{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003457845,0.0001753926,0.0001790463,0.00006636873,0.00006507323,0.00003087191,0.0000488718,0.00003907772,0.000030479],"category_scores_gemma":[0.0001750348,0.0001644743,0.00001561256,0.0002572231,0.00000840397,0.00009007413,0.00005111636,0.0001095829,0.00001932936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000143443,"about_ca_system_score_gemma":0.00002475819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001248617,"about_ca_topic_score_gemma":2.043373e-7,"domain_scores_codex":[0.9992883,0.00002565831,0.0001689476,0.0001692842,0.00006238161,0.0002854257],"domain_scores_gemma":[0.9995191,0.0001774444,0.000009193897,0.00006720151,0.00005291934,0.0001741769],"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":[0.00001503394,0.00006445015,0.0001368576,0.005116757,0.001647798,0.002887647,0.09168314,0.7131895,0.006905634,0.006587435,0.02324015,0.1485256],"study_design_scores_gemma":[0.001314644,0.0001420654,0.00094392,0.0001311151,0.00009543031,0.001596311,0.03586306,0.6128253,0.1619587,0.00007964264,0.182906,0.002143707],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03108715,0.001643906,0.9653175,0.0001077663,0.000203911,0.0004101488,1.676372e-7,0.0007701669,0.0004592232],"genre_scores_gemma":[0.3966855,0.00006793893,0.6025665,0.000119635,0.00004612092,0.0002358861,9.498883e-7,0.00003935915,0.0002381838],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3655983,"threshold_uncertainty_score":0.6707067,"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."}}