Dr. Marjory Warren: The Mother of Geriatrics
Bibliographic record
Abstract
Marjory Warren (1897 - 1960) was a person with innovation and dynamism. Her work was missionary and her proposals visionary. She was a surgeon to start with, and yet she created geriatrics out of medicine. She advocated practising geriatrics as a specialist, and yet she emphasized the importance of generalist training. She argued for having separate wards with environment and caring process appropriate for elderly patients, but she insisted that these wards should be an integral part of a general hospital with equal access to diagnostic and therapeutic facilities. She was thankful that she was not distracted by fame during her early endeavours so that she could quietly build up this special branch of medicine. Her concern for human life, not only for the unwanted and unfittest elderly patients but also for her passengers, ended up in her tragic death in a car accident at the age of 62. Her work continues to influence and inspire those who share her conviction that elderly people deserve the best care.
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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 | 0.001 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.003 | 0.010 |
| Insufficient payload (model declined to judge) | 0.012 | 0.007 |
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".