{"id":"W3002486847","doi":"10.24908/pceea.vi0.13746","title":"TEACHING ASSISTANT TRAINING IN ENGINEERING DESIGN","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cornerstone; Medical education; Engineering management; Quality (philosophy); Engineering education; Engineering design process; Engineering; Training (meteorology); Psychology; Mathematics education; Computer science; Medicine; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004400854,0.0007839047,0.0004798775,0.001778901,0.002727986,0.003240721,0.001788732,0.000980599,0.0903688],"category_scores_gemma":[0.01322976,0.0005053214,0.0005324226,0.002496254,0.001270411,0.001222968,0.003487058,0.001654833,0.02281712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004345492,"about_ca_system_score_gemma":0.01654722,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00869096,"about_ca_topic_score_gemma":0.03157435,"domain_scores_codex":[0.9948225,0.001207658,0.0003599925,0.0005290107,0.002317778,0.0007630481],"domain_scores_gemma":[0.9740152,0.004588057,0.002003997,0.003171418,0.006491768,0.009729503],"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":[0.0002019193,0.001722542,0.01230953,0.001499601,0.00002953175,0.0005171532,0.007690737,0.0008899835,0.008314786,0.007869652,0.1823465,0.7766081],"study_design_scores_gemma":[0.00003754982,0.0008023667,0.01855439,0.0004216436,0.00002065727,0.001465189,0.004001833,0.0003806779,0.002073405,0.002532339,0.969681,0.00002911882],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1264955,0.01788868,0.0581418,0.01793043,0.004992584,0.00107843,0.001449088,0.003093973,0.7689294],"genre_scores_gemma":[0.3753779,0.01463616,0.06797766,0.009338718,0.001033184,0.0009076384,0.001005801,0.0004642776,0.5292586],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.991309,"threshold_uncertainty_score":0.3023138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006014332882013792,"score_gpt":0.1830930612393393,"score_spread":0.1770787283573255,"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."}}