Real-world validation of a deep learning algorithm for chest radiography in the emergency department: A tale of two specialties.

Diagn Interv Imaging

Department of Medical Imaging, University of Toronto, Toronto, ON, M5T 1W7, Canada; Department of Computer Science, University of Toronto, Toronto, ON, M5S 2E4, Canada. Electronic address:

Published: September 2025


Category Ranking

98%

Total Visits

921

Avg Visit Duration

2 minutes

Citations

20

Article Abstract

Download full-text PDF

Source
http://dx.doi.org/10.1016/j.diii.2025.03.008DOI Listing

Publication Analysis

Top Keywords

real-world validation
4
validation deep
4
deep learning
4
learning algorithm
4
algorithm chest
4
chest radiography
4
radiography emergency
4
emergency department
4
department tale
4
tale specialties
4

Similar Publications

Telitacicept versus mycophenolate mofetil in IgA nephropathy: a real-world comparative study of efficacy, renal outcomes and safety.

Clin Kidney J

September 2025

Department of Nephrology and Institute of Nephrology, Sichuan Provincial People's Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, Sichuan, China.

Background: This study aimed to evaluate the efficacy and safety of telitacicept versus mycophenolate mofetil (MMF) in high-risk progressive immunoglobulin A nephropathy (IgAN).

Methods: This retrospective, multicentre cohort study included patients with high-risk progressive IgAN who received telitacicept or MMF therapy, both combined with low-dose steroids. Clinical data were collected from treatment initiation to 12 months.

View Article and Find Full Text PDF

Background: Artificial intelligence (AI) algorithms offer an effective solution to alleviate the burden of diabetic retinopathy (DR) screening in public health settings. However, there are challenges in translating diagnostic performance and its application when deployed in real-world conditions.

Objective: This study aimed to assess the technical feasibility of integration and diagnostic performance of validated DR screening (DRS) AI algorithms in real-world outpatient public health settings.

View Article and Find Full Text PDF

Biogenic amines (BAs) are organic nitrogen compounds formed through microbial decarboxylation of amino acids during food spoilage and biological metabolism. Therefore, the development of rapid, selective, and cost-effective detection strategies for BAs is significant for ensuring food safety and quality. In this study, a new dicyanoisophorone-based fluorescent probe (IPC) was developed, capable of fluorescence detection of aliphatic primary amines (e.

View Article and Find Full Text PDF

Pyrotinib versus Pertuzumab with Trastuzumab and Taxane in HER2-Positive Metastatic Breast Cancer: A Chinese Multicenter Real-world Study.

Oncologist

September 2025

Department of Breast Cancer Medical Oncology, Hunan Cancer Hospital/The Affiliated Cancer Hospital of Xiangya School of Medicine, Central South University, Changsha, Hunan, 410013, China.

Background: THP (trastuzumab + paclitaxel + pertuzumab) and THPy (trastuzumab + paclitaxel + pyrotinib) are widely used as first-line regimens for human epidermal growth factor receptor 2 (HER2)-positive metastatic breast cancer (MBC) in China. However, direct comparative data on their efficacy and safety remain scarce. This study evaluates and compares the clinical outcomes of THPy and THP in the first-line treatment of HER2-positive MBC to guide clinical decision-making.

View Article and Find Full Text PDF

Transposing intensive care innovation from modern warfare to other resource-limited settings.

Eur J Trauma Emerg Surg

September 2025

French Military Medical Service Academy - École du Val-de-Grâce, Paris, France.

Background: Delivering intensive care in conflict zones and other resource-limited settings presents unique clinical, logistical, and ethical challenges. These contexts, characterized by disrupted infrastructure, limited personnel, and prolonged field care, require adapted strategies to ensure critical care delivery under resource-limited settings.

Objective: This scoping review aims to identify and characterize medical innovations developed or implemented in recent conflicts that may be relevant and transposable to intensive care units operating in other resource-limited settings.

View Article and Find Full Text PDF