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
SEASONS GREETINGS \nHome is where the heart is - and, in the UK, this is perhaps never more true than at Christmas. \nThe custom of sending Christmas cards in the UK began in the Victorian era. Early Christmas cards largely featured Christian imagery but, as the custom developed, images of Dickensian snow scenes and robins became popular. \nIn modern times, the population of the UK has changed dramatically since the Victorian era and, although a wide range of cards are now available, with humorous and secular cards offered alongside traditional themes, very few are available that represent the rich cultural diversity of people who call the UK home. \nSEASONS GREETINGS is a set of fashion illustrations produced by illustrator Carol Ryder. The tongue-in-cheek illustrations are presented as non-religious greetings cards, featuring models from a range of ethnicities, ages and body-types, to include people who are under-represented in the current seasonal offering.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.023 | 0.001 |
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