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Record W4387129587 · doi:10.3138/cjhh.616-102022

‘I Was Only the Impresario – the Managing Director’: J.J.R. Macleod and the Pragmatics of the Discovery and Development of Insulin

2023· article· en· W4387129587 on OpenAlexaff
Christopher J. Rutty

Bibliographic record

VenueCanadian Journal of Health History · 2023
Typearticle
Languageen
FieldMedicine
TopicDiabetes Management and Research
Canadian institutionsPublic Health OntarioUniversity of Toronto
FundersSanofi
KeywordsInsulinManagementComputer scienceArt historyPsychologyHistoryMedicineInternal medicineEconomics

Abstract

fetched live from OpenAlex

On 7 November 1923, when J.J.R. Macleod announced that he would split his half of the Nobel Prize with J.B. Collip, following F.G. Banting splitting his half of the prize with C.H. Best, a reporter asked Macleod to assess his share in the discovery of insulin. "Oh, I was only the impresario - the managing director," he replied. Whether Macleod deserved the recognition with Banting of the Nobel Committee for the discovery of insulin, it is certainly clear that the discovery, and especially its efficient development into a remarkably effective diabetes treatment, would not have happened without Macleod's knowledge and laboratory research experience. Nor would it have happened without his leadership and, especially, without his acumen as the managing director, or impresario, of the insulin enterprise.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.007
metaresearch head score (Gemma)0.016
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.991
Threshold uncertainty score0.130

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.016
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0090.009
Scholarly communication0.0100.006
Open science0.0010.002
Research integrity0.0040.010
Insufficient payload (model declined to judge)0.0050.002

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 head0.032
GPT teacher head0.267
Teacher spread0.235 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2023
Admission routes1
Has abstractyes

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