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
The astrophysicist Lenea Grace (bio) sings karaoke on the first date dances in freezeframes likes my haircalls me on a Thursday went to CalTechdoesn't read obsesses over dark matter makes bitter coffeemakes me laugh is a Warren Zevon songa Vancouver fog a misty reflectiona steady hand smarter than you bends me overfucks me in two and the universe expands [End Page 91] Lenea Grace Lenea Grace is the author of A Generous Latitude (ECW Press, 2018) and her work has appeared in The Walrus, Best New Poets, The Malahat Review, The Fiddlehead, and elsewhere. Lenea is the 2017 winner of The Walrus Poetry Prize Readers' Choice Award for her poem "Echo". She lives in Gibsons, British Columbia. Copyright © 2018 University of Wisconsin Board of Regents
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 | 0.000 | 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) | 0.001 | 0.003 |
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