{"id":"W2609286359","doi":"10.18260/1-2--17764","title":"Development of a Sustainable Design Challenges Workshop for Senior Industrial Engineering Students","year":2020,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; University of Windsor","funders":"Mitacs; University of Windsor","keywords":"Deliverable; Capstone; Context (archaeology); Engineering education; Project management; Negotiation; Set (abstract data type); Computer science; Engineering management; Variety (cybernetics); Engineering; Sociology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001984695,0.0001670981,0.0001975195,0.00007966026,0.0000281628,0.00002344645,0.0001993664,0.00008605451,0.00003624736],"category_scores_gemma":[0.0001016133,0.0001693359,0.00003761425,0.0002002898,0.000004192222,0.0000721781,0.00003964071,0.00009877706,0.000008188046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009485675,"about_ca_system_score_gemma":0.00008064459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.971844e-7,"about_ca_topic_score_gemma":3.688707e-7,"domain_scores_codex":[0.9990529,0.000005152019,0.0003105715,0.0001515274,0.0001865771,0.0002932681],"domain_scores_gemma":[0.9996179,0.00006607042,0.00002306305,0.00008841082,0.00006194357,0.0001425612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001101046,0.0004149301,0.0002700236,0.00370504,0.00123438,0.00001522869,0.07065085,0.8021575,0.01494067,0.0131034,0.03587908,0.05751882],"study_design_scores_gemma":[0.004927217,0.0001744351,0.002154626,0.0003383361,0.00008943231,0.00000532678,0.03236942,0.1405597,0.1889719,0.00003312931,0.6282638,0.002112632],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1368618,0.0008889383,0.8573763,0.0006704892,0.000781974,0.001665656,0.000002311089,0.001106713,0.0006457712],"genre_scores_gemma":[0.8109155,0.00006194616,0.1879379,0.00003769221,0.0001869406,0.0004035353,0.000008616532,0.00006934742,0.0003784975],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6740537,"threshold_uncertainty_score":0.6905316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0690450919699537,"score_gpt":0.2622275721592054,"score_spread":0.1931824801892517,"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."}}