Development of a human pancreatic islet-transplant program through a collaborative relationship with a remote islet-isolation center
Bibliographic record
Abstract
BACKGROUND: With the development of the Edmonton Protocol, pancreatic islet transplantation (PIT) now offers insulin-dependent diabetic patients metabolic stability. The PIT Food and Drug Administration (FDA) regulations, pancreatic islet isolation (PII) techniques, and clinical PIT protocols are challenging and make PIT program development daunting. PURPOSE: Review of the establishment of a PIT program through a collaborative relationship with a remote PIT/PII center. METHODS: Four key elements are required: (1) development of a collaborative relationship with an established PIT/PII center, (2) achievement of institutional review board and FDA approval at both centers, (3) generation of standard operating procedures, and (4) development of a multidisciplinary PIT team. RESULTS: Securing a collaborative relationship with an experienced PIT/PII center permitted our program to develop in less than 18 months. Twenty-two PITs were completed in the first clinical year. CONCLUSIONS: Collaboration with an experienced PIT/PII center allows developing programs to focus on patient safety and care, prudent use of pancreata, and consolidates PII expertise and experience.
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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) | 0.000 | 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 | 0.000 |
| 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".