{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00432915,0.0005016367,0.0004098338,0.0009599843,0.01383409,0.01254911,0.0009635345,0.002029078,0.006411001],"category_scores_gemma":[0.004527243,0.0003165006,0.0002694129,0.0008263572,0.01114054,0.004123397,0.004600949,0.004313672,0.001366152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007947952,"about_ca_system_score_gemma":0.02174766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09425664,"about_ca_topic_score_gemma":0.1489068,"domain_scores_codex":[0.9963966,0.001980467,0.00007706534,0.0001130102,0.0007677568,0.0006650591],"domain_scores_gemma":[0.9960799,0.001483184,0.0002436088,0.0001456662,0.0009348735,0.001112798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005885987,0.0004246929,0.009781589,0.000798256,0.00004877449,0.001530088,0.483282,0.0006322386,0.004338433,0.09898515,0.09046727,0.3096526],"study_design_scores_gemma":[0.00002133339,0.0001163429,0.01137873,0.001724091,0.00003186059,0.0007337573,0.411508,0.0003555342,0.001464347,0.02258648,0.5500054,0.00007425097],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1982511,0.06759734,0.007532013,0.169865,0.005367642,0.0001144648,0.000040336,0.0002517264,0.5509804],"genre_scores_gemma":[0.8515314,0.04331494,0.003653909,0.01599545,0.0008902291,0.0001177001,0.00003791154,0.00009998205,0.08435846],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09425664,"threshold_uncertainty_score":0.187416,"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."}}