{"id":"W2141641946","doi":"10.24908/pceea.v0i0.4041","title":"WRITING IN THE ENGINEERING DESIGN LAB: INTEGRATING COMMUNICATION SKILLS INTO THE ENGINEERING CURRICULUM","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Concurrent engineering; Computer science; Class (philosophy); Software engineering; CAD; Engineering design process; Representation (politics); Systems engineering; Engineering drawing; Engineering; Artificial intelligence; Mechanical 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":[0.001481778,0.0002806911,0.0002125753,0.0003603339,0.0002556738,0.00022171,0.000921149,0.0001910268,0.00001493585],"category_scores_gemma":[0.001238753,0.0002149632,0.00009260235,0.0009622968,0.00001761317,0.0004385701,0.00004652133,0.0006742068,0.000004741451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001290644,"about_ca_system_score_gemma":0.0001604545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005723088,"about_ca_topic_score_gemma":0.002350052,"domain_scores_codex":[0.9984299,0.0000216657,0.0005491576,0.0001969108,0.0003554258,0.0004469701],"domain_scores_gemma":[0.9989229,0.000201246,0.0002479581,0.0002589718,0.0002627418,0.0001061417],"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":[0.000003505007,0.000190572,0.03399827,0.001074605,0.0002299114,5.578342e-7,0.07095546,0.8544561,0.001798512,0.02553627,0.006866887,0.004889307],"study_design_scores_gemma":[0.0003965305,0.00002987571,0.09712926,0.001251366,0.0001245644,0.00001463175,0.004816995,0.8749256,0.01061479,0.0004857858,0.009228108,0.0009824946],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9652201,0.002293749,0.01013357,0.004977538,0.003960473,0.003377677,0.00001847042,0.001139913,0.008878485],"genre_scores_gemma":[0.9888709,0.00006097776,0.01044312,0.0001085685,0.0001308796,0.0002225226,0.00000858517,0.00006822079,0.00008620069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06613847,"threshold_uncertainty_score":0.8765944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005861215271326561,"score_gpt":0.183216441650529,"score_spread":0.1773552263792024,"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."}}