{"id":"W2555029378","doi":"10.18260/p.27065","title":"Towards a Multidisciplinary Teamwork Training Series for Undergraduate Engineering Students: Development and Assessment of Two First-year Workshops","year":2016,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"University of Waterloo","keywords":"Teamwork; Multidisciplinary approach; Engineering education; Curriculum; Context (archaeology); Psychology; Medical education; Engineering; Pedagogy; Engineering management; Management; Sociology; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002305556,0.0002190491,0.0002353623,0.0001208364,0.00006266141,0.00003189508,0.0001455076,0.00005182788,0.00002346983],"category_scores_gemma":[0.00002744265,0.0001681116,0.00004062101,0.0001481265,0.0000193971,0.0001505563,0.00006904076,0.0000739622,0.000002331881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000169156,"about_ca_system_score_gemma":0.00007694822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001232082,"about_ca_topic_score_gemma":0.00001414018,"domain_scores_codex":[0.9989423,0.000005133817,0.0003500499,0.0001985027,0.0002098314,0.0002942425],"domain_scores_gemma":[0.9995764,0.0000887555,0.00003269983,0.000137741,0.0000489421,0.0001155014],"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":[0.00009391921,0.0009721763,0.1347666,0.005337893,0.003319948,0.00001932446,0.04604184,0.2144921,0.01595808,0.1593357,0.00568208,0.4139803],"study_design_scores_gemma":[0.01340356,0.0004248708,0.7555559,0.005882041,0.0002020313,0.00007493557,0.01267966,0.06746925,0.0406105,0.002306344,0.09652506,0.004865852],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5323929,0.0001581481,0.4639761,0.0007389607,0.0007858871,0.000511963,0.000007926623,0.0005400987,0.0008879465],"genre_scores_gemma":[0.7223416,0.00008235712,0.2769147,0.000004138942,0.00003744731,0.00019242,0.000004424697,0.00003762264,0.0003852348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6207893,"threshold_uncertainty_score":0.685539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01869368493789561,"score_gpt":0.2911077730609429,"score_spread":0.2724140881230472,"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."}}