{"id":"W2128383181","doi":"10.24908/pceea.v0i0.3867","title":"ENGINEERING CURRICULUM DEVELOPMENT IN MICROSYSTEMS","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Advanced MEMS and NEMS Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"CMC Microsystems (Canada); Queen's University","funders":"","keywords":"Microsystem; Microelectronics; Surface micromachining; Microelectromechanical systems; Multiphysics; Systems engineering; Multidisciplinary approach; Engineering; Computer science; Mechanical engineering; Fabrication; Nanotechnology; Electrical engineering; Materials science","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":[0.003456369,0.001324329,0.0009286556,0.002205305,0.002061771,0.00554131,0.002052895,0.00183167,0.06798333],"category_scores_gemma":[0.00589891,0.0005311212,0.0008083254,0.001931236,0.001130607,0.003230379,0.00624914,0.003596807,0.04065777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003740293,"about_ca_system_score_gemma":0.01213323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001083624,"about_ca_topic_score_gemma":0.001841805,"domain_scores_codex":[0.9970283,0.0003070843,0.0002243253,0.0004510338,0.001449691,0.0005397017],"domain_scores_gemma":[0.9929034,0.0003596802,0.0003260501,0.0003108327,0.00261771,0.003482272],"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":[0.00008441723,0.0006486382,0.003676724,0.001631045,0.00002059214,0.0003435895,0.001737638,0.001496697,0.006037342,0.06328774,0.4129784,0.5080572],"study_design_scores_gemma":[0.000009664719,0.00017852,0.003196042,0.0007577346,0.000009234821,0.0004461977,0.0005273973,0.0006488152,0.001645099,0.01741469,0.9751486,0.00001806615],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03855979,0.03340124,0.06475408,0.07391185,0.02922235,0.00155628,0.002417678,0.003237704,0.752939],"genre_scores_gemma":[0.09319723,0.03512948,0.05987703,0.0203499,0.006603494,0.001401599,0.004190907,0.001343586,0.7779068],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06798333,"threshold_uncertainty_score":0.2274269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005641817602213878,"score_gpt":0.166823245758599,"score_spread":0.1611814281563851,"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."}}