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Record W4415211221 · doi:10.4253/wjge.v17.i10.107984

Gallstones and common bile duct stones management: Single-stage <i>vs</i> two-stage treatment

2025· article· en· W4415211221 on OpenAlexaff
A. Lauri, Lucia Cocomello, S. Fabiani, Gaetano Lauri, Giacomo Rando

Bibliographic record

VenueWorld Journal of Gastrointestinal Endoscopy · 2025
Typearticle
Languageen
FieldMedicine
TopicGallbladder and Bile Duct Disorders
Canadian institutionsPancreas Centre (Canada)
Fundersnot available
KeywordsGallstonesCommon bile ductPancreatitisCommon bile duct stoneEndoscopic retrograde cholangiopancreatographyBile duct

Abstract

fetched live from OpenAlex

BACKGROUND The optimal management of gallstones and common bile duct stones remains a subject of ongoing debate. The conventional two-stage treatment involves initial endoscopic retrograde cholangiopancreatography (ERCP) to clear the bile duct, followed by laparoscopic cholecystectomy. Alternatively, the single-stage laparoendoscopic rendezvous (LERV) procedure combines ERCP and laparoscopic cholecystectomy in the same surgical session. AIM To evaluate the efficacy, safety, and logistical considerations of these two approaches, emphasizing their implications for different healthcare settings. METHODS A literature search was conducted through a PubMed search (2010-2024) using the terms “laparoendoscopic rendezvous”, “endoscopic retrograde cholangiopancreatography”, and “cholecystocholedocholithiasis”. Only English-language studies were included. RESULTS In our analysis, LERV significantly reduced the incidence of post-ERCP pancreatitis by 67% (2.4% vs 8.8%) and shortened hospital stay by a mean of up to 6 days. Stone clearance rates were comparable between LERV (97%) and the two-stage approach (96%). Although LERV was associated with a longer operative time (139.8 minutes vs 107.7 minutes), it demonstrated lower overall costs, largely due to reduced hospitalization. Rates of postoperative bleeding, cholangitis, and bile leak were low and did not differ significantly between groups. CONCLUSION The single-stage LERV approach is safe, effective, and associated with lower pancreatitis rates, shorter hospital stays, and reduced costs compared to the two-stage strategy. Its implementation, however, requires coordinated surgical-endoscopic expertise, making it most suitable for well-equipped centers and carefully selected patients.

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)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Non-randomized trial · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.002
Threshold uncertainty score0.007

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0000.000
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.296
Teacher spread0.279 · 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 designNon-randomized trial
Domainnot available
GenreEmpirical

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

Citations0
Published2025
Admission routes1
Has abstractyes

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