{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005733329,0.0003135855,0.0002512367,0.0006077581,0.0001755476,0.0001305746,0.0008704339,0.0001940578,0.00005568987],"category_scores_gemma":[0.0006413659,0.0003483223,0.0001074043,0.0007318326,0.000007152597,0.0003680819,0.00007868918,0.0005062419,0.00005383191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002812217,"about_ca_system_score_gemma":0.0001877113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002441162,"about_ca_topic_score_gemma":0.001232952,"domain_scores_codex":[0.9982828,0.000005157781,0.000476898,0.0002376976,0.0004764312,0.000520952],"domain_scores_gemma":[0.9988099,0.00004600114,0.0001340961,0.000268238,0.0003138175,0.0004279733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001335913,0.0007785332,0.3955038,0.003876793,0.001577754,0.000001061158,0.05672836,0.2467738,0.01368184,0.09957081,0.1787766,0.002717199],"study_design_scores_gemma":[0.0006344868,0.00004701233,0.7279245,0.001672932,0.0001624525,0.00001525237,0.001217619,0.02792732,0.010218,0.0001098771,0.2280905,0.001980097],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759758,0.0002992404,0.0008013457,0.001897222,0.006573732,0.001451914,0.00003680302,0.001402059,0.01156187],"genre_scores_gemma":[0.9841535,0.00001940771,0.0142623,0.0001029799,0.0001550431,0.000208498,0.00001029321,0.0001121486,0.0009758128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3324206,"threshold_uncertainty_score":0.9998969,"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."}}