60795: Photograph of three American Officers and one British
Bibliographic record
Abstract
Note on back of the photo reads: "Canada right of picture. Three Americans on Coulter's right". From other items in the collection Coulter is probably an RAMC doctor? Date and location unknown but probably France 1918. Part of a large collection of photos and other memorabilia relating to the life and work of John Livingston (1872-1959), Barrow-in-Furness, Scotland, who served as a surgeon with the rank of Captain in the Royal Army Medical Corps (Territorial Force) in France during the Great War. Livingston obtained medical degrees from Glasgow “ later moving to Barrow, as GP. He married Annie Walker in 1899, a hospital nurse. The sister of John Livingston was the grandmother of John Jenkinson. The complete archive of Livingston (and his wife Annie and son Ian) was received by Sue and John Jenkinson after a cousin's death, being the last of his relatives.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.480 | 0.285 |
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".