{"id":"W1560481081","doi":"10.1108/ijshe-04-2014-0059","title":"How an entry-level, interdisciplinary sustainability course revealed the benefits and challenges of a university-wide initiative for sustainability education","year":2015,"lang":"en","type":"article","venue":"International Journal of Sustainability in Higher Education","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia Hospital; BC Research (Canada)","funders":"","keywords":"Sustainability; Curriculum; Originality; Engineering ethics; Curriculum development; Higher education; Sustainability science; Sustainability organizations; Medical education; Pedagogy; Sociology; Engineering; Political science; Medicine; Qualitative research; Social science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007368933,0.0002954197,0.0004746482,0.000629236,0.0002990624,0.000208919,0.001186682,0.0002720866,0.0000186023],"category_scores_gemma":[0.01362386,0.000276597,0.0001923836,0.0006859284,0.001262248,0.002350039,0.00025868,0.0004307426,1.8207e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01163699,"about_ca_system_score_gemma":0.02655248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001261987,"about_ca_topic_score_gemma":0.0009443989,"domain_scores_codex":[0.9947696,0.002292281,0.0009278785,0.0005309875,0.0009992137,0.0004800277],"domain_scores_gemma":[0.9659625,0.002349759,0.0009501829,0.0005840854,0.02975854,0.0003949605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.002475533,0.006623034,0.303826,0.0008640758,0.0001611856,0.00000713718,0.1804316,0.0003753183,0.000002163883,0.4074944,0.001583739,0.09615579],"study_design_scores_gemma":[0.0006407434,0.0002919259,0.2284729,0.00006863929,0.00006144428,0.000006842257,0.4734187,0.000007379347,0.000008952855,0.2758882,0.02096724,0.0001669568],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6511019,0.002114213,0.0001037742,0.3420196,0.00224647,0.001982469,0.00002030056,0.00001987568,0.0003912921],"genre_scores_gemma":[0.9970494,0.0003172879,0.0004717691,0.0001774178,0.0009060892,0.0001204682,0.00002441888,0.00002310904,0.0009100356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3459474,"threshold_uncertainty_score":0.9999686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08301407889472445,"score_gpt":0.3862951380649991,"score_spread":0.3032810591702746,"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."}}