Preliminary Study on Intrasplenic Implantation of Artificial Cell Bioencapsulated Stem Cells to Increase the Survival of 90% Hepatectomized Rats
Bibliographic record
Abstract
We implanted artificial cell bioencapsulated bone marrow mesenchymal stem cells into the spleens of 90% hepatectomized (PH) rats. The resulting 14 days survival rate was 91%. This is compared to a survival rate of 21% in 90% hepatectomized rats and 25% for those receiving free MSCs transplanted the same way. Unlike free MSCs, the bioencapsulated MSCs are retained in the spleens and their hepatotrophic factors can continue to drain directly into the liver without dilution resulting in improved hepatic regeneration. In addition, with time the transdifferentiation of MSCs into hepatocyte-like cells in the spleen renders the spleen as a ectopic liver support.
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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) | 0.001 | 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 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".