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
Namie town in Fukushima Prefecture suffered from the Fukushima nuclear disaster. Namie Town was originally called Koya Town. During the Edo period, the town of Namie had many large fires, so it was named Namie, which means water in Japanese. In February 1859, 90% of the town of Namie was destroyed by fire. Since then, the city's districts have changed significantly. The town's inhabitants moved out of their old homes and formed a new town. In 1882, the ‘Namie Eki Kansenhi’ was erected to commemorate the change in urban planning. This was to raise awareness of fire prevention among the townspeople. However, even after the monument was erected, large fires occurred frequently in Namie. A monument is a symbol of the will to commemorate, pray for, or honor a person or an event, and to pass it on to future generations. However, just having a monument is not enough. The ‘Namie Eki Kansenhi’ shows the need to enlighten the significance of the monument.
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 | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.015 |
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