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Record W4223504200 · doi:10.1097/mpa.0000000000001974

Current Evidence in the Management of Premalignant Cystic Lesions of the Pancreas in Patients Undergoing Liver Transplantation

2022· article· en· W4223504200 on OpenAlexaff

Bibliographic record

VenuePancreas · 2022
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicGenetic and Kidney Cyst Diseases
Canadian institutionsUniversity of Alberta Hospital
Fundersnot available
KeywordsImmunosuppressionLiver transplantationPancreasPancreas transplantationCystTransplantationPancreatic cancer

Abstract

fetched live from OpenAlex

ABSTRACT: Incidental premalignant pancreatic cystic lesions (pPCLs) are increasingly being detected in patients undergoing orthotopic liver transplantation (OLT). The impact of chronic immunosuppression upon pPCLs may elevate risk of progression to pancreatic cancer. This systematic review assesses prevalence, outcome, and management of pPCLs in patients undergoing OLT. Systematic literature searches were performed in accordance with Cochrane review guidelines. Data on 658 patients were identified from 13 articles. Median age was 59 years with a prevalence of 6.2%. Most studies focused on branch-duct intraductal papillary mucinous neoplasms. Average cyst size at diagnosis was 10.3 mm. Six patients (0.9%) underwent pancreatic resection, post-OLT, for suspected "worrisome features" on imaging. One death was due to pancreatic-related cancer, post-OLT. Based on the review, the authors suggest the following: (1) patients with pPCLs undergoing OLT, without "worrisome features," should be followed conservatively; (2) presence of pPCLs alone should not preclude eligibility for OLT, nor should chronic immunosuppression be altered; (3) follow-up should parallel standard approach applied in immunocompetent patients, as development of "worrisome features" of cancer is rare and does not appear to be hastened by immunosuppression; (4) resection is recommended for surgically fit patients without portal hypertension that develop "worrisome features."

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.005
metaresearch head score (Gemma)0.040
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.006
Threshold uncertainty score0.028

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.040
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0040.005
Bibliometrics0.0060.007
Science and technology studies0.0000.001
Scholarly communication0.0030.002
Open science0.0010.001
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0040.000

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.

Opus teacher head0.017
GPT teacher head0.248
Teacher spread0.230 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreReview

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".

Quick stats

Citations1
Published2022
Admission routes1
Has abstractyes

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