{"id":"W3012973834","doi":"10.1002/tl.20371","title":"Toward Conceptualizing Education for Sustainability in Higher Education","year":2020,"lang":"en","type":"article","venue":"New Directions for Teaching and Learning","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Sustainability; Higher education; Pedagogy; Environmental education; Psychology; Sociology; Engineering ethics; Mathematics education; Economic growth; Economics; Engineering","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","sts"],"consensus_categories":[],"category_scores_codex":[0.001376723,0.00009875281,0.0001342263,0.0001119532,0.001382184,0.0001275662,0.00008939352,0.0001003928,0.00004263459],"category_scores_gemma":[0.008430699,0.0001183901,0.00005956386,0.0002696119,0.0001008283,0.0003080177,0.00001424141,0.0004200266,9.132015e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006955594,"about_ca_system_score_gemma":0.002085543,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009640334,"about_ca_topic_score_gemma":0.000193415,"domain_scores_codex":[0.9984971,0.0005990989,0.0002107302,0.0003300743,0.0001067664,0.0002562444],"domain_scores_gemma":[0.9985453,0.0008768038,0.00009405612,0.00007893505,0.0002395664,0.0001652797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004912806,0.0002188276,0.0265472,0.000226725,0.00001025668,3.062206e-8,0.3622401,0.0003074755,0.00003322194,0.1689964,0.005455642,0.435915],"study_design_scores_gemma":[0.0001824214,0.00005782449,0.004628277,0.00002023464,0.00001675847,1.879028e-7,0.2231177,0.0001058469,0.000004160534,0.0130548,0.758696,0.0001157874],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.733124,0.001802171,0.006706438,0.225803,0.003545979,0.003665557,0.000002897244,0.0006141218,0.02473584],"genre_scores_gemma":[0.9777565,0.00001171558,0.004704384,0.0005261488,0.00139654,0.000410638,0.00002237141,0.00001713268,0.01515459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7532403,"threshold_uncertainty_score":0.9999217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05676390927742857,"score_gpt":0.3872009126011813,"score_spread":0.3304370033237527,"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."}}