{"id":"W165118976","doi":"10.24908/pceea.v0i0.3566","title":"Engineering Graduate Attribute Development (EGAD) Project","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; University of British Columbia; Queen's University; Dalhousie University","funders":"","keywords":"Mandate; Engineering management; Quality (philosophy); Graduate students; Graduate education; Engineering education; Engineering; Science and engineering; Engineering ethics; Medical education; Political science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004313565,0.0003024975,0.0002366,0.0005320332,0.0001361923,0.00008007594,0.0004383936,0.0001812635,0.00005284037],"category_scores_gemma":[0.0003635128,0.00031017,0.00009867898,0.0009336267,0.00001046205,0.000258072,0.00003233588,0.0003602591,0.0000450207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003008985,"about_ca_system_score_gemma":0.0008585426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001306094,"about_ca_topic_score_gemma":0.0008908678,"domain_scores_codex":[0.9983253,0.000003684672,0.0004817473,0.0002315939,0.0004147182,0.0005428982],"domain_scores_gemma":[0.9989413,0.00002337759,0.0001601483,0.0001500668,0.000458793,0.0002663124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0000118294,0.0008059895,0.2215592,0.00580905,0.002454035,0.000002234175,0.06377869,0.0445517,0.01462667,0.02597194,0.6070352,0.01339342],"study_design_scores_gemma":[0.0004808494,0.00002280389,0.6284589,0.0007194298,0.0001193505,0.00002371251,0.0009947285,0.01532759,0.05498701,0.00005660431,0.2971207,0.001688379],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9638169,0.0003842579,0.0006163189,0.0007831795,0.01143565,0.001563605,0.00004142703,0.001542272,0.01981641],"genre_scores_gemma":[0.987301,0.00002231736,0.01042944,0.00007811574,0.0001532301,0.0002363952,0.00001814983,0.00009187224,0.001669479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4068996,"threshold_uncertainty_score":0.999935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02261954237807678,"score_gpt":0.1939988077007492,"score_spread":0.1713792653226724,"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."}}