"id":"W2587802453","doi":"10.1016/j.jclepro.2017.02.017","title":"Assessing sustainability in higher education curricula: A critical reflection on validity issues","year":2017,"lang":"en","type":"article","venue":"Journal of Cleaner Production","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":194,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Sustainability; Curriculum; Conceptualization; Engineering ethics; Higher education; Computer science; Management science; Psychology; Engineering; Political science; Pedagogy; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.681393,0.001327773,0.002644673,0.006875858,0.01477649,0.01644782,0.01031189,0.00898179,0.00227796],"category_scores_gemma":[0.8477545,0.002262969,0.003198772,0.004008254,0.06283771,0.02099357,0.01823322,0.02583711,0.0004092336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03604791,"about_ca_system_score_gemma":0.06133941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02886297,"about_ca_topic_score_gemma":0.02899877,"domain_scores_codex":[0.2723081,0.4681723,0.06650109,0.02942889,0.1581686,0.005420947],"domain_scores_gemma":[0.04729569,0.8336005,0.01318285,0.02631895,0.07789694,0.001705144],"domain_codex":"methods","domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001027394,0.0006377599,0.07665507,0.007782891,0.00160887,0.0007526597,0.4420359,0.002486131,0.003711988,0.2077143,0.03550223,0.2200848],"study_design_scores_gemma":[0.000844643,0.001155929,0.07074724,0.04754939,0.001586977,0.002082284,0.2509982,0.01916628,0.01949297,0.3491624,0.23595,0.001263643],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1859696,0.0200693,0.1579265,0.582512,0.01218361,0.005376553,0.0004953845,0.0003047506,0.03516233],"genre_scores_gemma":[0.8358972,0.00225806,0.09317426,0.06157538,0.001825034,0.003118584,0.0001228387,0.0003513778,0.001677275],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.681393,"threshold_uncertainty_score":0.3928992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1766409671868872,"score_gpt":0.5271599876777118,"score_spread":0.3505190204908246,"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."}}