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
Dr Alan Betteridge, who died on 7 July 2024, developed extraordinarily wide intellectual interests. The philosophy he lived by was rooted in three traditions: existentialism, ecology and humanism; and his funeral, held on 28 July, was conducted beautifully by a humanist celebrant – just as Alan would have wanted. As the Halifax Archivist, Alan brought to this post both his deep knowledge of West Yorkshire history and up-to-date professional policies and practices. I worked with Alan in many contexts. But probably his greatest contribution for me was his conservation of the Anne Lister diaries (1791–1840), stored within the extensive Shibden Hall papers. Her journals came to international attention and acclaim in 2019 with Sally Wainwright’s TV drama series ‘Gentleman Jack’ (BBC1/HBO). Alan had an impressively mobile academic journey. He was born on 1 November 1942 in the West Yorkshire pit village of Ferry Fryston. His father, a jazz drummer, left the family during Alan’s childhood. An only child, he was brought up by his mother. Always quietly studious, Alan went from grammar school to King’s College London, where he studied French and German. After two years in Germany and a spell teaching in a secondary modern school in Wakefield, he decided it would suit him better to do a postgraduate degree in librarianship at Leeds University.
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 | 0.001 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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