NCM volume 9 issue 2 Cover and Back matter
Bibliographic record
Abstract
Żelazowa 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 Żelazowa 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 Żelazowa Wola and has introduced a number of new details and findings.Żelazowa 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 Żelazowa Wola.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.830 | 0.799 |
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".