{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001106586,0.0002761169,0.0002435188,0.0005968116,0.00007838947,0.00007406982,0.0004047559,0.0001864714,0.00003492429],"category_scores_gemma":[0.0006914434,0.0002923522,0.00007222508,0.001003724,0.000008306316,0.0003005799,0.00002703627,0.0003842038,0.00001244654],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003893605,"about_ca_system_score_gemma":0.000697597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00134248,"about_ca_topic_score_gemma":0.0005087655,"domain_scores_codex":[0.9984081,0.00001546543,0.0004008808,0.0002422315,0.0004218075,0.0005115026],"domain_scores_gemma":[0.9990945,0.00007652777,0.0001618971,0.000143086,0.0003041931,0.0002197641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00001429511,0.0005378845,0.09028577,0.001638336,0.0004622801,0.000001062932,0.02595549,0.8069432,0.04770188,0.004619554,0.01625793,0.005582328],"study_design_scores_gemma":[0.0005846901,0.00006597956,0.6964144,0.0007489427,0.00008246067,0.000009041773,0.000698173,0.238104,0.06054225,0.00008516451,0.001568887,0.001096098],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812715,0.0002857053,0.005436119,0.0004162194,0.005372479,0.002221551,0.000008350203,0.0006718034,0.004316254],"genre_scores_gemma":[0.9756792,0.00001666977,0.02347666,0.00003395759,0.0000895792,0.0003462032,0.000001833358,0.00007226363,0.0002836239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6061286,"threshold_uncertainty_score":0.9999529,"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."}}