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Record W4407285005 · doi:10.1093/jcag/gwae059.038

A38 OVER-THE-SCOPE AND THROUGH-THE-SCOPE SUTURING OUTCOMES FOR ENDOSCOPIC LEAK AND FISTULA MANAGEMENT: A SYSTEMATIC REVIEW

2025· review· en· W4407285005 on OpenAlexaff
Daniel Flegg, Cynthuja Thilakanathan, H Kim, Douglas Motomura, S. Ian Gan, Eric Lam, Roberto Trasolini, Neal Shahidi

Bibliographic record

VenueJournal of the Canadian Association of Gastroenterology · 2025
Typereview
Languageen
FieldMedicine
TopicEsophageal and GI Pathology
Canadian institutionsVancouver General HospitalSt. Paul's HospitalUniversity of British Columbia
Fundersnot available
KeywordsScope (computer science)LeakMedicineFistulaGeneral surgeryIntensive care medicineSurgeryComputer scienceEngineering

Abstract

fetched live from OpenAlex

Abstract Background Leaks and fistulae are well-recognized sequelae arising from gastrointestinal surgeries, inflammatory bowel disease, malignancy, and traumatic injury; reflecting significant morbidity, mortality and resource utilization. Endoscopic management has gained traction as a minimally invasive alternative to surgery including both over-the-scope suturing (OTSS) and through-the-scope suturing (TTSS). Aims We aimed to systematically evaluate available evidence for OTSS and TTSS outcomes for leak and fistula management. Methods From inception to July 1st, 2024, MEDLINE, EMBASE and Cochrane Library were searched for relevant citations. Full-text citations were included if they evaluated both technical success (endoscopic closure of leak or fistula) and clinical success (technical success with avoidance of further intervention) for leak or fistulae management with OTSS or TTSS. In this preliminary analysis, outcomes were reported as ranges. Results A total of 11 studies including 185 defects were included for analysis. For fistulae, technical success for OTSS and TTSS ranged from 83-100% and 82-100%, respectively. Clinical success for OTSS and TTSS ranged from 0-80% and 55-100% respectively. For leaks, technical success for OTSS and TTSS ranged from 90-100% and 0-57%, respectively. Clinical success for OTSS and TTTS ranged from 25-100% and 29%, respectively. Conclusions OTSS and TTSS are new interventions for leak and fistulae management with varying performance outcomes. Further research is required to delineate optimal candidates for OTSS/TTSS closure and treatment algorithms after technical/clinical failure. Funding Agencies None

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)0.008
metaresearch head score (Gemma)0.034
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.017
Threshold uncertainty score0.043

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.034
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0100.011
Bibliometrics0.0170.016
Science and technology studies0.0010.001
Scholarly communication0.0040.003
Open science0.0020.002
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0070.000

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 head0.016
GPT teacher head0.301
Teacher spread0.285 · 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 designSystematic review
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

Citations0
Published2025
Admission routes1
Has abstractyes

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