NATURE-BASED INFRASTUCTURE MODELLING IN AN INTERTIDAL ENVIRONMENT EXPOSED TO STORM SURGES
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
Boundary Bay is an intertidal embayment on the eastern coast of the Salish Sea in British Columbia, Canada. Topographically steered winds result in the focusing of storm surges and wind-driven surface waves into this bay, across the mud flats, and into tidal channels and salt marshes. The bay is rimmed by a network of coastal dykes, which provide some coastal flood protection to communities, infrastructure, and agricultural land. However, the rapidly changing climate is driving rising sea and groundwater levels and coastal erosion. Without intervention, these climate-driven processes are expected to result in coastal squeeze, overtopping, and eventual dyke failure in Boundary Bay. Rather than continually reinforce the existing dykes, a local government and First Nation partnership has initiated the construction of a nature-based solution pilot, which aims to stimulate wave attenuation and prevent landward flooding. (City of Surrey 2022)
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 | 0.000 | 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