{"id":"W2239566875","doi":"10.24908/pceea.v0i0.3766","title":"TEACHING AND ACCESS TO INDUSTRY STANDARDS IN CANADA: EXPERIENCE AT QUEEN'S UNIVERSITY AND THE UNIVERSITY OF TORONTO","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Queen's University; Natural Sciences and Engineering Research Council of Canada","funders":"","keywords":"Queen (butterfly); State (computer science); Higher education; Exploratory research; Political science; Engineering; Sociology; Library science; Computer science; Social science; Law","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":[0.0004565895,0.00005703123,0.00008788953,0.00005813606,0.000209063,0.00003960193,0.0004513129,0.00005111357,0.00001826727],"category_scores_gemma":[0.0003761481,0.0000551801,0.00001216051,0.0001758174,0.00002203463,0.0004941765,0.0001398527,0.0001867127,1.266293e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004701681,"about_ca_system_score_gemma":0.001682123,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.982612,"about_ca_topic_score_gemma":0.9494925,"domain_scores_codex":[0.999478,0.00001904162,0.00008513317,0.0001222951,0.0001699917,0.0001255634],"domain_scores_gemma":[0.9994335,0.00003743762,0.0001359,0.0000646334,0.0001980882,0.0001304729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001397671,0.00002099334,0.823663,0.00006829715,0.00002705448,2.007147e-7,0.0928923,0.0001427061,0.00007736816,0.07337059,0.007699656,0.002023842],"study_design_scores_gemma":[0.0001846887,0.000005322244,0.9641383,0.00005541591,0.000006639315,8.92731e-7,0.0203784,0.0008584416,0.0001256015,0.00002816008,0.01412285,0.0000953144],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839602,0.00002006907,0.00002888842,0.006239809,0.0002484374,0.0001668608,0.000004732093,0.000009663988,0.009321335],"genre_scores_gemma":[0.9982387,0.00001013968,0.0006121981,0.0001176309,0.000008682957,8.475913e-7,2.193866e-7,0.000003153964,0.001008394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1404753,"threshold_uncertainty_score":0.9991191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006615534769067015,"score_gpt":0.1940131990588923,"score_spread":0.1873976642898253,"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."}}