{"id":"W3173554154","doi":"10.24908/pceea.vi0.14948","title":"PIVOT FOR THE PANDEMIC: COMPARISON OF TOY AND SCIENCE DEMO DESIGN PROJECTS IN A FIRST YEAR MECHANICAL ENGINEERING COURSE","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Mindset; Work (physics); Engineering management; Appeal; Engineering design process; Engineering; Engineering ethics; Computer science; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01942923,0.000740034,0.000741455,0.003580789,0.003135071,0.005597705,0.002196313,0.00217298,0.007020536],"category_scores_gemma":[0.05607639,0.0007969623,0.0007889685,0.001921544,0.002175603,0.004143339,0.005976256,0.002816829,0.001994998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005526203,"about_ca_system_score_gemma":0.004293646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003968223,"about_ca_topic_score_gemma":0.01230799,"domain_scores_codex":[0.982482,0.007445458,0.001277335,0.00112295,0.005418104,0.002254187],"domain_scores_gemma":[0.9609363,0.01751335,0.004439886,0.002112324,0.006709004,0.008289075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01245531,0.02691231,0.3016641,0.003279489,0.0003088689,0.001763251,0.157773,0.003953807,0.01091128,0.006239534,0.02473795,0.450001],"study_design_scores_gemma":[0.001439369,0.02291268,0.6545919,0.001344224,0.0001270701,0.0008740759,0.2265864,0.006131963,0.005362249,0.003504817,0.07679965,0.0003256575],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988347,0.0003607305,0.00120173,0.0003623344,0.00007025788,0.0006810033,0.0001839708,0.00008697841,0.008706099],"genre_scores_gemma":[0.986597,0.0004092935,0.004536891,0.000385913,0.00003552287,0.001236923,0.0005903327,0.0001068929,0.006101201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01942923,"threshold_uncertainty_score":0.1027527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.016219665634626,"score_gpt":0.2418928051855551,"score_spread":0.2256731395509291,"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."}}