AI Article Synopsis
- A standardized fully automatic workflow for deep learning-based auto-segmentation in radiotherapy was developed and compared to manual methods for safety and efficiency.
- Safety evaluations identified and reduced eight failure modes, with several having significant potential impacts on patient safety.
- The automatic workflow improved efficiency by eliminating mouse clicks, highlighting advancements in both safety and workflow efficiency.
Article Abstract
Advancements in radiotherapy auto-segmentation necessitate reliable and efficient workflows. Therefore, a standardized fully automatic workflow was developed for three commercially available deep learning-based auto-segmentation applications and compared to a manual workflow for safety and efficiency. The workflow underwent safety evaluation with failure mode and effects analysis. Notably, eight failure modes were reduced, including seven with severity factors ≥7, indicating the effect on patients, and two with Risk Priority Number value >125, which assesses relative risk level. Efficiency, measured by mouse clicks, showed zero clicks with the automatic workflow. This automation illustrated improvement in both safety and efficiency of workflow.
Download full-text PDF |
Source |
|---|---|
| http://www.ncbi.nlm.nih.gov/pmc/articles/PMC11381787 | PMC |
| http://dx.doi.org/10.1016/j.phro.2024.100627 | DOI Listing |
Publication Analysis
Top Keywords
Similar Publications
Projections of Public Spending on Pharmaceuticals: A Review of Methods.
Pharmacoeconomics
January 2025
Belgian Health Care Knowledge Centre, Brussels, Belgium.
Background: Forecasting future public pharmaceutical expenditure is a challenge for healthcare payers, particularly owing to the unpredictability of new market introductions and their economic impact. No best-practice forecasting methods have been established so far. The literature distinguishes between the top-down approach, based on historical trends, and the bottom-up approach, using a combination of historical and horizon scanning data.
View Article and Find Full Text PDFOptimized workflow with hybrid (very) high-power short-duration radiofrequency ablation renders point-by-point pulmonary vein isolation as fast and effective as cryoballoon ablation.
J Interv Card Electrophysiol
January 2025
Department of Cardiology, Thorax Center, Cardiovascular Institute, Erasmus MC, Rotterdam, the Netherlands.
Introduction: A hybrid approach with very high-power short-duration (vHPSD) posteriorly and ablation-index guided HPSD (50 W) anteriorly seems to be an optimal balance between efficiency and effectiveness for point-by-point pulmonary vein isolation (PVI). The aim of the current study is to compare vHPSD/HPSD ablation to cryoballoon ablation (CBA) in patients with symptomatic atrial fibrillation (AF).
Methods And Results: In this retrospective single-center study, we identified 110 consecutive patients who underwent their first PVI with either vHPSD/HPSD (n = 54) or CBA (n = 56).
Amorphous/Crystalline Urchin-Like TiO SERS Platform for Selective Recognition and Efficient Identification of Glutathione.
Small
January 2025
Ningbo Institute of Materials Technology and Engineering, CAS, Chinese Academy of Science, Ningbo, 315201, China.
Glutathione serves as a common biomarkers in tumor diagnosis and treatment. The levels of its intracellular concentration permit detailed investigation of the tumor microenvironment. However, low polarization and weak Raman scattering cross-section make direct and indirect Raman detection challenging.
View Article and Find Full Text PDFPolyproline-Polyornithine Diblock Copolymers with Inherent Mitochondria Tropism.
Adv Mater
January 2025
Príncipe Felipe Research Center, Polymer Therapeutics Lab., Valencia, 46012, Spain.
Mitochondria play critical roles in regulating cell fate, with dysfunction correlating with the development of multiple diseases, emphasizing the need for engineered nanomedicines that cross biological barriers. Said nanomedicines often target fluctuating mitochondrial properties and/or present inefficient/insufficient cytosolic delivery (resulting in poor overall activity), while many require complex synthetic procedures involving targeting residues (hindering clinical translation). The synthesis/characterization of polypeptide-based cell penetrating diblock copolymers of poly-L-ornithine (PLO) and polyproline (PLP) (PLO-PLP, n:m ratio 1:3) are described as mitochondria-targeting nanocarriers.
View Article and Find Full Text PDFEfficiency and Safety of Repeated Vertebroplasty for Adjacent Segment Fractures.
J Clin Med
December 2024
Department of Orthopedics, School of Medicine, National Yang Ming Chiao Tung University, Taipei 11221, Taiwan.
To review the outcomes of patients who underwent repeated vertebroplasty (VP) surgery for adjacent segment fractures (ASF), defined as new osteoporotic vertebral fractures occurring at levels immediately above or below a previously treated vertebra. From 1 January 2018, to 31 December 2020, forty-one patients who developed ASF following initial VP and underwent repeated VP were enrolled in our study. Radiographic measurements included single and two-segment kyphotic angles (SKA and TKA), and anterior and mid-vertebral body height (AVH and MVH).
View Article and Find Full Text PDFWant AI Summaries of new PubMed Abstracts delivered to your In-box?
Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!