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
At the heart of Karyotype is the Beauty of Loulan, a woman who lived four thousand years ago, her body preserved in the cool, dry sands of the Taklamakan Desert. Karyotype's poems range from the title sequence, which explores the DNA and woven textiles of this woman and her vanished people (a karyotype is the characteristic chromosome complement of a species), to the firebombing of the National Library of Sarajevo, from an abecedarian hymn on the International Red Cross "Book of Belongings" to the experience of watching the televised invasion of Iraq in the dark of a Montreal night. The Beauty of Loulan becomes a symbol of the ephemerality of human genetic and cultural texts, and of our chances for survival. And then there was Liu Baiqiang sentenced to eighteen years for "Counter-Revolutionary Incitement" who attached words to the legs of locusts Tyranny! Long Live Freedom! and flung them over the walls of his prison, into the air. From publisher description.
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 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.004 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.050 | 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