{"id":"W4387759073","doi":"10.24908/pceea.2020.16837","title":"ADVANCED GRAPHICAL COMMUNICATIONS – A COURSE EVOLUTION","year":2020,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Course (navigation); Class (philosophy); Geometric dimensioning and tolerancing; Selection (genetic algorithm); Dimensioning; Computer science; Core (optical fiber); Engineering; Engineering drawing; Artificial intelligence; Telecommunications","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":[0.003938727,0.0005466955,0.0003138647,0.00153048,0.001729219,0.004288833,0.001990254,0.001655749,0.01901559],"category_scores_gemma":[0.00623728,0.0003441154,0.0004725062,0.001158996,0.0009781249,0.002444754,0.004990349,0.003869442,0.007331005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005851381,"about_ca_system_score_gemma":0.007064461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003711951,"about_ca_topic_score_gemma":0.008112774,"domain_scores_codex":[0.9980012,0.000292005,0.00007971553,0.0004362975,0.0008271869,0.0003636725],"domain_scores_gemma":[0.9910396,0.0004443187,0.000249034,0.000420023,0.003129461,0.004717538],"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":[0.0001614992,0.0009256292,0.006104097,0.000452391,0.00001911404,0.0005178486,0.003783979,0.001499664,0.01196827,0.02899301,0.1506662,0.7949083],"study_design_scores_gemma":[0.00001967103,0.0003674397,0.01098292,0.0003537477,0.000007746147,0.0005806847,0.001417788,0.0010758,0.002249132,0.004259965,0.9786416,0.00004341337],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.3300178,0.01752698,0.09435941,0.1411836,0.0300264,0.002030495,0.00225637,0.005093751,0.3775051],"genre_scores_gemma":[0.2743989,0.01063993,0.08030924,0.02424672,0.006275541,0.0007288261,0.002306181,0.001829809,0.5992649],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01901559,"threshold_uncertainty_score":0.06361347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00511777691800603,"score_gpt":0.1941927338455086,"score_spread":0.1890749569275025,"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."}}