{"id":"W3001899272","doi":"10.24908/pceea.vi0.13788","title":"BUILDING PROFESSIONAL COMMUNICATION SKILLS INSIDE AND OUTSIDE FORMAL EDUCATIONAL CONTEXTS: THE CHALLENGES AND OPPORTUNITIES OF ENGINEERING CO-OP PLACEMENTS","year":2019,"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":"Memorial University of Newfoundland","funders":"","keywords":"Argument (complex analysis); Bachelor; Curriculum; Context (archaeology); Component (thermodynamics); Professional development; Professional communication; Pedagogy; Engineering ethics; Medical education; Sociology; Mathematics education; Psychology; Engineering; Political science; Computer science; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0005427541,0.0001943431,0.0002048002,0.0002692523,0.0001201498,0.0000572418,0.000257243,0.0001252103,0.00002204465],"category_scores_gemma":[0.0002756741,0.0001725535,0.0000433453,0.0001552054,0.00002734297,0.0003650606,0.00004751493,0.0002603799,0.000002263719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006636227,"about_ca_system_score_gemma":0.0003552163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002176957,"about_ca_topic_score_gemma":0.0001712246,"domain_scores_codex":[0.9988901,0.000008940775,0.0003833816,0.0001465015,0.0002970436,0.0002740015],"domain_scores_gemma":[0.9990361,0.000158895,0.0002160133,0.000139573,0.0002996544,0.0001497828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001621795,0.0004969288,0.127912,0.007787688,0.001392015,1.530887e-7,0.03913382,0.0280773,0.02244335,0.7024559,0.0406689,0.02961575],"study_design_scores_gemma":[0.0007080411,0.00003187385,0.9105489,0.001624899,0.00008916354,0.00002153978,0.003118849,0.01383466,0.005718456,0.0006513987,0.06288949,0.0007627503],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854833,0.003757617,0.00001810606,0.005230796,0.001568085,0.0006479119,0.00002537976,0.00008407597,0.003184694],"genre_scores_gemma":[0.9969305,0.0007048035,0.001290066,0.0001033297,0.00006391983,0.0001060153,0.00001312831,0.00003682424,0.000751367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7826369,"threshold_uncertainty_score":0.7036528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008475901726518737,"score_gpt":0.221237332447686,"score_spread":0.2127614307211673,"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."}}