Boundaries of the Political: From the Late Imperial to the Early Soviet Period / Granitsy politicheskogo vtoroi poloviny XIX-pervoi chetverti XX vv.
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
This book present the papers, commentaries, and discussions from the 12th International Colloquium in Russian History, held in June 2023 with the participation of scholars from Britain, Canada, Germany, Russia, Switzerland, and the United States. The conference considered the spatial contexts of political processes in Russia from he mid-nineteenth to the early twentieth century, including the physical, functional, and symbolic aspects of space, and the complexities of political space in Russian history. The papers are divided into five sections, reflecting the thematic organization of the conference: the Boundaries of Society; Territory; Empire; Crossing Boundaries; and the Boundaries of Legality.
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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.007 | 0.013 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.006 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| 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