EUS-guided gastroenterostomy for treatment of afferent limb syndrome
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Afferent limb syndrome (ALS) is an important yet underrecognized adverse event after gastrojejunostomy or Rouxen-Y reconstruction surgeries with diverted biliary limb.ALS refers to the obstruction of the afferent limb or biliary limb, leading to symptoms such as vomiting, abdominal pain, biliary obstruction, pancreatitis, and cholangitis. 1ALS can occur from several benign and malignant etiologies ranging from obstructing enteroliths, radiation enteritis, postsurgical adhesions, internal herniations, and recurrence of malignancy.Although the precise incidence of ALS remains uncertain, recent studies suggest it may be more common than previously believed. 2,3Although ALS traditionally has been treated by a surgical bypass or reconstruction, the optimal treatment strategy is not clearly established.Recent studies demonstrate that alternative endoscopic treatments can effectively manage ALS (Video 1, available online at www.videogie.org).
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 it