Underground Expansion of a 27-Year Old Cultural Centre Excavation and Foundation Reuse Concerns
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
This paper addresses the geotechnical, structural and construction issues, with emphasis on the geotechnical issues, which had to be taken into consideration in the 2005 basement construction below a 930m2 one-storey Cultural Centre supported primarily by cast-in-place (bored) concrete piles. The Cultural Centre was constructed in 1978 with a partial basement and extensions undertaken beneath its footprint in 1984 and 1993. Due to the unavailability of the original geotechnical report a new geotechnical investigation was undertaken from which capacities were evaluated for the original piles, as well as for the piles influenced by the proposed basement construction. After much discussion, which included the use of helical piles to enhance the capacity of the existing piles, spread footings were constructed around a few critical piles. Basement construction has since been completed without any problems. This case study demonstrates some of the concerns in reusing existing foundations, when design and construction records are unavailable.
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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 | 0.000 | 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) | 0.000 | 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