William Osler: Slow Pulse, Stokes-Adams Disease, and Sudden Death in Families
Bibliographic record
Abstract
In 1903, William Osler, then at Johns Hopkins University, published "On the So-Called Stokes-Adams Disease (Slow Pulse with Syncopal Attacks, etc.)" in The Lancet, classifying a syndrome in evolution. There are thinly disguised references to a brother and to himself in the article, suggesting that Osler was concerned about a family and personal predisposition. Osler's decision to move to Oxford was triggered in part by his personal concerns about cardiac disease. Then, in 1909, Osler contributed a chapter on Stokes-Adams disease to Allbutt and Rolleston's A System of Medicine, complemented by a brilliant pathologic section by the renowned anatomist-morphologist, Arthur Keith. Osler's original contributions involved his emphasis on the importance of family history, his careful clinical and natural history observations, and his recognition of the familial occurrence of bradycardia, Stokes-Adams disease, sudden death, and cardiomyopathy.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".