Evidence map›Paper›PMID 40917331›Full record

ArticleIEEE robotics and automation letters2025

Model-based Parameter Selection for a Steerable Continuum Robot - Applications to Bronchoalveolar Lavage (BAL).

Amber K Rothe, Timothy A Brumfiel, Revanth Konda, Kirsten M Williams, Jaydev P Desai

Abstract read
In one paragraph

Article in IEEE robotics and automation letters, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  2. Analysis of Needle Placement Error During Prostate Biopsies in Real Clinical Cases: Effects of Needle Tip Orientation and Target Location.Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference · 2025
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Amber K RotheMedical Robotics and Automation (RoboMed) Laboratory, Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, GA 30332 USA.
Timothy A BrumfielMedical Robotics and Automation (RoboMed) Laboratory, Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, GA 30332 USA.
Revanth KondaMedical Robotics and Automation (RoboMed) Laboratory, Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, GA 30332 USA.
Kirsten M WilliamsAflac Cancer and Blood Disorders Center, Children's Healthcare of Atlanta, Emory University, Atlanta, GA 30342 USA.
Jaydev P DesaiMedical Robotics and Automation (RoboMed) Laboratory, Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, GA 30332 USA.

Funding

Ultrasound-guided, Robotically Steerable Guidewire for Endovascular InterventionsR01HL144714 · NHLBI · GEORGIA INSTITUTE OF TECHNOLOGY · PI DESAI, JAYDEV P. · 2019 to 2022
$2.8M
NHLBI NIH HHS R01 HL144714
6 · The paper itself

Abstract

Bronchoalveolar lavage (BAL) is a minimally invasive procedure for diagnosing lung infections and diseases. However, navigating tortuous lung anatomy to the distal branches of the bronchoalveolar tree for adequate sampling using BAL remains challenging. Continuum robots have been used to improve the navigation of guidewires, catheters, and endoscopes and could be applied to the BAL procedure as well. One class of continuum robots is constructed from a notched tube and actuated using a tendon. Many tendon-driven notched continuum robots use uniform machining parameters to achieve approximately constant-curvature configurations, which may be unsuitable for traversing the tortuous anatomy of the lungs. This paper presents a model that predicts the curvature of a robot with arbitrary notch shapes subjected to tendon tension. The model predicted the deflection of rectangular, elliptical, and sinusoidal notches in a 0.89 mm diameter nitinol tube with 2.32%, 3.65%, and 6.32% error, respectively. Furthermore, an algorithm is developed to determine the optimal pattern of notches to achieve a desired nonuniform robot curvature. A simulated robot designed using the algorithm achieved the desired shape with a root mean square error (RMSE) of 1.52°. Additionally, we present a model for predicting the shape of nonuniformly notched continuum robots which incorporates friction and pre-curvature. This model predicted the shape of a continuum robot with nonuniform rectangular notches with an average RMSE of 5.20° with respect to the actual robot. We also demonstrated navigating the continuum robot through a pulmonary phantom.

Indexed as

medical robots and systemsSurgical robotics: steerable catheters/needlestendon/wire mechanism

Identifiers

PMID40917331
PMCPMC12410826

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.