{"id":"W1873871368","doi":"10.24908/pceea.v0i0.4703","title":"CULTURE AND COMMUNICATION IN THE ENGINEERING CLASSROOM","year":2012,"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":"Session (web analytics); Professional development; Medical education; Pedagogy; Engineering education; Engineering; Psychology; Engineering ethics; Public relations; Political science; Engineering management; Medicine; Computer science","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":[0.0005843609,0.0001624114,0.0001293096,0.0002252289,0.00009272958,0.00008784703,0.0003197432,0.0001412082,0.000009581353],"category_scores_gemma":[0.000339535,0.0001365931,0.0000417835,0.000606158,0.000009837479,0.0002939277,0.00001947203,0.0003571145,0.000005653995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001183209,"about_ca_system_score_gemma":0.0001075748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006157883,"about_ca_topic_score_gemma":0.0008006315,"domain_scores_codex":[0.9990644,0.000007042128,0.0002573107,0.00009362874,0.0002323941,0.0003452631],"domain_scores_gemma":[0.9994603,0.00005003471,0.00008380499,0.000129278,0.0001302567,0.0001463096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002284916,0.0002948607,0.5843346,0.001657146,0.0002800519,1.236231e-7,0.05699452,0.02902625,0.006837619,0.116258,0.2008488,0.003465758],"study_design_scores_gemma":[0.0002042363,0.000006166306,0.7733724,0.00027282,0.00004062587,0.00001468318,0.00181621,0.009757387,0.00109347,0.00008502635,0.2128969,0.0004400816],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9763675,0.003612887,0.00006032609,0.004398621,0.003131364,0.000842216,0.00001504127,0.0002962418,0.01127584],"genre_scores_gemma":[0.9976376,0.0001036643,0.00144219,0.0001516227,0.000129098,0.0001129138,0.000008922982,0.00003053875,0.0003834425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1890378,"threshold_uncertainty_score":0.5570105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003687725634864573,"score_gpt":0.1811559657634113,"score_spread":0.1774682401285467,"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."}}