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
From publisher:Nina, her son Christopher in tow, flies to Malta for one last visit with her aging parents.Her previous attempt to see them ended in tears. Disowned for falling pregnant while at university in England, she was not allowed into the house.This will be her final chance to make her peace with them.Reviewer:‘Haunting, heartfelt and beautiful’ CHRIS CLEAVEBut Malta holds more secrets and surprises than Nina could possibly imagine. What she finds is not the land of her youth, a place full of memories and happiness. Instead she meets dead people. Lots of them.Malta, it transpires, is a transit lounge for recently deceased spirits and somehow Christopher enables her to see them, speak with them and help them.And, in return, they help Nina come to terms with her own loss. One so great that she has yet to admit it to herself.Like Bees to Honey is a story of family, redemption and ghosts. It is a magical tale that will live with you long after you finish reading.
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 | 0.000 | 0.000 |
| Open science | 0.003 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| 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