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Background: Physicians caring for children with serious acute neurologic disease must process overwhelming amounts of physiological and medical information. Strategies to optimize real time display of this information are understudied.
Objectives: Our goal was to engage clinical and engineering experts to develop guiding principles for creating a pediatric neurology intensive care unit (neuroPICU) monitor that integrates and displays data from multiple sources in an intuitive and informative manner.
Methods: To accomplish this goal, an international group of physicians and engineers communicated regularly for one year. We integrated findings from clinical observations, interviews, a survey, signal processing, and visualization exercises to develop a concept for a neuroPICU display.
Results: Key conclusions from our efforts include: (1) A neuroPICU display should support (a) rapid review of retrospective time series (i.e. cardiac, pulmonary, and neurologic physiology data), (b) rapidly modifiable formats for viewing that data according to the specialty of the reviewer, and (c) communication of the degree of risk of clinical decline. (2) Specialized visualizations of physiologic parameters can highlight abnormalities in multivariable temporal data. Examples include 3-D stacked spider plots and color coded time series plots. (3) Visual summaries of EEG with spectral tools (i.e. hemispheric asymmetry and median power) can highlight seizures via patient-specific "fingerprints." (4) Intuitive displays should emphasize subsets of physiology and processed EEG data to provide a rapid gestalt of the current status and medical stability of a patient.
Conclusions: A well-designed neuroPICU display must present multiple datasets in dynamic, flexible, and informative views to accommodate clinicians from multiple disciplines in a variety of clinical scenarios.
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http://dx.doi.org/10.4338/ACI-2015-12-RA-0177 | DOI Listing |
Clin Cosmet Investig Dermatol
September 2025
Biomedical Engineering Unit, Department of Physiology, College of Medicine, Kuwait University, Safat, Kuwait.
Artificial intelligence (AI) is increasingly reshaping cosmetic surgery by enhancing surgical planning, predicting outcomes, and enabling objective aesthetic assessment. Through narrative synthesis of existing literature and case studies, this perspective paper explores the issue of algorithmic bias in AI-powered aesthetic technologies and presents a framework for culturally sensitive application within cosmetic surgery practices in the Middle East and North Africa (MENA) region. Existing AI systems are predominantly trained on datasets that underrepresent MENA phenotypes, resulting in aesthetic recommendations that disproportionately reflect Western beauty ideals.
View Article and Find Full Text PDFILIVER
September 2025
Division of Hepatobiliary and Transplantation Surgery, Department of General Surgery, Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School, Nanjing 210008, Jiangsu, China.
Anatomic resection remains a fundamental principle in the surgical management of hepatobiliary diseases, whether performed through traditional open surgery or advanced minimally invasive approaches such as laparoscopic or robotic-assisted techniques. However, a universally accepted and clearly defined anatomical framework for intraoperative anatomical delineation remains lacking. The growing clinical adoption of Laennec membrane-guided anatomical strategies has been associated with notable improvements in surgical efficacy and anatomical precision.
View Article and Find Full Text PDFRisk Manag Healthc Policy
September 2025
Center for Geriatric Healthcare Services and Health Education, Rizhao, People's Republic of China.
Background: Older adults in rural China bear a significant proportion of their healthcare expenses through out-of-pocket payments, resulting in a considerable financial burden on their families.
Objective: This study aimed to explore the key factors influencing adult children's involvement in financing healthcare expenses for their elderly parents in rural China.
Methods: Data were collected by in-depth interviews using a semi-structured interview guide approved by all researchers.
Cureus
August 2025
Radiology, Sri Ramachandra Institute of Higher Education and Research, Chennai, IND.
Esophageal-respiratory fistulae are abnormal communications between the esophagus and the respiratory tract, most commonly appearing as tracheoesophageal or bronchoesophageal fistulas. Esophago-pulmonary fistulas represent a rare subtype, typically associated with malignancy, and may lead to severe complications such as lung abscesses. We report a case of a 58-year-old male patient who presented with a two-week history of fever, foul-smelling mucoid sputum, dyspnea, dysphagia, and weight loss.
View Article and Find Full Text PDFFront Cardiovasc Med
August 2025
Department of Neurology, Yuhuangding Hospital Affiliated to Qingdao University, Yantai, China.
Essential thrombocythemia (ET) is a myeloproliferative neoplasm (MPN) characterized by abnormal megakaryocyte proliferation and a markedly elevated platelet count, which predisposes patients to thrombotic or hemorrhagic events. Approximately 50%-60% of ET patients harbor a JAK2 V617F mutation. This mutation drives constitutive JAK kinase activation, promoting megakaryocyte proliferation and platelet production, while potentially activating inflammatory pathways and damaging vascular endothelium.
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