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Towards a decision support system for post bariatric hypoglycaemia: development of forecasting algorithms in unrestricted daily-life conditions.
BMC Med Inform Decis Mak
January 2025
Department of Information Engineering (DEI), University of Padova, Via G. Gradenigo 6/B, Padua, 35131, Italy.
Background: Post bariatric hypoglycaemic (PBH) is a late complication of weight loss surgery, characterised by critically low blood glucose levels following meal-induced glycaemic excursions. The disabling consequences of PBH underline the need for the development of a decision support system (DSS) that can warn individuals about upcoming PBH events, thus enabling preventive actions to avoid impending episodes. In view of this, we developed various algorithms based on linear and deep learning models to forecast PBH episodes in the short-term.
View Article and Find Full Text PDFAnticipating impending peripheral intravenous catheter failure: A diagnostic accuracy observational study combining ultrasound and artificial intelligence to improve clinical care.
J Vasc Access
January 2025
Department of Environmental Sciences, Michigan State University, Lansing, MI, USA.
Objective: Peripheral intravenous catheter (PIVC) failure occurs in approximately 50% of insertions. Unexpected PIVC failure leads to treatment delays, longer hospitalizations, and increased risk of patient harm. In current practice there is no method to predict if PIVC failure will occur until it is too late and a grossly obvious complication has occurred.
View Article and Find Full Text PDFSurvivorship of hip after acetabulum fracture fixation - Analysing risk factors associated with early THR.
J Clin Orthop Trauma
February 2025
Department of Orthopaedics, Mahatma Gandhi University of Medical Sciences and Technology, India.
Introduction: Acetabular fracture fixation principles stated by Letournel and Judet have contributed significantly towards advancement in treatment methodologies. Current day techniques helps to achieve anatomical reduction, still post-traumatic arthritis ensues in some patients. A meta-analysis by Giannoudis et al.
View Article and Find Full Text PDFExploring the Relationship Between Continuously Monitored Vital Signs, Clinical Deterioration, and Clinical Actions.
J Clin Med
January 2025
Department of Internal Medicine, Radboud University Medical Center, 6525GA Nijmegen, The Netherlands.
Continuous monitoring on the general ward leads to more and earlier interventions to prevent clinical deterioration. These clinical actions influence outcomes and may serve as an indicator of impending deterioration. This study aims to correlate clinical actions with clinical endpoints and deviating vital signs.
View Article and Find Full Text PDFMetastable state preceding shear zone instability: Implications for earthquake-accelerated landslides and dynamic triggering.
Proc Natl Acad Sci U S A
January 2025
Institut Langevin, École Supérieure de Physique et de Chimie Industrielles de la Ville de Paris, Université Paris Sciences & Lettres, CNRS, Paris 7587, France.
Understanding the dynamic response of granular shear zones under cyclic loading is fundamental to elucidating the mechanisms triggering earthquake-induced landslides, with implications for broader fields such as seismology and granular physics. Existing prediction methods struggle to accurately predict many experimental and in situ landslide observations due to inadequate consideration of the underlying physical mechanisms. The mechanisms that influence landslide dynamic triggering, a transition from static (or extremely slow creeping) to rapid runout, remain elusive.
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