Bibliographic record
Abstract
PURPOSE OF REVIEW: The dramatic results of the Edmonton Protocol in 2000 triggered tremendous excitement over the application of pancreatic islet transplantation as a viable approach to achieving consistent insulin independence in type 1 diabetic patients. However, this optimism in the field was tempered by follow-up studies showing frequent attrition of graft function commonly requiring a return to exogenous insulin therapy within 1-3 years after transplant. The purpose of this review is to put these initial studies in perspective and to highlight progress and challenges in this important field. RECENT FINDINGS: Recent clinical and experimental findings demonstrate a progressive improvement in the function and durability of islet allografts. Induction therapies targeting T lymphocytes and costimulatory pathways have been highly effective at promoting islet transplant function. It is also apparent that islet injury associated with metabolic distress provides a nonimmune barrier to islet transplant outcomes. SUMMARY: Newer therapeutic interventions show great promise for attenuating the adaptive immune response to islet allografts. Also, clarifying the mechanisms of metabolic-related tissue distress may provide additional potential targets for improving islet graft outcomes.
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 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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".