{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006934219,0.0001836509,0.0001891605,0.0002514872,0.0001666651,0.00008979007,0.0003803869,0.0001508681,0.00002425064],"category_scores_gemma":[0.0005420531,0.0001925596,0.00003131065,0.0005680097,0.00003891107,0.0003197418,0.00002143217,0.0002174215,0.000004192055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007870849,"about_ca_system_score_gemma":0.0004882145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006005506,"about_ca_topic_score_gemma":0.001255358,"domain_scores_codex":[0.9989935,0.00001431145,0.0003446614,0.0001795022,0.0002063549,0.0002616706],"domain_scores_gemma":[0.9982567,0.000139947,0.000215469,0.0002428036,0.0009504871,0.0001946104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000326409,0.0008268966,0.02307145,0.00215928,0.001135827,7.999179e-8,0.0295719,0.5285488,0.1361398,0.1192834,0.1530729,0.006156866],"study_design_scores_gemma":[0.000507762,0.0001192331,0.04156753,0.0005822312,0.0002672308,0.0000127547,0.001495514,0.8455667,0.07608431,0.0008280936,0.03202908,0.000939579],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9523889,0.001687556,0.02731379,0.009212635,0.003691507,0.003111487,0.00006906918,0.0007515099,0.001773596],"genre_scores_gemma":[0.9777247,0.00007364232,0.02159611,0.00004842387,0.0001799549,0.00012281,0.00001398653,0.00005182828,0.0001884868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3170178,"threshold_uncertainty_score":0.7852352,"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."}}