Autologous gastrointestinal reconstructive surgery
Bibliographic record
Abstract
PURPOSE OF REVIEW: Autologous intestinal reconstructive surgery has evolved over the past 3 decades from rescue to main surgical procedure in the multidisciplinary approach to short bowel syndrome (SBS) patients with intestinal failure. The purpose of this review is to clarify the actual place of intestinal reconstructive surgical techniques in the management of intestinal failure related to SBS and their relationship with intestinal transplantation. RECENT FINDINGS: Recent reports from centers of excellence in intestinal rehabilitation underline the efficacy and safety of autologous intestinal reconstructive surgery in patients with SBS. Outcome parameters as survival, parenteral nutrition weaning, and clinical conditions were improved in SBS patients treated by gastrointestinal reconstructive surgery. SUMMARY: Autologous intestinal reconstructive procedures are pivotal to achieve enteral autonomy in patients with intestinal failure related to SBS. They should be considered mutually supportive and not antagonistic to intestinal transplantation.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.002 |
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 source (direct Gemma or distilled Codex), 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".