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Record W4392189042 · doi:10.3390/biomedicines12030533

100 Years since the Discovery of Insulin, from Its Discovery to the Insulins of the Future

2024· article· en· W4392189042 on OpenAlexaboutno aff
Carmen Lambert, Elías Delgado

Bibliographic record

VenueBiomedicines · 2024
Typearticle
Languageen
FieldMedicine
TopicDiabetes Management and Research
Canadian institutionsnot available
Fundersnot available
KeywordsKetonuriaGlycosuriaMedicineDiabetes mellitusInsulinDiseaseIntensive care medicinePediatricsInternal medicineEndocrinology

Abstract

fetched live from OpenAlex

The term diabetes first emerged in the 3rd century BC, in a reference by Demetrius of Apamea, who described the disease as a dropsy in which any liquid ingested is eliminated in the form of urine. However, the great discovery that revolutionized this field came from the Canadian doctor Frederick Banting, who together with his student and assistant Charles Best, managed to isolate insulin and treat a patient with diabetes on 23 January 1922. This patient was Leonard Thompson, and the results obtained from him were surprising. His glycosuria and ketonuria disappeared and his blood glucose returned to normal. He received daily injections and lived 13 more years. Advances in the treatment of diabetes have been numerous in the 100 years since its discovery. In this review, we recapitulate the most important events that have occurred, and where research is progressing today.

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 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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
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 score0.410
Threshold uncertainty score0.188

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
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 head0.017
GPT teacher head0.289
Teacher spread0.273 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
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

Citations9
Published2024
Admission routes1
Has abstractyes

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