{"id":"W2140951509","doi":"10.24908/pceea.v0i0.3963","title":"TOWARDS ENGINEERING DESIGN COURSEWARE","year":2011,"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 Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Technische Universiteit Eindhoven; University of Calgary","keywords":"Key (lock); Focus (optics); Computer science; Engineering design process; Software engineering; Design elements and principles; Engineering education; Systems engineering; Engineering management; Engineering; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003827603,0.0002596153,0.0002076429,0.0003974645,0.00009591867,0.00006932783,0.0004337475,0.0001984477,0.0001108969],"category_scores_gemma":[0.0004220771,0.000267451,0.00009951677,0.0007314359,0.00001058249,0.0002380131,0.00002135565,0.0003030785,0.000029803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002330291,"about_ca_system_score_gemma":0.000612732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001252506,"about_ca_topic_score_gemma":0.0003403465,"domain_scores_codex":[0.9986519,0.000004033861,0.0003591608,0.000186942,0.0003394999,0.0004584385],"domain_scores_gemma":[0.9989719,0.00002491913,0.0001258631,0.0001435603,0.0004188914,0.0003148596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00001409684,0.000622758,0.07935624,0.003401433,0.001822264,0.000001926574,0.03304389,0.177619,0.02157979,0.08526309,0.581356,0.01591948],"study_design_scores_gemma":[0.0008880075,0.00007067926,0.655176,0.001313618,0.000300645,0.00004575533,0.001517146,0.09472228,0.08886625,0.0005066195,0.1536989,0.002894035],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7326594,0.003144922,0.01850073,0.006253297,0.06057495,0.006201154,0.0001884122,0.007098929,0.1653782],"genre_scores_gemma":[0.9843242,0.00002429967,0.01419768,0.00009204576,0.0001732764,0.0001518555,0.000006614148,0.00008867894,0.0009413447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5758198,"threshold_uncertainty_score":0.9999778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01045954836469212,"score_gpt":0.1761829942588579,"score_spread":0.1657234458941658,"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."}}