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Eight quick tips for biologically and medically informed machine learning.
PLoS Comput Biol
January 2025
Dipartimento di Informatica Sistemistica e Comunicazione, Università di Milano-Bicocca, Milan, Italy.
Machine learning has become a powerful tool for computational analysis in the biomedical sciences, with its effectiveness significantly enhanced by integrating domain-specific knowledge. This integration has give rise to informed machine learning, in contrast to studies that lack domain knowledge and treat all variables equally (uninformed machine learning). While the application of informed machine learning to bioinformatics and health informatics datasets has become more seamless, the likelihood of errors has also increased.
View Article and Find Full Text PDFFabrication of Lab-on-a-Chip Devices to Study the Forces Imparted by Growing Phytophthora Hyphae.
Methods Mol Biol
December 2024
Biomolecular Interaction Centre, University of Canterbury, Christchurch, New Zealand.
In this chapter, we describe the design and manufacture of a Lab-on-a-Chip (LoC) device suitable for measuring the μN forces exerted by tips of growing Phytophthora hyphae. LoC describes microfluidic devices, typically made of the polymer polydimethylsiloxane (PDMS), that are increasingly being used to answer fundamental questions in biological, chemical, physical, and medical research. These LoC devices enable the integration of several laboratory functions on small plastic devices that are quick to produce and easy to replicate.
View Article and Find Full Text PDFUser-centered design and development of a web-based tool to support healthy feeding practices by parents of urban minority youth at risk for childhood obesity.
Digit Health
December 2024
Hunter College, School of Urban Public Health, New York, NY, USA.
Objectives: Technology, mobile health (mHealth), and "eHealth" are broadly used in childhood overweight and obesity interventions. However, the impact of technology-based interventions where parents or caregivers are involved is unclear. Thus, the objective of this manuscript is to provide valuable insights about the development of a parent-child web-based tool to promote healthy eating among preadolescents.
View Article and Find Full Text PDFEleven quick tips for properly handling tabular data.
PLoS Comput Biol
November 2024
University of Alabama at Birmingham Libraries, Birmingham, Alabama, United States of America.
Enhancing core components for a digital "healthy eating" resource in early childhood and care settings: staff's perceptions and needs.
BMC Public Health
October 2024
Department of Nutrition, and Public Health, Faculty of Health and Sport Sciences, University of Agder, Kristiansand, Norway.
Background: In response to the growing need for effective programmes to promote healthy eating habits among children in real-world settings, we conducted a qualitative study. Our aim was to explore the content-related needs of early childhood education and care (ECEC) staff regarding the core components of an upcoming digital "healthy eating" resource. This resource, designed for real-world implementation through the Nutrition Now project, seeks to enhance children's nutrition and health within ECEC settings.
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