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
A Polish-Canadian literary mosaic Dzieci stamtd. Nawet ptaki umilky (Children From Th ere. Even Th e Birds Turned Silent), in French original: Ces Enfants d'ailleurs. Mme les oiseaux se sont tus), written by Arlette Cousture -reached Polish readers over twenty years aft er its premiere on the French-Canadian book market. Its publication in Polish (Dzieci stamtd. Nawet ptaki umilky, 2017 2 ) coincided with a double jubilee -the 150 th birthday of the Confederation of Canada and the 75 th anniversary of diplomatic relations between Poland and Canada. Th e fi rst volume of this family saga, divided into six parts, was translated from French into Polish by three women: Iwona Badowska (parts 1-2), Grayna Majcher (parts 3-4) and Katarzyna Chojnowska (parts 5-6). It was a courageous 'joint venture' which perhaps carried the risk that the Polish text would become a work written in three diff erent literary styles.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.004 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.002 |
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