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Record W72356121

Integrating sustainable development into the undergraduate engineering curriculum through a mandatory first year engineering design course at the University of Toronto

2010· article· en· W72356121 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueResearch Repository (Delft University of Technology) · 2010
Typearticle
Languageen
FieldEngineering
TopicDesign Education and Practice
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsPraxisSustainabilityCurriculumEngineering ethicsContext (archaeology)Engineering educationSustainable developmentEngineering managementEngineering design processEngineeringMathematics educationPedagogySociologyPsychologyPolitical scienceMechanical engineering
DOInot available

Abstract

fetched live from OpenAlex

This paper discusses how Engineering Science, an undergraduate division within the Faculty of Engineering at the University of Toronto in Toronto, Canada, has worked to foster engineers that can meaningfully contribute to sustainable development (SD). Specifically, Engineering Science has developed ESC102: Praxis II, a core course required for all first year undergraduate Engineering Science students, which takes both a systems engineering and an interdisciplinary approach to solving complex problems in a local context. All Engineering Science students take Praxis II, and are exposed to sustainable development concepts even if they had no prior interest in sustainable development (SD). The 2010 Praxis II course integrated SD concepts by explicitly requiring students to consider and develop sustainability requirements, using the "DfX" concepts from the "Design for Sustainability" (DfS) and "Design for Environment"(DfE) literature, and incorporate sustainable design concepts into their final projects. Students were guided in these activities through introductory lectures, discussion groups, and tutorial activities. Sustainable design was also an explicit part of the assignment requirements. This paper discusses the goals, process, and success of the 2010 Praxis II course curriculum integration of sustainable development concepts. It discusses the specific training in problem-solving and sustainability concepts that students received, and the challenges students faced in applying SD concepts to their solutions. We also explore how to improve student engagement in and student acceptance of SD concepts. Finally, we summarize the lessons learned for integrating SD concepts into an engineering design course.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.695
Threshold uncertainty score0.589

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.010
GPT teacher head0.235
Teacher spread0.225 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it