Modular construction and circularity. A case study of a mass timber design studio
Bibliographic record
Abstract
The increased use of wood-based materials such as CLT (Cross Laminated Timber) can reduce the GHG emissions of the construction sector. Likewise, offsite and modular construction methods can lead to more efficient material use, reducing construction-generated solid waste. However, it is worth noting that employing mass timber and modular construction is not automatically beneficial under all circumstances. The transition from the current linear, high-impact, and wasteful construction practices to a circular, regenerative one can offer an alternative solution to the problem. Moreover, high education institutions can play an influential role in this transition. However, there is a knowledge gap regarding education for circularity in architectural design. This paper aims to address this gap. It presents an educational approach integrating circular design principles with mass timber and modular construction in the setting of an architectural design studio. This paper analyses the pedagogical methods employed and the learning outcomes of the design studio. The results showed students successfully integrated architectural design and knowledge of modular mass timber technology with an innovative circular rationale and exceeded the learning outcomes in two cases.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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".