{"id":"W2885270795","doi":"10.24908/pceea.v0i0.9477","title":"DESIGN OF AN INTRODUCTORY ENGINEERING DESIGN AND COMMUNICATION COURSE WHICH INTEGRATES FIRST SEMESTER COURSES","year":2018,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Mechatronics Education and Applications","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Mechatronics; Course (navigation); Focus (optics); Mathematics education; Engineering; Computer science; Multimedia; Psychology; Electrical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.003175263,0.0008465976,0.000651145,0.0005744981,0.001752289,0.002183012,0.002019936,0.001149794,0.02630254],"category_scores_gemma":[0.002834499,0.0006903115,0.0005839997,0.0002706507,0.0006458788,0.0007080376,0.001267547,0.001377912,0.005073296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002914034,"about_ca_system_score_gemma":0.00530309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00201211,"about_ca_topic_score_gemma":0.004608351,"domain_scores_codex":[0.9982838,0.0007066261,0.00004413142,0.0003277344,0.0003263645,0.0003113622],"domain_scores_gemma":[0.9978016,0.0004427107,0.00008984611,0.0001102083,0.0004022883,0.001153406],"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":[0.0118348,0.1664728,0.01795056,0.003003867,0.000146428,0.002429867,0.01744848,0.01568465,0.05215563,0.01597488,0.08849797,0.6084],"study_design_scores_gemma":[0.0171213,0.1585898,0.08486507,0.0009893255,0.0002622334,0.0007024887,0.02915616,0.03101336,0.0389131,0.01404305,0.6237882,0.0005560319],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8123351,0.0002594771,0.06156093,0.001891787,0.001128218,0.06385498,0.001731473,0.00130586,0.05593216],"genre_scores_gemma":[0.6083838,0.000325103,0.22645,0.002279504,0.0001271077,0.06520592,0.002113653,0.000275854,0.09483896],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02630254,"threshold_uncertainty_score":0.08799076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008052682183099957,"score_gpt":0.2105576533224676,"score_spread":0.2025049711393677,"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."}}