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Record W2004186815 · doi:10.1002/pdi.476

Islet transplant – a secure future for cellular replacement therapy in diabetes

2003· article· en· W2004186815 on OpenAlexaffabout
AMJ Shapiro, J.R.T Lakey

Bibliographic record

VenuePractical Diabetes International · 2003
Typearticle
Languageen
FieldMedicine
TopicPancreatic function and diabetes
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsMedicineImmunosuppressionTransplantationIsletXenotransplantationDiabetes mellitusType 1 diabetesType 2 diabetesIntensive care medicineInsulinSurgeryImmunologyInternal medicineEndocrinology

Abstract

fetched live from OpenAlex

Abstract Outcomes in clinical islet transplantation have recently been transformed, following the introduction of steroid‐free, sirolimus based immunosuppression and the development of more refined methods for islet isolation from the donor pancreas. With the ‘Edmonton Protocol’, currently 85% of patients (28 completed transplants) remain free of insulin at the one year time‐point, and three in four patients remain free beyond three years. Variants of this protocol have now been successfully replicated in over 150 patients worldwide. Complete normalisation of glycated haemoglobin suggests that this therapy is likely to prevent, stabilise and possibly reverse early complications of diabetes. Progress with single donor islet transplant will allow many more patients with type 1 diabetes to be treated, but will fail to meet the enormous demand for this type of therapy. Development of safer, low‐dose anti‐rejection therapies with very low risk of cancer or infectious complications is likely to further broaden the indications for islet transplant therapy in diabetes. If tolerance (or near‐tolerance) could be safely induced, protecting against both autoimmune and alloimmune rejection, then islet transplantation could possibly be applied in children, possibly allowing the use of laparoscopic live donor distal pancreatectomy to expand the available donor source. Recent progress both in stem cell biology and in xenotransplantation suggests that ultimately a limitless source of insulin secreting tissues will be found. The light at the end of the tunnel for patients with type 1 diabetes just got brighter. Copyright © 2003 John Wiley & Sons, Ltd.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.757
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.021
GPT teacher head0.299
Teacher spread0.279 · 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.

Study designObservational
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

Citations2
Published2003
Admission routes2
Has abstractyes

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