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 article is an introduction to an in-depth critical analysis of the artistic oeuvre of Bronka Michałowska—a Polish painter and author of a substantial collection of ceramic works. Michałowska’s artistic activity has been presented in the manuscript in the context of her immigrant experience which includes the artist’s short stay in London, and later in Canada (Toronto) where she lived for sixty years and where she died in the year 2015. The article examines several main stages in the whole collection of Michałowska’s ceramic works which include the creation of: ceramic paintings with figural and floral representations, symbolic and allegorical works, and ceramic murals that resemble stained glass-work. A separate study has been dedicated to Michałowska’s household ceramic objects such as multipiece fiance sets, vases, bowls, teacups, and mugs, as well as to the possible sources of her artistic (painterly) inspirations; for example, the work of such artists as Henri Matisse, Tom Thomson, and Arthur Lismer.
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 | 0.000 | 0.001 |
| 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 | 0.001 |
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