Bibliographic record
Abstract
Empire Day Certificate 1915. From the Overseas Club, given to Roy Buckley. There are 6 countries written on the certificate; Australia, New Zealand, Canada, South Africa, India and Newfoundland; There is also a quotation on the certificate taken from a poem by William Wordsworth. The text reads as follows: Overseas Club, Patron his Majesty the King General Buildings, Aldwych, London W.C. Empire Day 1915 This is to certify that Roy Buckley has helped to send some Comfort and happiness to the brave Sailors and Soldiers of the British Empire, fighting to uphold Liberty, justice, honour and freedom in the Great War. The underlying motive of the “Overseas Club” is to promote the unity of British subjects the world over. Its chief objectives are: (1) To help one another. (2) To render individual service to our Empire. (3) To draw together in the bond of comradeship British people the world over. (4) To maintain our Empire’s supremacy upon the Seas. The land we from our fathers had in trust. And to our children will transmit or die: This is our maxim, this is our piety; And God and Nature say that it is just.” (Wordsworth.)
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.699 | 0.608 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".