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
Likened to a second Tsar in Russia and attaining prophet-like status around the globe, Tolstoy made an impact on literature and the arts, religion, philosophy, and politics. His novels and stories both responded to and helped to reshape the European and Russian literary traditions. His non-fiction incensed readers and drew a massive following, making Tolstoy an important religious force as well as a stubborn polemicist in many fields. Through his involvement with Gandhi and the Indian independence movement, his aid in relocating the Doukhobors to Canada, his correspondence with American abolitionists and his polemics with scientists in the periodical press, Tolstoy engaged a vast array of national and international contexts of his time in his life and thought. This volume introduces those contexts and situates Tolstoy—the man and the writer—in the rich and tumultuous period in which his intellectual and creative output came to fruition.
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 | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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