{"id":"W3002293134","doi":"10.24908/pceea.vi0.13804","title":"DEVELOPING GRADUATE ATTRIBUTES USING A SUSTAINABILITY ASSESSMENT PROJECT","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; Western University","funders":"University of Ottawa","keywords":"Rubric; Accreditation; Sustainability; Competence (human resources); Multidisciplinary approach; Medical education; Graduate students; Psychology; Engineering management; Computer science; Engineering; Pedagogy; Sociology; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0157312,0.0005932203,0.0004470384,0.002672241,0.002361494,0.00212532,0.001074316,0.0006331336,0.002458197],"category_scores_gemma":[0.0202875,0.000402795,0.0004318266,0.001960485,0.0007054597,0.001340525,0.004141543,0.001548792,0.0008337462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002547314,"about_ca_system_score_gemma":0.01009644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003127874,"about_ca_topic_score_gemma":0.008333338,"domain_scores_codex":[0.9937513,0.002512876,0.0004417019,0.0006524583,0.002123543,0.0005179679],"domain_scores_gemma":[0.9782593,0.003059638,0.001138599,0.001919692,0.0128133,0.002809377],"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":[0.0002015129,0.004389033,0.1347844,0.0002536937,0.0000255116,0.0002584256,0.03974617,0.001720087,0.01915732,0.008983409,0.01717432,0.7733062],"study_design_scores_gemma":[0.0002589295,0.01026052,0.4717292,0.0006536715,0.0001044117,0.001140827,0.07519101,0.01484644,0.07922956,0.01685336,0.3294236,0.0003084303],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8763382,0.0001113347,0.06774498,0.001243152,0.000099686,0.005838586,0.0005641783,0.0006351884,0.04742461],"genre_scores_gemma":[0.583315,0.0002883407,0.3883483,0.0003402788,0.00003375121,0.006313144,0.001545734,0.0001466133,0.01966893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0157312,"threshold_uncertainty_score":0.08319551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01656816211141234,"score_gpt":0.2567474963836883,"score_spread":0.2401793342722759,"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."}}