{"id":"W3001131196","doi":"10.24908/pceea.vi0.13751","title":"TEAM FORMATION IN ENGINEERING DESIGN COURSES","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Teamwork; Team composition; Engineering education; Composition (language); Group work; Multidisciplinary approach; Psychology; Medical education; Theme (computing); Team effectiveness; Project-based learning; Work (physics); Engineering; Mathematics education; Engineering management; Computer science; Knowledge management; Management; Medicine; Sociology; Operations management","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005698591,0.0001676913,0.0001700887,0.0004979356,0.00004789426,0.000107831,0.0002645086,0.0001583613,0.00006679537],"category_scores_gemma":[0.0007003996,0.0001828615,0.00005635571,0.0007297779,0.000004652174,0.0007198345,0.00001028114,0.000306129,0.00007129098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002585802,"about_ca_system_score_gemma":0.0003193606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001030541,"about_ca_topic_score_gemma":0.0007909403,"domain_scores_codex":[0.9989223,0.000008199348,0.0003304265,0.0001359519,0.0002706454,0.000332447],"domain_scores_gemma":[0.9991973,0.0001212009,0.000164676,0.00011224,0.000259698,0.0001448749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001246912,0.0001968361,0.08919139,0.002214135,0.0002133979,2.528661e-7,0.007745179,0.6149202,0.06447599,0.01803049,0.1997914,0.00320822],"study_design_scores_gemma":[0.001002519,0.00005324493,0.2059897,0.0009699205,0.0001083015,0.00003378936,0.001916525,0.4985475,0.04487278,0.0003048219,0.2447915,0.001409311],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9224229,0.0007038528,0.001704011,0.005307912,0.01312684,0.002957353,0.00003379056,0.0008152243,0.05292813],"genre_scores_gemma":[0.9966139,0.00002397902,0.001650557,0.0001176983,0.0001063817,0.00007160492,0.000006559235,0.00004642423,0.001362895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1167983,"threshold_uncertainty_score":0.7456876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006848253231248919,"score_gpt":0.1970137315344614,"score_spread":0.1901654783032125,"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."}}