{"id":"W2900997152","doi":"10.25071/10315/35303","title":"Preparing and Coordinating Undergraduate Engineering Design Projects","year":2018,"lang":"en","type":"article","venue":"Progress in Canadian Mechanical Engineering","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada; York University","keywords":"Computer science; Systems engineering; Engineering management; Software engineering; Engineering; Construction engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0004040713,0.0003068877,0.0002448758,0.0005096528,0.00006155501,0.0001011448,0.0001957027,0.0001461583,0.00001365492],"category_scores_gemma":[0.0001452428,0.0003607359,0.00002919037,0.0005986678,0.00002418087,0.0001666762,0.00004329269,0.000331654,0.00001560551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005460512,"about_ca_system_score_gemma":0.000124894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007793685,"about_ca_topic_score_gemma":0.003383254,"domain_scores_codex":[0.998263,0.00001259043,0.000334842,0.0003292474,0.0001647387,0.0008955512],"domain_scores_gemma":[0.999121,0.00006514587,0.00001974944,0.0001999254,0.0000433933,0.0005508529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002312203,0.0001336638,0.01218403,0.002682719,0.0004951688,0.0002593205,0.003889906,0.7150784,0.006829855,0.1010186,0.002790689,0.1546146],"study_design_scores_gemma":[0.0002545226,0.00003802755,0.002004012,0.0002930976,0.000008377971,0.00003914774,0.0000274795,0.9873039,0.00374974,0.0000581199,0.005709149,0.000514481],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5495833,0.008700934,0.4145162,0.001846788,0.00963063,0.00406409,0.00002454181,0.006965416,0.004668116],"genre_scores_gemma":[0.9581553,0.00003623941,0.04134022,0.00002998626,0.0001480549,0.0001822726,0.000003482033,0.00009101294,0.00001337939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.408572,"threshold_uncertainty_score":0.9998845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01045169481926114,"score_gpt":0.2250601185167464,"score_spread":0.2146084236974852,"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."}}