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
Introduction. 1. When All the World was Slime, Sally Hanson, North Wales. 2. The Self is a Telling: A Child's Tale of Alien Abduction, David le Vay, Surrey. 3. Jeffrey the Dog: A Search for Shared Meaning, Sue Allanson, NSPCC, Derbyshire. 4. All That Glitters is not Gold: Getting a Family, Ruth Watson, London. 5. In the Wake of the Monster: When Trauma Strikes, Alison Kelly, London. 6. The Wounded Hero, Maureen Scott-Nash, Hertfordshire. 7. Finding the Way Back Home: Children's Stories of Family Attachment, Sheila Hudd., London. 8. The Narrow Road to the Deep North: Tracking a Life, Ann Cattanach, Inverness-shire. 9. The Biography Laboratory: Co-creating in Community, Christine Novy, Concordia University, Montreal, Canada. Index.
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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.054 | 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