{"id":"W4413349552","doi":"10.1109/procomm64814.2025.00017","title":"Extended Abstract: An Alternative to Technical Communication Textbooks for Teaching Engineering Communication that is Made to Stick","year":2025,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Technical communication; Mathematics education; Engineering ethics; Engineering; Psychology; Electrical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0002864575,0.00051439,0.0003075474,0.0007228371,0.0006925093,0.001735748,0.0008447833,0.0009186359,0.1935349],"category_scores_gemma":[0.002258517,0.0001578447,0.0002805336,0.0007953763,0.0004656465,0.001803582,0.001206455,0.001837646,0.04161647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004688292,"about_ca_system_score_gemma":0.0009056976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004828134,"about_ca_topic_score_gemma":0.001559125,"domain_scores_codex":[0.9996606,0.0000612651,0.00002087181,0.000036553,0.0001975192,0.00002323649],"domain_scores_gemma":[0.998965,0.0004603596,0.00006600116,0.0000841569,0.0002848509,0.0001396757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005264595,0.0001841756,0.0001790632,0.0004491241,0.00000458893,0.0001546054,0.0003892573,0.0004787374,0.002779885,0.01607568,0.7996734,0.1795789],"study_design_scores_gemma":[0.00002512661,0.0001505396,0.0009646346,0.0003687073,0.000005637172,0.000300605,0.0003544613,0.0007311048,0.001230279,0.008007901,0.9878486,0.00001242681],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009665666,0.004344026,0.03971251,0.01813899,0.02668964,0.000501962,0.001347216,0.003033238,0.8965667],"genre_scores_gemma":[0.03891215,0.003328251,0.01700189,0.004989087,0.00422354,0.0002862773,0.001097768,0.0006961442,0.9294649],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1935349,"threshold_uncertainty_score":0.6474386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01592764506827921,"score_gpt":0.2946977425262125,"score_spread":0.2787700974579333,"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."}}