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
Memory is stored in the body. Memory sprouts in families and is transmitted from one generation to the next. Memory imprints at the level of bone. In Bonememory , Anna Veprinska bares down to the marrow. An expert lyric poet writing at the intersection of memory and pain, Veprinska fearlessly traces intergenerational histories of struggle and survival. This collection confronts the indelible marks left by immigration, the Holocaust, Canadian settler-colonialism, and the Russian invasion of Ukraine. Amid these various upheavals, Veprinska finds herself within her own body, facing chronic illness and navigating disability. Bonememory is an investigation of history and memory studded with moments of insight and revelation. Written with a keen eye and close attention, these poems balance lyrical tenderness and formal experimentation, never forgetting that extending into another can be an act of care and an act of invasion.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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