Infectious diarrhea is a significant health concern, particularly for immunocompromised and pediatric patients. Traditional stool culture methods are labor-intensive and often lack sensitivity, prompting clinical laboratories to adopt PCR-based gastrointestinal pathogen panels (GIPPs). This study evaluated the BD MAX™ GIPP compared to traditional methods, focusing on the accuracy of the platform's automatic interpretations. Positivity rates increased from 4.0 % to 6.4 % after implementing BD MAX. The system detected significantly more Vibrio spp. and Yersinia enterocolitica than traditional culture, with most of these positives unrecoverable by culture. Irregular PCR amplification curves were frequently observed in cases where viable organisms were not recovered in culture, yet these still produced positive automatic interpretations. These findings emphasize the need for cautious interpretation of results and highlight the importance of incorporating amplification curve reviews into laboratory workflows to improve accuracy and ensure reliable diagnoses.
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http://dx.doi.org/10.1016/j.diagmicrobio.2025.116715 | DOI Listing |
Endoscopy
March 2025
Department of Gastroenterology and Hepatology, UZ Leuven, Leuven, Belgium.
Single-wavelength endoscopy (SWE) has shown promising results in assessing histological disease activity in ulcerative colitis. Our objective was to validate the real-time performance of a bedside prototype of SWE computer-aided diagnosis (CAD) as proof of concept.A bedside module for real-time use evaluated histological disease activity when endoscopy was performed in the rectum and sigmoid based on white-light endoscopy and SWE (410 nm monochromatic light).
View Article and Find Full Text PDFMonitoring sleep of premature infants is a vital aspect of clinical care, as it can reveal potential future pathologies and health issues. This study presents a novel approach to automatically estimate and track Quiet Sleep (QS) in 33 newborns using ECG, respiration, and video motion features. Using an annotated dataset from 15 neonates (10 preterm, 5 full-term) encompassing 127.
View Article and Find Full Text PDFFront Robot AI
February 2025
Center for Robotics, University of Bonn, Bonn, Germany.
Robust perception systems allow farm robots to recognize weeds and vegetation, enabling the selective application of fertilizers and herbicides to mitigate the environmental impact of traditional agricultural practices. Today's perception systems typically rely on deep learning to interpret sensor data for tasks such as distinguishing soil, crops, and weeds. These approaches usually require substantial amounts of manually labeled training data, which is often time-consuming and requires domain expertise.
View Article and Find Full Text PDFJ Appl Clin Med Phys
March 2025
HUS Diagnostic Center, Department of Radiology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland.
Background: Multiple myeloma (MM) induces temporal alterations in bone structure, such as osteolytic bone lesions, which are challenging to identify through manual image interpretation. The large variation in radiologists' assessments, even at expert centers, further complicates diagnosis. Automatic image analysis methods, including segmentation and registration, can expedite detecting and tracking these bone changes.
View Article and Find Full Text PDFBMC Med Imaging
March 2025
School of Electronics Engineering, Vellore Institute of Technology, Vellore, India.
Background: Diabetic retinopathy is a major cause of vision loss worldwide. This emphasizes the need for early identification and treatment to reduce blindness in a significant proportion of individuals. Microaneurysms, extremely small, circular red spots that appear in retinal fundus images, are one of the very first indications of diabetic retinopathy.
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