AI Article Synopsis

Article Abstract

In children, vital distress events, particularly respiratory, go unrecognized. To develop a standard model for automated assessment of vital distress in children, we aimed to construct a prospective high-quality video database for critically ill children in a pediatric intensive care unit (PICU) setting. The videos were acquired automatically through a secure web application with an application programming interface (API). The purpose of this article is to describe the data acquisition process from each PICU room to the research electronic database. Using an Azure Kinect DK and a Flir Lepton 3.5 LWIR attached to a Jetson Xavier NX board and the network architecture of our PICU, we have implemented an ongoing high-fidelity prospectively collected video database for research, monitoring, and diagnostic purposes. This infrastructure offers the opportunity to develop algorithms (including computational models) to quantify vital distress in order to evaluate vital distress events. More than 290 RGB, thermographic, and point cloud videos of each 30 s have been recorded in the database. Each recording is linked to the patient's numerical phenotype, i.e., the electronic medical health record and high-resolution medical database of our research center. The ultimate goal is to develop and validate algorithms to detect vital distress in real time, both for inpatient care and outpatient management.

Download full-text PDF

Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC10256102PMC
http://dx.doi.org/10.3390/s23115293DOI Listing

Publication Analysis

Top Keywords

vital distress
24
assessment vital
8
distress children
8
distress events
8
video database
8
vital
6
distress
6
database
5
multimodality video
4
video acquisition
4

Similar Publications

Animal models that accurately reflect COVID-19 are vital for understanding mechanisms of disease and advancing development of improved vaccines and therapeutics. Pigs are increasingly recognized as valuable models for human disease due to their genetic, anatomical, physiological, and immunological similarities to humans, and they present a more ethically viable alternative to non-human primates. However, pigs are not susceptible to SARS-CoV-2 infection which limits their utility as a model.

View Article and Find Full Text PDF

The consequences of human activity on climate change are increasingly apparent. For example, they are causing ecological degradation and affecting human and animal health. Rightly so, it is considered as the most important challenge of this century.

View Article and Find Full Text PDF

Aging brings physical, psychological, and social changes, often accompanied by significant life events like the death of a loved one. One of the most devastating losses is the death of a child, which profoundly impacts older parents. This scoping review examines 47 studies on the effects of such grief, highlighting increased death anxiety, elevated mortality risk, psychological distress, and the role of social isolation in intensifying grief.

View Article and Find Full Text PDF

Machine learning-based forecast of Helmet-CPAP therapy failure in Acute Respiratory Distress Syndrome patients.

Comput Methods Programs Biomed

December 2024

Politecnico di Milano, Dipartimento di Elettronica, Informazione e Bioingegneria, Piazza Leonardo Da Vinci 32, Milano, MI, 20133, Italy. Electronic address:

Background And Objective: Helmet-Continuous Positive Airway Pressure (H-CPAP) is a non-invasive respiratory support that is used for the treatment of Acute Respiratory Distress Syndrome (ARDS), a severe medical condition diagnosed when symptoms like profound hypoxemia, pulmonary opacities on radiography, or unexplained respiratory failure are present. It can be classified as mild, moderate or severe. H-CPAP therapy is recommended as the initial treatment approach for mild ARDS.

View Article and Find Full Text PDF

Friendships are vital for the well-being of young adults, yet their social network is often reduced during episodes of life-disruptive mental distress, such as psychosis. Despite this, our study shows that young adults do either maintain or build friendships during such periods and that these relationships are crucial for recovery in youth. As research on the role of friendships in the recovery journey of this group is limited, this study explores the significance of friendships for young adults engaged in early psychosis interventions to generate insights that can inform mental health recovery practices.

View Article and Find Full Text PDF

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!