{"id":"W4308709969","doi":"10.24908/pceea.vi.15979","title":"Towards forming learning communities - Understanding the role of collaborative work in an undergraduate engineering program","year":2022,"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":"University of Toronto","funders":"","keywords":"Teamwork; Thematic analysis; Focus group; Curriculum; Engineering education; Learning community; Work (physics); Pedagogy; Psychology; Psychological intervention; Group work; Project-based learning; Value (mathematics); Mathematics education; Qualitative research; Engineering; Sociology; Computer science; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0006360654,0.0001930368,0.000204795,0.0004526793,0.0002993122,0.00009647775,0.0004537707,0.00007756674,0.0000208739],"category_scores_gemma":[0.0001822617,0.0001907756,0.00006289894,0.0017081,0.00001770058,0.0002418867,0.00005514709,0.0006115465,6.762875e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004616733,"about_ca_system_score_gemma":0.0005057724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001520779,"about_ca_topic_score_gemma":0.002358285,"domain_scores_codex":[0.9987221,0.00002047595,0.0003842249,0.0001180049,0.0003923854,0.0003628099],"domain_scores_gemma":[0.9992718,0.00007147846,0.0001972474,0.0001191943,0.0002242534,0.0001160635],"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":[0.00000431977,0.0001172419,0.07420221,0.0002618713,0.0001393069,9.010805e-8,0.02894567,0.8671588,0.00117284,0.0241539,0.001240751,0.002602992],"study_design_scores_gemma":[0.000932563,0.0001953708,0.2270647,0.00095667,0.0001527453,0.00001497842,0.2036239,0.4487883,0.006355628,0.001777703,0.108306,0.001831395],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911168,0.0005503112,0.0001198038,0.001294447,0.001895583,0.001012016,0.00001978242,0.0003692688,0.003622036],"genre_scores_gemma":[0.998301,0.00001926918,0.001007953,0.00002378611,0.00004790047,0.0003899559,0.00002020426,0.00005361553,0.0001362969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4183705,"threshold_uncertainty_score":0.9992043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007275203642549079,"score_gpt":0.204372903585647,"score_spread":0.1970976999430979,"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."}}