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BackgroundIn pediatric hematology and oncology (PHO), standardized care pathways are pivotal for high-quality and efficient patient care. The institutional acute care clinic identified a critical gap in standardized triage processes, which leads to variability in patient assessment and care. Recognizing the necessity for a streamlined approach, a structured, evidence-based triage pathway was developed to improve consistency and quality of care.MethodA systematic review of institutional triage operations was initiated, pinpointing significant discrepancies and reliance on outdated practices. A multidisciplinary team formulated a set of electronic medical record (EMR)-integrated triage templates derived from established triage resources. These templates structured the documentation process and facilitated real-time patient information access, and comprehensive nurse training on these new protocols was conducted through simulations to ensure adept use of the system.ResultsThe new triage system standardized patient assessment by using a color-coded algorithm to prioritize care based on severity, replacing inconsistent practices with a unified approach. The integrated EMR templates enhanced documentation accuracy and streamlined the assessment process, although the exact impact on workflow efficiency cannot be quantified without supporting data.DiscussionImplementation of this standardized triage pathway is a significant advancement in acute care for PHO patients, promoting consistent and reliable patient assessments. This approach underscores the importance of uniform care delivery and sets a foundation for continuous improvement and potential adoption by other institutions.
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http://dx.doi.org/10.1177/27527530251319285 | DOI Listing |
Introduction: Effective triage in the emergency department (ED) is essential for optimizing resource allocation, improving efficiency, and enhancing patient outcomes. Conventional systems rely heavily on clinical judgment and standardized guidelines, which may be insufficient under growing patient volumes and increasingly complex presentations.
Methods: We developed a machine learning triage model, MIGWO-XGBOOST, which incorporates a Multi-strategy Improved Gray Wolf Optimization (MIGWO) algorithm for parameter tuning.
Paediatr Child Health
August 2025
Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada.
Objectives: Cobb angle is a standard method for quantification of scoliosis in adolescent idiopathic scoliosis to guide treatment decisions. Precise and timely curve detection can ensure early referrals, amenable for bracing. Radiology reports serve as a guiding tool for family physicians to expedite specialist referrals.
View Article and Find Full Text PDFHealth 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 PDFInt J Infect Dis
September 2025
Department of Clinical Science, Bergen Integrated Diagnostic Stewardship Cluster, Faculty of Medicine, University of Bergen, Bergen, Norway; Department of Microbiology, Haukeland University Hospital, Bergen, Norway. Electronic address:
Community-acquired pneumonia [CAP] is a leading cause of morbidity and mortality, often complicated by diagnostic uncertainty and antibiotic overuse. This study evaluated the MeMed BV® host-response test in adults with suspected CAP, using clinical management and molecular detection as reference standards. Among 744 patients presenting with suspected CAP at Haukeland University Hospital, Bergen, Norway (2019-2023), across three prospective studies, 453 were included in the present study.
View Article and Find Full Text PDFJ Appl Lab Med
September 2025
Department of Laboratory Medicine & Pathology, University of Washington, Seattle, WA, United States.
Background: The complete blood count (CBC) is widely used across nearly all areas of medicine. While standard CBC markers reflect basic summaries of the blood cells, modern hematology analyzers generate many additional markers from the underlying data distributions-collectively referred to as cell population data (CPD). While CPD markers have been studied in targeted clinical settings, their value for general prognostic tasks has not yet been established.
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