{"id":"W2744864077","doi":"10.18260/1-2--16420","title":"Engineering Design Case Studies: Effective And Sustainable Development Methods","year":2020,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Sustainable development; Systems engineering; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.04632634,0.001725976,0.001080133,0.008917323,0.00274263,0.009345165,0.004265763,0.003168239,0.01297056],"category_scores_gemma":[0.04610126,0.001152663,0.001019336,0.004870818,0.005836634,0.006871483,0.006451424,0.002476098,0.002689681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00369044,"about_ca_system_score_gemma":0.00660151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001054615,"about_ca_topic_score_gemma":0.003477692,"domain_scores_codex":[0.9095412,0.07353166,0.002866915,0.001518558,0.01188057,0.0006611473],"domain_scores_gemma":[0.9220023,0.06332269,0.002439683,0.005787702,0.005419486,0.001028116],"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":[0.000111433,0.001093912,0.002953,0.00577594,0.0001615336,0.001213496,0.02068626,0.006089213,0.003083124,0.3876041,0.02282551,0.5484025],"study_design_scores_gemma":[0.0003494108,0.0006086107,0.002862832,0.00931353,0.0001600759,0.002041312,0.02170564,0.012002,0.006683954,0.3755364,0.568518,0.0002182365],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009309487,0.005879258,0.8574283,0.005061259,0.000450476,0.006167106,0.0003074348,0.0004160727,0.1149807],"genre_scores_gemma":[0.07489147,0.004041748,0.9041607,0.0006013844,0.0001201468,0.00577113,0.0001883478,0.0001419918,0.01008304],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04632634,"threshold_uncertainty_score":0.245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02327824144449321,"score_gpt":0.2940139484708288,"score_spread":0.2707357070263356,"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."}}