{"id":"W2103986436","doi":"10.24908/pceea.v0i0.3808","title":"EVALUATING STUDENT DESIGN ACTIVITY IN ENGINEERING DESIGN PROJECTS","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Engineering design process; Engineering management; Trilogy; Conceptual design; Research design; Design process; Engineering; Computer science; Work in process; Operations management; Sociology; Human–computer interaction","routes":{"ca_aff":true,"ca_fund":false,"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":[0.02005812,0.0006565765,0.0009140396,0.004206596,0.001220457,0.003066727,0.001099471,0.0008414481,0.001589509],"category_scores_gemma":[0.06848601,0.0005020497,0.0005744075,0.002453056,0.0007309776,0.001173038,0.00262384,0.001110182,0.0009631146],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001885634,"about_ca_system_score_gemma":0.002316097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001778339,"about_ca_topic_score_gemma":0.003725379,"domain_scores_codex":[0.9728172,0.01222069,0.002375777,0.001473898,0.00975569,0.00135673],"domain_scores_gemma":[0.9127752,0.03394328,0.008819192,0.003089926,0.03548785,0.005884622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001451659,0.006576161,0.5750904,0.000557558,0.0001644643,0.0002602762,0.0381983,0.002543378,0.01456831,0.000524447,0.002102547,0.3579625],"study_design_scores_gemma":[0.0002166939,0.01679532,0.872338,0.000320714,0.0001441862,0.0004397127,0.05131179,0.0131195,0.02775097,0.0009324772,0.01636721,0.0002635003],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946836,0.00005286398,0.00230534,0.00003908725,0.0000124438,0.0003177215,0.00006260181,0.00003902665,0.002487356],"genre_scores_gemma":[0.9863212,0.0001620667,0.009328553,0.00003088886,0.00001389696,0.0005059254,0.0004505408,0.00002683619,0.003160121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9981143,"threshold_uncertainty_score":0.1060787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0424703583612853,"score_gpt":0.255374632028567,"score_spread":0.2129042736672817,"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."}}