Wood Frame Building Response to Rapid-Onset Flooding
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
Floods are considered to be among the deadliest, costliest, and most common natural disasters. Rapid-onset, catastrophic floods inundate the shore quickly and manifest as deep water with high velocities, inflict great pressures and forces on the built and natural environments, and pose a threat to human safety. Current building codes, design practices, and disaster planning methods account for potential earthquake and wind loads on simple wood-frame buildings typical of North American residential construction. However, flood impacts have not been considered to the same degree of detail. A theoretical model is developed that describes flood impacts on wood-frame residential buildings and relates building response to flood depth and velocity. The failure mechanisms considered and the model logic are described and applied to assess the response of a typical Canadian wood-frame home to flood conditions that might be experienced in a rapid-onset flood event.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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