{"id":"W3001098795","doi":"10.24908/pceea.vi0.13820","title":"Preparing Tomorrow’s Engineer-Communicators: A Review of Models for Effective Communication Instruction","year":2019,"lang":"en","type":"review","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Concordia University; Queen's University; McMaster University; University of Toronto; McGill University","funders":"","keywords":"Institution; Technical communication; Engineering ethics; Course (navigation); Engineering management; Computer science; Engineering; Sociology; Social science; Electrical engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008638895,0.0004647152,0.001161088,0.0005416856,0.00009967294,0.00005825596,0.0009280829,0.0004461522,0.00000929105],"category_scores_gemma":[0.0008344927,0.000461469,0.0005020473,0.001086729,0.00001793351,0.000308713,0.00006522348,0.0005576579,0.000006488488],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004751967,"about_ca_system_score_gemma":0.001109954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004442726,"about_ca_topic_score_gemma":0.0002271857,"domain_scores_codex":[0.9978993,0.00002238627,0.00105302,0.0002726449,0.0003724726,0.0003801827],"domain_scores_gemma":[0.9974008,0.0002227754,0.0008643245,0.0004984332,0.0008376886,0.0001760445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001646578,0.0001182324,0.00007738274,0.6123577,0.001245099,1.348465e-8,0.001039089,0.01067269,0.00002163685,0.009294885,0.07463564,0.290536],"study_design_scores_gemma":[0.0001599887,0.00001293185,0.00009270399,0.08547593,0.0007162708,0.000006541795,0.00004495208,0.004637151,0.00008945342,0.0000756685,0.9081153,0.0005730641],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006127398,0.9911202,0.00009810253,0.0001261486,0.002229372,0.003287604,0.0001002822,0.0001903098,0.002786691],"genre_scores_gemma":[0.002049006,0.9907749,0.004283495,0.00004364761,0.0001238016,0.001874624,0.0001951613,0.0001722438,0.0004831378],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8334797,"threshold_uncertainty_score":0.9997837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01198451232716929,"score_gpt":0.2516776760681096,"score_spread":0.2396931637409403,"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."}}