98%
921
2 minutes
20
Download full-text PDF |
Source |
---|---|
http://dx.doi.org/10.1055/a-1712-4582 | DOI Listing |
Int J Comput Assist Radiol Surg
September 2025
The First Affiliated Hospital of University of Science and Technology of China, Hefei, Anhui, China.
Purpose: To enhance the temporal feature learning capability of the laparoscopic cholecystectomy phase recognition model and address the class imbalance issue in the training data, this paper proposes an Xception-dual-channel LSTM fusion model based on a dynamic data balancing strategy.
Methods: The model dynamically adjusts the undersampling rate for each surgical phase, extracting short video clips from the original data as training samples to balance the data distribution and mitigate biased learning. The Xception model, utilizing depthwise separable convolutions, extracts fundamental visual features frame by frame, which are then passed to a dual-channel LSTM network.
Transfusion
September 2025
Department of Pathology and Molecular Medicine, Kingston Health Sciences Centre and Queen's University, Kingston, Canada.
Background: There is limited high-quality evidence to guide plasma transfusion, and plasma transfusion practices remain variable.
Study Design And Methods: This is a retrospective cohort study that included adult medical and intensive care unit (ICU) inpatients (age ≥ 18 years) admitted to 23 hospitals in Canada between January 1, 2017, and December 31, 2022, when both whole blood derived (~290 mL) and apheresis plasma (~250 mL) were available for transfusion. Nine additional hospital sites with missing plasma data or coagulation testing were excluded.
Inflamm Bowel Dis
September 2025
IBD Unit, IRCCS Sacro Cuore Don Calabria Hospital, Negrar di Valpolicella, Italy.
Background: The infliximab (IFX) biosimilar, CT-P13, is available as an intravenous (IV) and subcutaneous (SC) formulation. Although current indications allow the transition from IV CT-P13 to SC CT-P13 after two IV administrations, some clinicians prefer to postpone switching until stable clinical remission has been achieved.
Methods: We evaluate the endoscopic response, treatment persistence, clinical remission, endoscopic remission, and safety profile after one year of treatment with IFX in patients switched from IV to SC after 6 weeks (early switch group) or after 6 months (late switch group).
Health Soc Care Deliv Res
September 2025
Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, UK.
Background: Remote services (in which the patient and staff member are not physically colocated) and digital services (in which a patient encounter is digitally mediated in some way) were introduced extensively when the COVID-19 pandemic began in 2020. We undertook a longitudinal qualitative study of the introduction, embedding, evolution and abandonment of remote and digital innovations in United Kingdom general practice. This synoptic paper summarises study design, methods, key findings, outputs and impacts to date.
View Article and Find Full Text PDFPublic Health Rep
September 2025
Department of Neurosurgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
Objective: Rare diseases collectively affect approximately 30 million people in the United States. Despite advances in genomic medicine, early diagnosis is challenging because of limited awareness of, accessibility to, and disparities in health care resources. We assessed the real-world experiences of patients with rare diseases in Pennsylvania and evaluated the effect of delayed diagnosis on psychosocial and financial burdens.
View Article and Find Full Text PDF