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
Best known for his great novels, War and Peace and Anna Karenina, Tolstoy remains one the most important nineteenth-century writers; throughout his career which spanned nearly three quarters of a century, he wrote fiction, journalistic essays and educational textbooks. The specially commissioned essays in The Cambridge Companion to Tolstoy do justice to the sheer volume of Tolstoy's writing. Key dimensions of his writing and life are explored in essays focusing on his relationship to popular writing, the issue of gender and sexuality in his fiction and his aesthetics. The introduction provides a brief, unified account of the man, for whom his art was only one activity among many. The volume is well supported by supplementary material including a detailed guide to further reading and a chronology of Tolstoy's life, the most comprehensive compiled in English to date. Altogether the volume provides an invaluable resource for students and scholars alike.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 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