Education As Prototype: On a Combined Architecture-Engineering Design Tutorial
Bibliographic record
Abstract
This article uses expert interviews to support the need for architecture-engineering collaborations in undergraduate education and uses teaching practice reflection to evaluate an example of such a collaboration at work. We establish the state of such collaborations in professional practice and use that as context to consider the design of an undergraduate architecture-engineering collaborative tutorial. We find that while the experiential, project-based educational model employed can mimic key aspects of professional practice, there are limitations to what can be delivered in a one-term experience. Key to understanding those limitations and decisions are the two diagrams provided in the article, which visualize the tutorial and the courses it is attached to as interrelated learning environments. We find that such a tutorial—in addition to delivering core content knowledge to students in each discipline—should create an environment in which students can develop key interdisciplinary skills and abilities, especially as regards communication, teamwork and interpersonal relations. We also reflect on the key design decisions behind the current iteration of the tutorial and identify future considerations for both the tutorial and this research project, of which this article is intended to be the initial stage.
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.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".