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
The historical events that predetermined the current state of domestic railways in the context of the daily life of compatriots are described. It is emphasized that, having given birth to a new tradition of messages, the Russians have created a new system of relations with the world. The railroad played a leading role in this and has a long and honorable history. The railway, the famous Russian cast-iron, has a long and honorable history. They gave a huge impetus to the development of mail and telegraph (the telegraph was already on the first highway St. Petersburg — Moscow, Tsar Nicholas expressed the liveliest interest in it, asked the telegraph operator to find out the weather in St. distance. Subsequently, the appearance of the cast iron changed: a contact network with a walking row of poles, modern locomotives and wagons, reinforced concrete sleepers, standard structures came to it, a train ticket can be taken without leaving home — this is inevitable and correct. In 1988, the railways of the USSR carried a quarter of the world freight turnover. Without railways, one cannot imagine the history and fate of the Russian state, and literally in all areas of its life.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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) | 0.001 | 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