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
Abstract The main and most important subject of the article is Rafał Malczewski, who in the interwar period belonged to the elite of the Warsaw intelligentsia. He was successful as a painter, writer, and journalist, collaborating with the most prestigious magazines of the time. The article focuses on Malczewski’s literary output in exile following World War II, after he had settled in Montreal in 1942. Relying primarily on Rafał Malczewski’s correspondence with the poet Jan Lechoń and with the editor in chief of the London publication Wiadomości, the article shows the important role in Malczewski’s life of literary work, which saved him from existential apathy and depression. He collaborated with Wiadomości, one of the most important Polish literary magazines published in exile after World War II. The correspondence between Malczewski’s partner of many years, Zofia Mikucka-Malczewska, and Mieczysław Grydzewski, describes the events surrounding the creation of the special issue of Wiadomości devoted to the writer.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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