THE ENGINEERING DESIGN PROCESS: AN “ENGINEERING PHILOSOPHY” COURSE AT THE GRADUATE LEVEL
Bibliographic record
Abstract
Since 2003, 117 students from all departmentsin the Faculty, and beyond, have enrolled in a discussionbasedgraduate course on “engineering philosophy.” Thecourse is non-traditional in both content and process.Discussions are based on student input. Four booksand a series of professional sources set the tone for eachof five segments. Three hour long classes are held everysecond week over two terms. Student input is compiledand shared prior to each class. A technicalcommunications specialist is part of the academicteam. The specialist supports students’ growth incommunicative competence beyond the undergraduatelevel.Since the course falls outside the engineering norm,this paper addresses how a less rigid, more philosophicaland wide-ranging, discussion-based course enhancesstudents’ ability to approach engineering as both afunctional discipline and social design model.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".