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
Processes of intensification lead to some unforeseen consequences. One such unplanned consequence is the rearrangement of existing buildings in new or revised spatial patterns. In pursuit of higher densities, large lot suburban development inherited from previous generations – the quarter-acre section - is “intensified” by cross-leasing rear gardens. The site frequently has greater commercial value than the existing buildings. Where the existing house is below the value expected by the market a house mover can be contracted to saw the building into sections, and truck it away to another, lower value site. In larger developments several houses may be shifted off a site to clear space for higher density new housing. \nHouses subjected to this rearrangement are known as “re-locatables”. They are displayed in “relocatables yards”, from which they can be purchased for re-use elsewhere. The practice is known in other countries where timber frame construction is a standard house-building method, but is thought to be a more popular habit in New Zealand, where up to 10% of the annual housing supply is affected by moving buildings. There are casualties in this process including historical reliability of the urban landscape; but there is also an argument in favour, since analysis shows that the practice of re-cycling has merit as a sustainable building supply methodology. This paper explores the increasingly temporary nature of the built environment in New Zealand’s cities: the temporary reality of suburbia as a phenomenon of, on one hand, a socio-cultural disinterest in permanence of place, and on the other, a building culture of light-weight construction that can readily relocate its products.
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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 it