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 article raised the question of dialogue national literatures. The urgency of this problem is caused by the need to study the processes and outcomes of interaction between different ethnic, cultural and philosophical systems, reflected the artistic consciousness of the modern era. This problem is discussed in the article on the material of the Nobel Prize for Literature (2013) contemporary Canadian writer Alice Munro (b. 1931). The purpose is to identify the conditions and methods of artistic interpretation of Russian literary classics in the works A. Munro, which is a favorite genre of story. By “Russian theme” here refers primarily to images, motifs and plot situations Russian classical literature, which act in the art world as factors A. Munro encoding ideas about Russia. The methodology of the study put the comparative historical approach, combined with elements of historical and cultural, biographical, intertextual and hermeneutical methods. It is proved that the basic way of introducing classical pretext to text stories A. Munro is an allusion. In this allyuziynost may be inherent in both story line of the Canadian writer of short stories and individual images or motives. Allyuziynosti source most frequently used Russian classic novel, first of all Leo Tolstoy novel. And this despite the fact that the North American literary criticism for the name stuck A. Munro “our Chekhov”.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.004 | 0.004 |
| Meta-epidemiology (broad) | 0.004 | 0.002 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.003 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.004 | 0.002 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.034 | 0.007 |
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