{"id":"W2885679389","doi":"10.24908/pceea.v0i0.9759","title":"DESIGN DAYS BOOT CAMP: ENHANCING STUDENT MOTIVATION TO START THINKING IN ENGINEERING DESIGN TERMS IN THE FIRST YEAR","year":2018,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Engineering design process; Term (time); Process (computing); Minor (academic); Engineering education; Computer science; Design thinking; Mathematics education; Iterative design; Design education; Design process; Engineering management; Work in process; Engineering; Psychology; Human–computer interaction; Operations management; Mechanical engineering","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":[0.001437734,0.0002315869,0.0002037623,0.00066056,0.0001285018,0.0001501352,0.0004854038,0.0001878139,0.00001513178],"category_scores_gemma":[0.0009033853,0.000209507,0.0000471069,0.001372385,0.00001350819,0.0002672311,0.00002846614,0.0003793799,0.0000181421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002937087,"about_ca_system_score_gemma":0.0002138951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001283013,"about_ca_topic_score_gemma":0.003421676,"domain_scores_codex":[0.998329,0.00001258004,0.0004517567,0.0002307428,0.0004714726,0.0005044235],"domain_scores_gemma":[0.999224,0.0001753561,0.0001032518,0.0001600537,0.0001812025,0.0001561313],"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":[0.00001845863,0.0003306807,0.1154787,0.001784128,0.0002100899,0.000001437801,0.08762955,0.7078,0.02697865,0.006348287,0.0521452,0.001274824],"study_design_scores_gemma":[0.0006851145,0.000124666,0.847902,0.00198408,0.0000608631,0.000009362544,0.002163847,0.1143547,0.01699754,0.0005395559,0.01405788,0.001120456],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9604461,0.0002025625,0.0208086,0.008295244,0.006164783,0.002635526,0.00001334014,0.0004545587,0.0009793487],"genre_scores_gemma":[0.9939451,0.00001123198,0.005098084,0.0002292782,0.0003802371,0.0002023498,0.000004927939,0.00005490105,0.00007391339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7324233,"threshold_uncertainty_score":0.8543449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009967166304243533,"score_gpt":0.2010337305808322,"score_spread":0.1910665642765887,"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."}}