{"id":"W2887580443","doi":"10.24908/pceea.v0i0.9480","title":"HOW DO FIRST YEAR STUDENTS FORM THEIR PROJECT TEAMS?","year":2018,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Scope (computer science); Work (physics); Psychology; Medical education; Teamwork; Focus group; Team effectiveness; Team composition; Mathematics education; Knowledge management; Engineering; Computer science; Management; Social psychology; Marketing; Medicine; Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004548311,0.0001789044,0.0002478671,0.0006913675,0.003610883,0.008248384,0.001125665,0.00112177,0.008595841],"category_scores_gemma":[0.01717807,0.00034035,0.0002122655,0.0007829574,0.001091536,0.002707168,0.001953259,0.00190761,0.002611212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002513997,"about_ca_system_score_gemma":0.004680607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01783929,"about_ca_topic_score_gemma":0.0445469,"domain_scores_codex":[0.9966131,0.0008773465,0.0001084501,0.0002807605,0.0009978488,0.00112248],"domain_scores_gemma":[0.9800062,0.00139405,0.002888236,0.000343163,0.002747309,0.01262101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001110358,0.000963365,0.7431041,0.00009794054,0.0000219151,0.000336517,0.07325928,0.0001877218,0.0007067129,0.002506429,0.03044487,0.1482601],"study_design_scores_gemma":[0.00003606665,0.0005258455,0.5342811,0.0003110112,0.00001833756,0.0004406776,0.394679,0.0005919534,0.001316156,0.001960392,0.0657403,0.0000992225],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830484,0.0003087356,0.0006073323,0.005342129,0.0001400949,0.00004087689,0.0001210653,0.00002945083,0.01036196],"genre_scores_gemma":[0.992082,0.000230938,0.0003385338,0.0004405257,0.0000133947,0.00004786285,0.00009024346,0.00001164159,0.006744757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01783929,"threshold_uncertainty_score":0.0354709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004635272482905716,"score_gpt":0.1940621478359182,"score_spread":0.1894268753530125,"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."}}