{"id":"W1935113227","doi":"10.24908/pceea.v0i0.4900","title":"Engineering Education at the University of Toronto","year":2013,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Teamwork; Plan (archaeology); Session (web analytics); Task (project management); Engineering education; Engineering ethics; Medical education; Community of practice; Engineering; Pedagogy; Engineering management; Sociology; Psychology; Political science; Computer science; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008161317,0.0008808916,0.0006885644,0.001210867,0.006823994,0.005843361,0.0008636658,0.001684318,0.2450451],"category_scores_gemma":[0.002074556,0.0005010181,0.0004867532,0.001560137,0.001742094,0.0008713919,0.001729244,0.001380614,0.03901051],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02143942,"about_ca_system_score_gemma":0.04140843,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6042134,"about_ca_topic_score_gemma":0.8856885,"domain_scores_codex":[0.9983519,0.0001322788,0.00006248502,0.0002354672,0.0009017038,0.0003160916],"domain_scores_gemma":[0.9941589,0.0003456138,0.0001614803,0.0002183524,0.002281814,0.002833747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001422029,0.00009379064,0.006103053,0.0008490472,0.00002628133,0.001338272,0.002826105,0.000565614,0.002637255,0.0118095,0.8804039,0.09320499],"study_design_scores_gemma":[0.000009098031,0.00004353586,0.01007247,0.0002640716,0.0000104685,0.0001766833,0.001232047,0.0002626994,0.0007007153,0.0006492417,0.9865509,0.00002796021],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03474554,0.027074,0.003513779,0.04949286,0.009724966,0.0002034247,0.007351937,0.001733326,0.8661601],"genre_scores_gemma":[0.06491527,0.007082111,0.002658063,0.001357483,0.0003074154,0.00004298728,0.000830688,0.0002033559,0.9226027],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9785606,"threshold_uncertainty_score":0.8197576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002255871559120645,"score_gpt":0.1466247495998612,"score_spread":0.1443688780407406,"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."}}