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Record W2030960464 · doi:10.1373/clinchem.2013.218297

Physicians, Scientists, and the Wider Culture: Sir William Osler

2014· article· en· W2030960464 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueClinical Chemistry · 2014
Typearticle
Languageen
FieldMedicine
TopicHistory of Medical Practice
Canadian institutionsnot available
Fundersnot available
KeywordsGraduation (instrument)SpellMedical schoolGeorge (robot)ClassicsMedicineAcademic medicineGerontologyHistoryMedical educationArt historySociologyAnthropology

Abstract

fetched live from OpenAlex

Sir William Osler (1849–1919) is regarded by many in the English-speaking world as the greatest physician of his time (1, 2). He made significant research contributions during his early career and was an accomplished pathologist. However, his most important legacy is his contribution to clinical medicine and medical education. Throughout his life he was also extensively involved in creating a professional and academic infrastructure for science-based medicine, which included setting up learned societies, journals, and laboratories. Osler was born in Canada and studied medicine at the Toronto School of Medicine and subsequently at McGill University. After graduation he visited Europe. On his return to Canada, after a short spell in general practice, he moved to McGill University, where he became a professor in 1875. In 1884 he moved to the US and became the chair of clinical medicine at the University of Pennsylvania. In 1889 he went to Johns Hopkins University, where he became chief of medicine and one of the pillars of the School of Medicine, contributing to its transformation into one of the world's leading medical institutions. In 1905 he retired and moved to England, taking the post of Regius Professor of Medicine at Oxford University, where he remained the rest of his life. King George V conferred a baronetcy on Osler in 1911. Anton Chekhov, discussed earlier in this series (3), was a physician …

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 imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.010
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.228
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.002
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.024
GPT teacher head0.347
Teacher spread0.323 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it