Bibliographic record
Abstract
During the twelve-year period from the appearance of Mashen ’ ka to the publication of Dar , the last novel he was to write in Russian, Nabokov produced a body of work unmatched by any twentieth-century Russian novelist. That may sound like an extravagant claim, but I think it stands up. Ivan Bunin’s fiction, although it rightly won him a Nobel Prize, does not have the range or depth of Nabokov’s. Mikhail Bulgakov is often thought of, somewhat unfairly, as the author of one immortal novel, Master i Margarita ( The Master and Margarita ), but even if we add in works such as Belaya gvardaya ( White Guard ) and Sobachie serdtse ( Heart of a Dog ), the verdict is clear: Nabokov had the opportunity and the ability to do more and to do it better. The other Russian writers who inevitably come to mind when such claims are being discussed, Pasternak and Solzhenitsyn, also won Nobel Prizes and obviously made monumental contributions to world literature. However, Pasternak is best known in his own country for his lyric poetry and translations from Shakespeare. In Solzhenitsyn, we have a writer of similar stature to Nabokov, particularly if one has no qualms about placing political novelists alongside more aesthetically minded ones. That he does not extend the possibilities of fiction in the way that Nabokov does is just as obvious. The only other serious candidate is Andrey Bely. His novels Serebryany golub ( The Silver Dove ), Petersburg and Kotik Letaev make him a crucially important figure in twentieth-century literature, but the effects of his anthroposophical beliefs and his attempts to adapt himself to Soviet aesthetics make the fiction he wrote in the Soviet period somewhat anti-climactic. In the end, some of these comparisons may well be invidious, because the criteria used to make such judgements are ultimately somewhat arbitrary. This is no great matter, as long as Nabokov’s achievement is given its proper due. These keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.003 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.012 | 0.003 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".