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
Extreme rainfall is one of the more serious disasters in recent years, and in recent years, many parts of the country have suffered from urban flooding generated under extreme rainfall, and the impact on transportation has been enormous. Researchers at home and abroad have found measures to cope with urban flooding in terms of transportation, but most of them are localized to explore the underground transportation or above ground transportation problems, and lack of a unified explanation. Therefore, the research theme of this paper is the measures of urban transportation to cope with urban flooding. The research method is as follows: this paper takes Zhengzhou City and several cities in Canada as examples and summarizes the impact of urban underground and above-ground transportation on extreme rainfall and the measures to cope with it in various places through the form of literature review. The study found that the improvement of drainage pipes for better drainage, as well as real-time monitoring of rainfall in the event of flooding, and the timely deployment of escape measures.
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