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Record W4229045782 · doi:10.1055/s-0042-1745306

COMPARING OUTCOMES OF ERCP UNDER CONSCIOUS SEDATION TO GENERAL ANESTHESIA

2022· article· en· W4229045782 on OpenAlexaffabout
Aneta Bąk, B. C. Parker, VIVIAN NGUYEN, K. Harding, Joël Perren, B. Yee, W. Richardson, M. Grey, G. Greaves, Rafael Perini

Bibliographic record

VenueEndoscopy · 2022
Typearticle
Languageen
FieldMedicine
TopicAnesthesia and Sedative Agents
Canadian institutionsUniversity of British Columbia, Okanagan CampusKelowna General HospitalUniversity of British Columbia
Fundersnot available
KeywordsMedicineSedationContext (archaeology)PerforationAnesthesiaPancreatitisStandard of careAnesthesiologyEndoscopic retrograde cholangiopancreatographyGeneral surgerySurgery

Abstract

fetched live from OpenAlex

Aims In Canada, ERCP performed under conscious sedation (CS) is the standard of care but is limited by patient movement and agitation, especially in the context of lengthy or technically complex cases. General anesthesia (GA) may optimize patient comfort and safety while reducing complications such as pancreatitis, perforation, and mortality. In October 2017, Kelowna General Hospital (KGH), in British Columbia, Canada, transitioned the standard anesthesia modality for ERCP from CS to GA. This study investigated differences in complications and patient outcomes for ERCP performed under CS (n=1334) before the practice change compared to GA (n=899) after the practice change. Methods Our study is a pre-post retrospective chart review of 2,233 patients who underwent ERCP between 2015 and 2020 at KGH. Demographic, clinical, and procedural data were extracted from patient charts, and analyzed using univariate statistical analysis. Results Rates of post-ERCP pancreatitis (6% vs. 4%; p=0.018) and rates of procedure failure (8% vs. 3%; p<0.001) were statistically significant and higher in the CS cohort compared to GS cohort. These results were significant despite the average Charlson Comorbidity Index Score, a measure of the number and severity of patient disease comorbidities, being higher in the GA cohort. The rates of 30-day mortality, ICU transfer, return rates post-discharge, and cholangitis were similar. Conclusions Performing ERCP under GA rather than under CS is a valuable practice change that should be considered by ERCP-related programs due to its potential to reduce procedure failure and is associated with lower post-ERCP pancreatitis rates. Publication History Article published online: 14 April 2022 © 2022. European Society of Gastrointestinal Endoscopy. All rights reserved. Georg Thieme Verlag KG Rüdigerstraße 14, 70469 Stuttgart, Germany

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)0.002
metaresearch head score (Gemma)0.015
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.072
Threshold uncertainty score0.143

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.015
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.041
GPT teacher head0.315
Teacher spread0.274 · 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
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".

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Citations0
Published2022
Admission routes2
Has abstractyes

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