{"id":"W4403764232","doi":"10.24908/pceea.2023.17115","title":"Innovative Assessment Strategies for Measuring Graduate Attribute Competencies","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Engineering management; Knowledge management; Medical education; Engineering; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0360162,0.001064185,0.0006142907,0.01113342,0.001265042,0.004192078,0.001782311,0.001195217,0.002436926],"category_scores_gemma":[0.05531526,0.0003173169,0.0009737539,0.005684282,0.001542258,0.00493535,0.002790972,0.001639996,0.0006855655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002760693,"about_ca_system_score_gemma":0.005613693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001869684,"about_ca_topic_score_gemma":0.006859716,"domain_scores_codex":[0.9732845,0.01591419,0.003277378,0.001151089,0.006063084,0.0003097799],"domain_scores_gemma":[0.9448699,0.02899775,0.005887933,0.002443106,0.01699538,0.0008059256],"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":[0.0001040747,0.0004152307,0.04372127,0.004222605,0.0001887732,0.0001618301,0.01489804,0.000766044,0.005492961,0.04912892,0.004909854,0.8759903],"study_design_scores_gemma":[0.0003198849,0.005067043,0.2354378,0.02383314,0.001283765,0.003745539,0.1159431,0.01578756,0.03272541,0.2009699,0.3638512,0.001035615],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.176725,0.02264606,0.6555151,0.009236739,0.0009078138,0.008983014,0.001237376,0.0006768565,0.1240721],"genre_scores_gemma":[0.2494255,0.007059612,0.7324798,0.0007948962,0.00007099835,0.004168873,0.0004634441,0.00004046575,0.005496427],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0360162,"threshold_uncertainty_score":0.1904742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04953555423208208,"score_gpt":0.318985786761507,"score_spread":0.2694502325294249,"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."}}