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
Erika Gottlieb’s narrative is a transgenerational family memoir, a search for identity, and also the testimony of the protagonist Eva Steinbach, the thinly disguised authorial self, a child survivor of the Holocaust in Hungary, which provides a larger historical perspective for the personal narrative written in Canada. The satisfactory completion of the tasks involved in these three strands of Gottlieb’s life writing depends on how successfully memories can be preserved without allowing them to paralyze the remembering subject. Since these three themes are inseparable from each other, they can only result in self-understanding and healing for the author/protagonist if they evolve together. At the same time, Gottlieb’s narrative is intricately linked to her artwork, which calls for an intermedial discussion of the book to reveal how the graphic images further enhance the protagonist’s struggle to comprehend herself. While the multi-layered text is constructed in a non-linear structure, the sketches and paintings incorporated in it are employed to fulfill various functions. They serve both as illustrations of characters and locations at times, while on other occasions they are made to serve as structural devices. When describing or representing existing artwork, the text also turns into ekphrastic writing at certain points, thus multiplying the interpretative possibilities opened up and the aesthetic impressions created. (MP)
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| 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