{"id":"W4308911590","doi":"10.24908/pceea.vi.15875","title":"Communication as Design: How a Multimodal Assignment Establishes Communication’s Role in Engineering Design and Provides Stability to a Large Course System","year":2022,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Framing (construction); Computer science; Course (navigation); Engineering design process; Frame problem; Design elements and principles; Perspective (graphical); Management science; Engineering management; Software engineering; Engineering; Artificial intelligence","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":[0.007253076,0.0007277407,0.0002771983,0.001470547,0.008653908,0.0125924,0.001803963,0.002777119,0.01428162],"category_scores_gemma":[0.019141,0.0006114001,0.0005279963,0.0006662952,0.02302768,0.008980657,0.009794497,0.002795728,0.002079581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005509849,"about_ca_system_score_gemma":0.00634531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00833708,"about_ca_topic_score_gemma":0.00870798,"domain_scores_codex":[0.989988,0.00725048,0.0001359329,0.0008030615,0.001075845,0.0007466982],"domain_scores_gemma":[0.9920365,0.004409626,0.0004881821,0.001235794,0.0008080376,0.001021873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001472158,0.000196047,0.004963814,0.0002756119,0.00002357282,0.0009646185,0.1487953,0.004898046,0.006025251,0.6859674,0.01118208,0.136561],"study_design_scores_gemma":[0.0001574982,0.0006692845,0.004882521,0.000713887,0.00008373447,0.001703161,0.08166105,0.03383601,0.0111861,0.3234799,0.5414292,0.0001976285],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1740855,0.0005512546,0.4002547,0.01238894,0.0006419697,0.0003636942,0.00004249672,0.001197694,0.4104737],"genre_scores_gemma":[0.9038232,0.0001885598,0.05625687,0.0006138288,0.00008430384,0.0001932649,0.00002535824,0.0002646258,0.03855011],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01428162,"threshold_uncertainty_score":0.04777682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01023402505288575,"score_gpt":0.2119170172367093,"score_spread":0.2016829921838236,"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."}}