Microencapsulated Pancreatic Islet Allografts Into Nonimmunosuppressed Patients With Type 1 Diabetes
Why this work is in the frame
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Bibliographic record
Abstract
Time-related decline of human islet allograft (TX) function in generally immunosuppressed type 1 diabetic patients (1–5) has led us, after years of preclinical study (6), to initiate a phase 1 pilot clinical trial of microencapsulated TX into 10 nonimmunosuppressed patients with type 1 diabetes, under permission and surveillance by the Italian Ministry of Health (file no. 19382, PRE 805, 5 September 2003). ### Human islet procurement Human islets were isolated from single-donor pancreases according to the Edmonton protocol (1). Only preparations complying with standard quality control criteria (1) were considered for TX. The islets were cultured for 24 h in HAM F12 (Celbio, Milano, Italy), supplemented with antibiotics and 1.25% human albumin (Kedrion Spa, Milano, Italy) at 37°C in 95% air/CO2. ### Microencapsulation The islets were washed and thoroughly mixed with 1.6% endotoxin- and pyrogen-free sodium alginate (Stern Italia, Milan, Italy) that had been highly purified according to U.S. Pharmacopeia. Upon extrusion …
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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 it