{"id":"W3001122246","doi":"10.24908/pceea.vi0.13825","title":"DESIGN TEAM PERFORMANCE: A COMPARISON BETWEEN SELF-FORMED TEAMS AND TEAMS WITH DIVERSE COGNITIVE MODES","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Creativity; Cognition; Psychology; Diversity (politics); Capstone course; Cognitive style; Capstone; Qualitative property; Mathematics education; Applied psychology; Social psychology; Pedagogy; Computer science; Curriculum; Sociology","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":[0.0004426659,0.000189195,0.0002153232,0.0002500483,0.0001380113,0.0001245316,0.0001770209,0.0001396701,0.00002932078],"category_scores_gemma":[0.0002203289,0.0001755044,0.00003085964,0.0004279086,0.00001504965,0.0005657793,0.00001412108,0.0003109471,0.00003011378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001444537,"about_ca_system_score_gemma":0.0005529847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008925793,"about_ca_topic_score_gemma":0.0002603008,"domain_scores_codex":[0.9989915,0.000009899086,0.000236362,0.0001723856,0.0002862061,0.0003036582],"domain_scores_gemma":[0.9989578,0.0001650329,0.0002074647,0.00007856156,0.0003805453,0.0002106521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001726579,0.00008634176,0.9569002,0.0007288326,0.0004980588,3.302189e-8,0.009318697,0.009892155,0.001287046,0.0005632564,0.01400632,0.006701798],"study_design_scores_gemma":[0.001695988,0.000235676,0.7715054,0.0009077845,0.0007103779,0.00001594172,0.0141463,0.1721281,0.01307245,0.00007989335,0.02413926,0.001362839],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882368,0.00006672821,0.0001907269,0.000327143,0.0004816839,0.0006997918,0.00001258525,0.0001791364,0.009805346],"genre_scores_gemma":[0.9968286,0.00002491736,0.001923948,0.00006853185,0.0001028334,0.00005955056,0.00001058024,0.00004304187,0.0009379662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1853948,"threshold_uncertainty_score":0.7156862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00808437926174541,"score_gpt":0.2098413217722785,"score_spread":0.2017569425105331,"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."}}