{"id":"W2138217990","doi":"10.24908/pceea.v0i0.3771","title":"TEACHING ENGINEERING COMMUNICATION TO FIRST YEAR ENGINEERING STUDENTS","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Telecommunications engineering; Engineering education; Computer science; Work (physics); Mathematics education; Engineering management; Engineering; Psychology; Telecommunications; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002601757,0.001275567,0.0007909777,0.001588252,0.004998033,0.00850467,0.002049671,0.002176797,0.02902026],"category_scores_gemma":[0.007950377,0.0007713336,0.0006682761,0.0009138597,0.001661545,0.002087746,0.004154857,0.004521277,0.009406935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00517415,"about_ca_system_score_gemma":0.01293507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005696487,"about_ca_topic_score_gemma":0.02132814,"domain_scores_codex":[0.9978515,0.0002938856,0.00005879978,0.0002115931,0.0007187805,0.0008654411],"domain_scores_gemma":[0.9874472,0.0008669234,0.0007123171,0.0003361228,0.002098534,0.008538925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003858701,0.0104443,0.02872025,0.00136886,0.0000335004,0.001908053,0.04083704,0.001410386,0.01610617,0.01244176,0.3510661,0.5352777],"study_design_scores_gemma":[0.0001948886,0.003740859,0.05669179,0.002347135,0.00004549819,0.003619181,0.05312015,0.001483681,0.01473751,0.01414792,0.8496966,0.0001748891],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6507157,0.009528473,0.02294686,0.03440562,0.007448704,0.001895702,0.0006190213,0.002328003,0.2701119],"genre_scores_gemma":[0.7022293,0.01069571,0.02738598,0.01146333,0.00105914,0.001163542,0.0006763265,0.0003313524,0.2449954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02902026,"threshold_uncertainty_score":0.09708244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005757981182683089,"score_gpt":0.1901953808492777,"score_spread":0.1844373996665946,"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."}}