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Deep Learning Unravels Differences Between Kinematic and Kinetic Gait Cycle Time Series from Two Control Samples of Healthy Children Assessed in Two Different Gait Laboratories.
Sensors (Basel)
December 2024
Pediatric Neurology, ERN-RND, Euro-NMD, Vall d'Hebron Institut de Recerca (VHIR), Hospital Universitari Vall d'Hebron, Vall d'Hebron Barcelona Hospital Campus, Passeig Vall d'Hebron 119-129, 08035 Barcelona, Spain.
Article Synopsis
- The study examines how deep learning can compare gait cycle time series from healthy children assessed in two different labs using similar protocols.
- Researchers used a ResNet-based model that effectively identified the source of each dataset with high accuracy by analyzing various gait parameters.
- The findings highlight the need for standardized protocols and effective data pre-processing to improve the consistency and applicability of machine learning models in clinical environments.
Radiosurgery for Intracranial Meningiomas: A Review of Anatomical Challenges and an Update on the Evidence.
Cancers (Basel)
December 2024
Department of Neurological Surgery, Houston Methodist Neurological Institute, Houston Methodist Hospital, Houston, TX 77030, USA.
Radiation has been used to treat meningiomas since the mid-1970s. Traditionally, radiation was reserved for patients unfit for major surgery or those with surgically inaccessible tumors. With an increased quantity and quality of imaging, and an aging population, there has been a rise in incidentally diagnosed meningiomas with smaller tumors at diagnosis time.
View Article and Find Full Text PDFCost Conversations to Mitigate the Effects of Financial Toxicity in Oncology: Current State, Opportunities, and Barriers.
JCO Oncol Pract
January 2025
Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY.
The direct and indirect financial burden of cancer care, from medication costs to lost wages, results in financial toxicity for patients. Despite the growing recognition of financial toxicity as a problem for patients, there are few solutions available at the point of care. Structured cost conversations between oncologists and patients to help identify financial toxicity and intervene early when it is recognized have been posited as a patient facing intervention.
View Article and Find Full Text PDFHow breakthroughs happen: Unearthing the boundary conditions of eco-friendly deliberate practice and eco-innovation performance.
PLoS One
January 2025
National Business School, The University of Faisalabad, Faisalabad, Pakistan.
Surprisingly innovation process based on deliberate practice has rarely been unearthed that might explore the boundary conditions of the eco-friendly deliberate practice and eco-innovation performance relationship. Anchored on the organizational support theory and the social cognitive, the current study seeks to investigate the impacts of perceived organizational support (POS) and developmental leadership (DL) on eco-innovation performance (EP) through the mediating role of eco-friendly deliberate practice (EDP). In addition, the study explores the boundary effects of employee resilience (ER) on the relationship between EDP and EP.
View Article and Find Full Text PDFPerceptions of Machine Learning among Therapists Practicing Applied Behavior Analysis: A National Survey.
Behav Anal Pract
December 2024
Department of Pediatrics, University of Michigan Medical School, Ann Arbor, MI USA.
Unlabelled: Collecting data and logging behaviors of clients who have autism spectrum disorder (ASD) during applied behavior analysis (ABA) therapy sessions can be challenging in real time, especially when the behaviors require a rapid response, like self-injury or aggression. Little information is available about the automation of data collection in ABA therapy, such as through machine learning (ML). Our survey of ABA therapists nationally revealed mixed levels of familiarity with ML and generally neutral responses to statements endorsing the benefits of ML.
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