{"id":"W1913384913","doi":"10.24908/pceea.v0i0.3787","title":"COMMUNICATION SKILLS? HOW TO MAKE THEM AN ASSET FOR YOUNG ENGINEERS","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":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Curriculum; Context (archaeology); Discipline; Communication skills; Skills management; Mediation; Computer science; Asset (computer security); Chart; Task (project management); Engineering ethics; Engineering management; Knowledge management; Psychology; Pedagogy; Engineering; Medical education; Sociology; Systems engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003110999,0.0004275933,0.0004444963,0.0009924911,0.002302598,0.005255682,0.0008563335,0.002382921,0.009315093],"category_scores_gemma":[0.009406901,0.0002590268,0.0003816823,0.0004750417,0.002176441,0.004145283,0.002625835,0.00215864,0.006209496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001448336,"about_ca_system_score_gemma":0.009065492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007446631,"about_ca_topic_score_gemma":0.01282546,"domain_scores_codex":[0.9983037,0.0004581503,0.00005888255,0.0001284071,0.0006854676,0.0003653276],"domain_scores_gemma":[0.9913285,0.001286664,0.000673198,0.0003194065,0.001599234,0.004792942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005696355,0.000639492,0.01148406,0.001075746,0.00001968465,0.0006355119,0.01137811,0.0001316418,0.003249721,0.03824334,0.2215237,0.7115619],"study_design_scores_gemma":[0.00004212264,0.0003030422,0.03707614,0.002910086,0.00004983565,0.001650094,0.01675258,0.0001692623,0.001871107,0.03196351,0.9071512,0.00006104547],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1053992,0.06463192,0.01884673,0.5208675,0.01368669,0.0003632012,0.0004861679,0.001268709,0.2744498],"genre_scores_gemma":[0.6031696,0.06914157,0.07193827,0.04937837,0.004361689,0.0005257772,0.0005305065,0.0002882284,0.2006661],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009315093,"threshold_uncertainty_score":0.03116214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00949067769250808,"score_gpt":0.1977831023558195,"score_spread":0.1882924246633114,"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."}}