{"id":"W2172141735","doi":"10.24908/pceea.v0i0.3143","title":"Engineering Graduate Attributes - Investigation","year":2010,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Accreditation; Process (computing); Context (archaeology); Curriculum; Meaning (existential); Engineering design process; Work in process; Component (thermodynamics); Work (physics); Element (criminal law); Engineering education; Engineering management; Engineering; Computer science; Engineering ethics; Psychology; Pedagogy; Medical education; Political science; Mechanical engineering; Operations management; Geography","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":[0.02552336,0.0003398794,0.0005342448,0.008008243,0.004656847,0.008629088,0.001924086,0.002190821,0.01214942],"category_scores_gemma":[0.07081674,0.000381114,0.0007251871,0.007140568,0.002250931,0.00269735,0.004140056,0.002760651,0.005115738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01628155,"about_ca_system_score_gemma":0.06784758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07978329,"about_ca_topic_score_gemma":0.1653785,"domain_scores_codex":[0.9617455,0.003429333,0.001849701,0.001755372,0.02855811,0.00266186],"domain_scores_gemma":[0.8286839,0.01016701,0.004880122,0.004817953,0.1419924,0.009458624],"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":[0.0001285946,0.0002798415,0.05169321,0.001654743,0.00003514616,0.0005421316,0.009360286,0.0002134034,0.003666263,0.08497343,0.5315397,0.3159133],"study_design_scores_gemma":[0.000009830264,0.0001078348,0.03701863,0.0006235825,0.00002154427,0.00023127,0.003403241,0.00010493,0.002118975,0.002136626,0.9541892,0.00003424564],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07440191,0.02023228,0.01184145,0.06477692,0.00957442,0.003429295,0.006337953,0.0009412807,0.8084645],"genre_scores_gemma":[0.3697692,0.01644702,0.01819748,0.03680246,0.002215056,0.001696615,0.008045024,0.0005971887,0.54623],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07978329,"threshold_uncertainty_score":0.1586378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007436529613137114,"score_gpt":0.1796289909203353,"score_spread":0.1721924613071982,"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."}}