{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003050845,0.0001983148,0.0001667783,0.0003226254,0.0001561215,0.000246642,0.000475869,0.0002055261,0.00002317058],"category_scores_gemma":[0.0004211497,0.0001753237,0.00008266497,0.0007201624,0.00002935793,0.0002880639,0.00003019008,0.0002417688,0.0000180285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002095605,"about_ca_system_score_gemma":0.0002918989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00110546,"about_ca_topic_score_gemma":0.002312009,"domain_scores_codex":[0.9988245,0.000002420794,0.0002191864,0.0001778138,0.0003806569,0.0003953908],"domain_scores_gemma":[0.9991341,0.00002751579,0.0001117652,0.0001375588,0.0003888778,0.0002001929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007931198,0.0002793934,0.2317027,0.002884804,0.0006994476,1.425644e-7,0.0139985,0.0004677228,0.006214604,0.009569138,0.7261682,0.008007418],"study_design_scores_gemma":[0.0005630737,0.00008169291,0.2646698,0.0007370662,0.000101264,0.00000864035,0.002234498,0.007920651,0.01047627,0.0006269855,0.7115877,0.0009923268],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741648,0.0002335062,0.0001435148,0.00657481,0.008853494,0.0009418789,0.00007063119,0.000615851,0.008401537],"genre_scores_gemma":[0.9962009,0.00002737148,0.0006846673,0.00006418145,0.000797793,0.00008631632,0.00001054716,0.00005546683,0.002072773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03296715,"threshold_uncertainty_score":0.7149491,"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."}}