{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0123728,0.0006170898,0.000406595,0.001746864,0.002610984,0.004594489,0.002897891,0.001078413,0.01261358],"category_scores_gemma":[0.0112156,0.0003231224,0.0004497536,0.001564338,0.001381753,0.001665129,0.004839178,0.002000656,0.00848005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009047044,"about_ca_system_score_gemma":0.06235182,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1519077,"about_ca_topic_score_gemma":0.1374617,"domain_scores_codex":[0.9913078,0.001276164,0.000170063,0.0007044802,0.005623767,0.0009177719],"domain_scores_gemma":[0.9771084,0.000690949,0.0002823891,0.001400632,0.01359553,0.006922183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004050392,0.0009763927,0.01123653,0.0002374948,0.00002309474,0.0001146999,0.002042949,0.001700112,0.006484491,0.04815408,0.3782257,0.5503994],"study_design_scores_gemma":[0.00007275615,0.0001865578,0.004653588,0.00008043525,0.00001106318,0.00007436518,0.0007463617,0.001212856,0.00349955,0.002690982,0.9867398,0.00003176399],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08256365,0.003587936,0.2056116,0.02998107,0.003117149,0.006238363,0.03122514,0.02403261,0.6136425],"genre_scores_gemma":[0.1599395,0.003826834,0.4095107,0.006078847,0.0003904521,0.002985405,0.05590218,0.003657313,0.3577089],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8480923,"threshold_uncertainty_score":0.302047,"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."}}