NCM volume 9 issue 2 Cover and Back matter
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
elazowa Wola is linked inseparably with Fryderyk Chopin: it is the place where the Polish composer entered the world two hundred years ago. Although the Chopins moved permanently to Warsaw when Fryderyk was still an infant, the whole family regularly returned to elazowa Wola on summer and church holidays. Mariola Wojtkiewicz is the first to set in order the history of this place -from the moment when Ludwika Skarbek purchased the estate up to contemporary times. Drawing on extant documents, she has sought to verify and account for some of the widespread misconceptions relating to elazowa Wola and has introduced a number of new details and findings. elazowa Wola. This history of Chopin's Birthplace, written in an accessible style and embellished with numerous illustrations, is meant for a broad readership with an interest in acquiring reliable knowledge that reflects the state of research into the history of elazowa Wola.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.928 | 0.980 |
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