Endoscopy Deliverable and Mushroom-Cap-Inspired Hyperboloid-Shaped Drug-Laden Bioadhesive Hydrogel for Stomach Perforation Repair
Bibliographic record
Abstract
Gastrointestinal tract perforation is a full-thickness injury that causes bleeding and fatal infection of the peritoneum. This condition worsens in an acidic gastric environment which interferes with the normal coagulation cascade. Current endoscopic clips to repair gastric perforations are ineffective, and metal or plastic occluders need secondary surgery to remove them. Herein, we report a self-expandable, endoscopy deliverable, adhesive hydrogel to block gastric perforation. We found the nanosilica coating significantly enhanced the adhesive strength even under a simulated strong acidic stomach environment. The developed device was disulfide cross-linked for the reducible degraded gel. By loading with vonoprazan fumarate (VF) and acidic fibroblast growth factor (AFGF), the hyperboloid-shaped device can have a sustained drug release to regulate intragastric pH and promote wound healing. The gel device can be compressed and then expanded like a mushroom when applied in an acute gastric perforation model in both rabbits and minipigs. By utilizing a stomach capsule robot for remotely monitoring the pH and by immunohistochemical analysis, we demonstrated that the compressible hyperboloid-shaped gel could stably block the perforation and promoted wound healing during the 28 days of observation. The real-time pH meter demonstrated that the gel could control intragastric pH above 4 for nearly 60 h to prevent bleeding.
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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 | 0.001 | 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".