{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001741231,0.0001682543,0.000160506,0.0001509834,0.0001374833,0.00006214386,0.0005269296,0.0001393463,0.00002602927],"category_scores_gemma":[0.0004374036,0.0001790657,0.00008742997,0.0009374599,0.00002021073,0.0002006315,0.00003186466,0.000329203,0.00002375397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001629497,"about_ca_system_score_gemma":0.0005110311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003857232,"about_ca_topic_score_gemma":0.0007855066,"domain_scores_codex":[0.9989732,0.00000488574,0.0003083288,0.0001509078,0.0002773548,0.0002853473],"domain_scores_gemma":[0.9989476,0.00002954282,0.0001223422,0.0001678975,0.0003916871,0.0003409933],"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":[0.000007676981,0.0004176167,0.1872567,0.001895579,0.0008155688,2.31574e-7,0.01123314,0.07404044,0.03042037,0.1895144,0.4968409,0.00755731],"study_design_scores_gemma":[0.000627348,0.00003639808,0.5119067,0.0003797267,0.0001672423,0.000007995163,0.001530011,0.1143263,0.003345517,0.0004142507,0.3661242,0.001134197],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8226104,0.003655899,0.001426874,0.1149034,0.01148314,0.002795419,0.00016463,0.002931982,0.04002828],"genre_scores_gemma":[0.9964759,0.00004224541,0.002603328,0.0003421633,0.0001216342,0.0001036538,0.00001518422,0.00004246881,0.0002534376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.32465,"threshold_uncertainty_score":0.7302086,"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."}}