{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005332161,0.0002271784,0.000228126,0.0003832124,0.000118715,0.0001219757,0.00031107,0.0001440265,0.00002373902],"category_scores_gemma":[0.0004022655,0.000229798,0.00009257727,0.0009669557,0.000009817332,0.000265665,0.00003117694,0.0003117333,0.000008837459],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01154001,"about_ca_system_score_gemma":0.002676277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002317819,"about_ca_topic_score_gemma":0.0005883558,"domain_scores_codex":[0.9985394,0.000006810964,0.0003852491,0.0002156513,0.0004006448,0.0004522354],"domain_scores_gemma":[0.998593,0.00003964227,0.0001679157,0.0001417188,0.0009134109,0.0001443244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003205483,0.0001868276,0.7180625,0.005526316,0.0006653179,2.820415e-7,0.005263773,0.1372379,0.009214221,0.06579528,0.05544972,0.002594596],"study_design_scores_gemma":[0.0004938041,0.00002329523,0.804285,0.0006850821,0.0001023506,0.00001408644,0.002772404,0.1070553,0.006843586,0.0006768568,0.07571032,0.001337828],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912309,0.00007021605,0.0003174506,0.001756711,0.003294448,0.0009120097,0.00001452303,0.0002654227,0.002138299],"genre_scores_gemma":[0.9920535,0.00001122942,0.006780258,0.00007849155,0.0001013996,0.00009448254,0.00001276889,0.00005274916,0.0008150864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08622251,"threshold_uncertainty_score":0.9922545,"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."}}