{"id":"W1875836687","doi":"10.24908/pceea.v0i0.3748","title":"CREATING ENGINEERING DESIGN CASES FROM STUDENT WORK TERM AND DESIGN PROJECT REPORTS","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; General Motors of Canada; University of Waterloo","keywords":"Term (time); Engineering design process; Work (physics); Engineering management; Process (computing); Engineering; Computer science; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02889752,0.001457224,0.0007795243,0.00863761,0.00244913,0.006752216,0.003419162,0.002716785,0.00354343],"category_scores_gemma":[0.07703424,0.001233639,0.001298304,0.00437697,0.001997874,0.004214783,0.004289707,0.002085439,0.00148176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002572129,"about_ca_system_score_gemma":0.004062753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001347342,"about_ca_topic_score_gemma":0.003890114,"domain_scores_codex":[0.9647643,0.02124603,0.003224428,0.001853026,0.007829226,0.001083027],"domain_scores_gemma":[0.8937016,0.08212601,0.00549456,0.0088784,0.008312355,0.001487002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006955089,0.004087654,0.0263632,0.003814318,0.0001339272,0.01466025,0.1385564,0.02508853,0.02742459,0.03683418,0.01678983,0.7055517],"study_design_scores_gemma":[0.0006800078,0.002694065,0.0301453,0.005934616,0.0003574345,0.01681569,0.1223866,0.09198109,0.1251971,0.04500513,0.5578508,0.0009521192],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.4283064,0.001047504,0.5012639,0.001418919,0.0002701431,0.01592302,0.001810732,0.001336261,0.04862309],"genre_scores_gemma":[0.3343866,0.0009212,0.647316,0.0001534582,0.00005413439,0.005621782,0.002319863,0.0003088278,0.008918041],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02889752,"threshold_uncertainty_score":0.1528265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03094879388528134,"score_gpt":0.2371762241909987,"score_spread":0.2062274303057174,"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."}}