Medical staff and outpatients, Chogoria, Kenya, ca.1948
Bibliographic record
Abstract
“Outpatients await treatment in part of the old block built 1926. [L to R] Miss Burt, Dr Wilkinson, Dr Kenneth I. [Irvine] and Jackson are all seen in the doorway.” Exterior view of the original hospital building with medical staff and patients gathered at the entrance. Sister Margaret Burt was the hospital Matron; John Wilkinson became the medical Superintendent in1961and was the author of ‘The story of Chogoria’; Kenneth Irvine, the son of Dr Irvine, graduated in 1948 and spent his pre-registration year working at Chogoria; and Jackson Chabari was the senior hospital assistant. ❧ The image is from the collection of Dr Archibald Clive Irvine (1893-1974) showing the period from 1947-1961 at the Chogoria mission which was established near Mt Kenya, in 1922, and run by Dr Irvine.
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 | 0.000 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.012 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.077 | 0.039 |
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".