“Our master & father at the head of physick”: the learned medicine of William Cullen
Bibliographic record
Abstract
This is a study of Dr. William Cullen (1710-1790), the Scottish chemist, \nphysician, and professor of medicine, who played a significant role in the Scottish \nEnlightenment. \nI argue that Cullen was both a more unorthodox figure in Scottish medicine \nthan he is generally depicted, as well as a more ambitious one. Despite his \ncontroversial doctrines, he skillfully managed the hierarchy of his profession and \nreached the pinnacle of success as a learned physician in the Scottish Enlightenment. \nI explore Cullen’s life and thought from different angles. I explicate his \npedagogical persona and philosophy of medicine, both of which shaped the \nexperiences of his pupils. I show how his neurophysiology was rooted in his \ncontentious interpretation of the nature of the nervous fluid. And I provide a detailed \nlook at Cullen’s understanding of hygiene, or the art of health—a rarely-studied \ncomponent of his practice of medicine.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 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 teacher head, 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".