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
An overview of the many recent cases of roof collapse and the collapse of other portions of buildings in the United States and Canada is given. This paper discusses many of the recent cases of collapses of buildings or portions of buildings that usually get only local news coverage. In most cases roofs collapse under heavy snow loads, although some also fail under wind or rain loads. Many example cases are given based on information collected from local news coverage and other sources. In most cases, the collapse occurs in ordinary buildings and there are few, if any, serious injuries. In many cases the building gives the occupants some warning of collapse and people escape. One exception to the lack of injuries occurs when a wood deck fails. When a wood deck fails, the deck is usually loaded with people. Surprising, the frequency of collapse may be higher in schools and firehouses. Collapse of a portion of a school or a firehouse is upsetting to the public, even when there are no injuries.
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) | 0.002 | 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