Publications by authors named "N A Littlefield"

Psychosocial rehabilitation and psychosocial disability research have been a longstanding topic in healthcare, demanding continuous exploration and analysis to enhance patient and clinical outcomes. As the prevalence of psychosocial disability research continues to attract scholarly attention, many scientific articles are being published in the literature. These publications offer profound insights into diagnostics, preventative measures, treatment strategies, and epidemiological factors.

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Objectives: Recently, deep learning medical image analysis in orthopedics has become highly active. However, progress has been restricted by the absence of large-scale and standardized ground-truth images. To the best of our knowledge, this study is the first to propose an innovative solution, namely a deep few-shot image augmentation pipeline, that addresses this challenge by synthetically generating knee radiographs for training downstream tasks, with a specific focus on knee osteoarthritis Kellgren-Lawrence (KL) grading.

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Hypertension is a leading risk factor in cardiovascular disease (CVD) with the highest national rates in southeastern and Appalachian counties. To reduce hypertension health disparities and CVD risk, the Kentucky Department for Public Health Heart Disease and Stroke Program (KHDSP) designed, implemented, and continuously evaluated the Cardiovascular Assessment Risk Reduction and Education Self-Measured Blood Pressure (CARE SMBP) program in rural and Appalachian Kentucky. Ten health care systems and two local health departments implemented CARE SMBP.

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Article Synopsis
  • This study looks at how AI can help doctors understand the bones in the hip and knee better for surgeries, but also checks for problems like unfairness in these AI systems.
  • The focus is on using regular X-rays instead of fancy scans because X-rays are easier to get and cheaper.
  • They found ways to fix biases related to things like gender, race, and age, and shared their work to help doctors make better decisions and promote fairness in healthcare.
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Purpose: Heart disease is the leading cause of death in the United States. HMG-CoA reductase inhibitors, or statins, are medications at the forefront of the battle against cardiovascular disease. Despite their effectiveness, patient compliance with statins has lagged because of medication cost and adverse effects, namely myopathy.

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