Rethinking the Malaysian Affordable Housing Design Typology in View of Global Warming Considerations
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.
Bibliographic record
Abstract
With the advent of the global warming and the resulting climate change, many sectors of a country’s socio-economic activities have taken several initiatives to reduce environmental destruction without compromising human physiological and psychological needs. This includes human need for comfortable and affordable homes. Over the years, the design typologies for affordable housing have evolved from a two-bedroom to a compulsory three-bedroom dwelling in order to address the cultural need to separate siblings of different sexes in separate rooms. Build up area from the initial 550 square feet has risen to the now 700 square feet. This article advocates for a more humane design to include the element of environmental comfort to come into play in the design typology for future affordable housing even though some compromises have to be made in terms of price. This paper compares the existing affordable housing design status quo and suggests a new design paradigm in view of the requirements by the Malaysian Green Building Index.
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 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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it