{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006861269,0.0001383279,0.0001911261,0.0002076551,0.000102438,0.0000660624,0.0002570841,0.000101408,0.000004736539],"category_scores_gemma":[0.001273405,0.0001268256,0.00004397241,0.0008651979,0.00002099486,0.0001079684,0.00002553661,0.0001992591,6.692094e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001166651,"about_ca_system_score_gemma":0.0008917187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002015304,"about_ca_topic_score_gemma":0.001506321,"domain_scores_codex":[0.9989452,0.000003162074,0.0003204506,0.0001677742,0.0002626638,0.0003008023],"domain_scores_gemma":[0.9990703,0.0001697961,0.0001094653,0.0001006567,0.0004227725,0.0001270022],"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":[0.0000100165,0.0003609225,0.3641608,0.002824412,0.0003832199,2.294759e-7,0.01286511,0.5026419,0.04758667,0.0415804,0.02286539,0.00472088],"study_design_scores_gemma":[0.0007578325,0.00003667039,0.3512411,0.0008282074,0.0001340615,0.00001256358,0.003229924,0.5747847,0.05298821,0.0001291669,0.01515694,0.0007006028],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820592,0.001775014,0.004470891,0.004263803,0.004568433,0.00199605,0.00003007948,0.0002704617,0.000566102],"genre_scores_gemma":[0.9924669,0.00003808376,0.007136662,0.00002570448,0.00005872495,0.0001423867,0.000002138112,0.00002794153,0.0001014451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07214276,"threshold_uncertainty_score":0.5171798,"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."}}