{"id":"W3000814410","doi":"10.24908/pceea.vi0.13877","title":"SUSTAINABILITY IN ENGINEERING DESIGN","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Sustainability; Mindset; Engineering ethics; Engineering design process; Sustainability science; Sustainability organizations; Work (physics); Social sustainability; Management science; Process (computing); Engineering management; Engineering; Computer science; Artificial intelligence; Mechanical engineering","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":[0.0005333758,0.000206368,0.0002100003,0.0004853923,0.00003829025,0.00007051667,0.0003203962,0.0001724328,0.00005616665],"category_scores_gemma":[0.000638867,0.0002201793,0.00007142541,0.0009521582,0.000005837134,0.0002328668,0.00001907813,0.0003279759,0.00002571454],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006117298,"about_ca_system_score_gemma":0.0007076531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001104898,"about_ca_topic_score_gemma":0.0006100322,"domain_scores_codex":[0.99872,0.000004950312,0.0003648504,0.0001919247,0.0002802817,0.0004379788],"domain_scores_gemma":[0.9991614,0.00005899597,0.00009294802,0.0001409984,0.0003639371,0.0001817508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.000002308136,0.00009519975,0.1868396,0.001771088,0.000106595,1.784604e-7,0.002326873,0.7610844,0.004453548,0.009778894,0.03260455,0.000936836],"study_design_scores_gemma":[0.0005509323,0.00002300295,0.745975,0.0005527425,0.00003481837,0.000007099755,0.0007812959,0.1650128,0.008273628,0.0003025451,0.07744078,0.00104544],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979792,0.0003503918,0.0004686394,0.003675105,0.007118186,0.001825307,0.00001155643,0.0005721778,0.006186659],"genre_scores_gemma":[0.9967969,0.00001113989,0.00167921,0.00005461363,0.00007027358,0.0001197904,0.000004110329,0.00005181057,0.001212161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5960716,"threshold_uncertainty_score":0.9976981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00272564297285449,"score_gpt":0.1721120830376918,"score_spread":0.1693864400648374,"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."}}