MétaCan
Menu
Back to cohort
Record W4402921312 · doi:10.1055/s-0044-1785832

Overview of Vascular Closure Devices: Indications, Categories, and Complications

2024· article· en· W4402921312 on OpenAlexaff
Navjeet Baath, Moaz Alowami, Sana Rashid, Oleg Mironov, Umair Mahmood

Bibliographic record

VenueThe Arab Journal of Interventional Radiology · 2024
Typearticle
Languageen
FieldMedicine
TopicVascular Procedures and Complications
Canadian institutionsMcMaster University
Fundersnot available
KeywordsClosure (psychology)Vascular closure deviceComputer scienceMedicineSurgeryPolitical science

Abstract

fetched live from OpenAlex

Background: Minimally invasive endovascular procedures are essential in modern medicine, and to achieve hemostasis postprocedure, manual compression (MC) is the gold standard. Unfortunately it has many drawbacks, including patient discomfort as well as significant observation time postprocedure which increases costs. Vascular closure devices (VCD) address these concerns and the literature indicates they improve patient satisfaction and decrease time to discharge. Regarding complications, VCD's introduce the risk of limb ischemia and groin infections, though have similar complication rates to MC. These devices are prevalent in office based and hospital settings given the aforementioned benefits. Despite the advantages, there are many clinicians that do not use VCDs, owing to either unfamiliarity, concern for complications and costs. There is great diversity among VCDs, and it is helpful to classify them from their mechanisms of action. These categories include: (1) suture-mediated, (2) mechanical, (3) sealant-based (4) stainless steel-based, and (5) manual compression assistance devices. VCDs offer a valuable alternative to manual compression, and with new VCDs emerging (CELT), this presentation hopes to inform about the mechanisms for each VCD, advantages/disadvantages, contraindications, as well as preventing/managing complications. Educational Points: Discuss the various categories of vascular closure devices (VCDs) and their mechanisms. Review the indications/contraindications of vascular closure devices. Overview complications for VCDs and how to best prevent/manage them. Publication History Article published online: 02 April 2024 © 2024. The Author(s). This is an open access article published by Thieme under the terms of the Creative Commons Attribution License, permitting unrestricted use, distribution, and reproduction so long as the original work is properly cited. (https://creativecommons.org/licenses/by/4.0/) Georg Thieme Verlag KG Stuttgart · New York

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: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.007
Threshold uncertainty score0.011

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0070.004
Science and technology studies0.0010.001
Scholarly communication0.0020.002
Open science0.0010.001
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0030.001

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 head0.041
GPT teacher head0.336
Teacher spread0.295 · 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 designNot applicable
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
Published2024
Admission routes1
Has abstractno

Explore more

Same venueThe Arab Journal of Interventional RadiologySame topicVascular Procedures and ComplicationsFrench-language works237,207