{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00538372,0.0003281885,0.0004093128,0.0007278337,0.007956069,0.004289448,0.001376341,0.0009319782,0.01135296],"category_scores_gemma":[0.0100193,0.0003619929,0.0002897277,0.0007921721,0.001748666,0.0009980586,0.004571841,0.001741939,0.002147059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007660461,"about_ca_system_score_gemma":0.009374718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008524448,"about_ca_topic_score_gemma":0.02473589,"domain_scores_codex":[0.9932956,0.003200907,0.0002073847,0.0006636226,0.001402475,0.001230077],"domain_scores_gemma":[0.9863057,0.002595268,0.001122966,0.0006551094,0.001317518,0.008003377],"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":[0.0006585888,0.009249993,0.1406141,0.0009283596,0.00006138567,0.001508366,0.1421642,0.007392669,0.00603269,0.05300044,0.0819224,0.5564669],"study_design_scores_gemma":[0.0004306831,0.003120932,0.1877053,0.0009343806,0.0000412787,0.0008938671,0.1677406,0.006150564,0.005043938,0.0398173,0.5880073,0.0001138774],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8544122,0.00103944,0.01574922,0.003990694,0.000463424,0.0009714345,0.00008514333,0.0001489088,0.1231395],"genre_scores_gemma":[0.9586653,0.0003217261,0.008018072,0.0004105728,0.00004436106,0.0004022505,0.00010848,0.00003189165,0.03199732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01135296,"threshold_uncertainty_score":0.05558079,"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."}}