Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The Canadian physician Sir William Osler is a key figure in the history of modern medicine. He encouraged lifelong learning for doctors, starting with bedside teaching. Contemporary with Old World figures such as Pasteur in Paris and Virchow in Berlin, he played a major role in raising awareness among clinicians of the importance of the scientific basis for the practice of medicine. He championed a rational approach to treatment and did much to encourage avoidance of 'unnecessary drugging' by prescribers. He is credited with playing a key role in improving education of medical students and postgraduate education of doctors, with important benefits for the care of hospital patients. He also had a major influence on his medical colleagues through founding and leading medical societies. A century on from his death in December 1919, his specific contributions and how he achieved them are not well known. The aim of this article is to consider the evidence that Osler was an influential medical leader and to reflect on the extent to which the achievements which resulted from his leadership are relevant to modern clinical medicine. Questions of interest include his leadership style, what made for his success as a leader, his medical achievements both in North America and in England, his own insight into leadership and how he was viewed by his peers.
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.
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 | 0.004 | 0.016 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.006 |
| Insufficient payload (model declined to judge) | 0.132 | 0.017 |
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 it