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Record W4408900184 · doi:10.1055/s-0045-1806037

Combined oesophageal and airway stenting for malignant oesophageal strictures: the UK’s largest tertiary centre experience and development of a novel algorithm

2025· article· en· W4408900184 on OpenAlexaff
Julian Gertner, Monica Mullin, Rachael Shea, N. Aslam, Matthew Banks, O F Ahmad, Rami Sweis, David Y. Graham, Neal Navani, Ricky M. Thakrar, Vinay Kumar Sehgal

Bibliographic record

VenueEndoscopy · 2025
Typearticle
Languageen
FieldMedicine
TopicEsophageal and GI Pathology
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsMedicineAirwayGeneral surgeryRadiologyAlgorithmSurgery

Abstract

fetched live from OpenAlex

Aims Malignant oesophageal strictures can cause airway compromise and fistula formation [ 1 ]. Combined oesophageal and airway stenting is a potential treatment yet no guidelines exist [ 2 ]. This study aims to describe the outcomes of same-session oesophageal and airway endoscopic stenting for malignant strictures and propose an algorithm for intervention. Methods A retrospective cohort study on patients undergoing same-session gastrointestinal (GI) and respiratory endoscopy at University College London Hospital, 2019-2023. All procedures were with anaesthetic-led propofol sedation. Data collected included malignancy type, luminal narrowing, completed interventions, complications, and mortality. The primary objective was to describe same-session procedures, with a focus on the frequency and type of stenting required. Results 26 patients were identified with mean age of 63±9.6 years. Cancer type was oesophageal (81%) or lung (19%). The most common referral indication was dysphagia (42%); yet airway compromise was often seen on imaging (65%). Stent insertion included oesophageal only (35%), airway only (19%) and dual (27%). After oesophageal stenting, repeat bronchoscopy showed increased airway stenosis in 4 patients (25%). There was only one intraoperative complication, an oesophageal perforation. New tracheooesophageal fistula was the most common post-intervention complication (15%). Median time from malignancy diagnosis to death was 7.9 weeks. Conclusions This study presents the first algorithm for endoscopic stenting in patients with malignant oesophageal stricture and airway involvement. Given the complexity of cases, joint upper GI and respiratory MDM is suggested to plan same-session endoscopy. Decision-making should be framed by patient-centred goals, as this group demonstrated poor prognosis. Publication History Article published online: 27 March 2025 © 2025. European Society of Gastrointestinal Endoscopy. All rights reserved. Georg Thieme Verlag KG Oswald-Hesse-Straße 50, 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)0.003
metaresearch head score (Gemma)0.005
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: Empirical · Consensus signal: Empirical
Teacher disagreement score0.005
Threshold uncertainty score0.018

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.005
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.002
Science and technology studies0.0010.001
Scholarly communication0.0050.004
Open science0.0020.003
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0020.001

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 head0.015
GPT teacher head0.283
Teacher spread0.268 · 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
Published2025
Admission routes1
Has abstractno

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