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Developing a Prototype Machine Learning Model to Predict Quality of Life Measures in People Living With HIV
Published 2025-01-01“…Patient-Reported Outcome Measures (PROMs) and Patient-Reported Experience Measures (PREMs) have become essential in evaluating the broader impacts of treatments, especially for chronic conditions like HIV, reflecting patient health and well-being comprehensively.Purpose: The study aims to leverage Machine Learning (ML) technologies to predict health outcomes from PROMs/PREMs data, focusing on people living with HIV.Patients and Methods: Our research utilizes a ML Random Forest Regression to analyze PROMs/PREMs data collected from over 1200 people living with HIV through the NAVETA telemedicine system.Results: The findings demonstrate the potential of ML algorithms to provide precise and consistent predictions of health outcomes, indicating high reliability and effectiveness in clinical settings. …”
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222
Risk of SARS-CoV-2 infection before and after the Omicron wave in a cohort of healthcare workers in Ontario, Canada
Published 2025-02-01“…We employed Poisson regression for period #1 and Cox regression for period #2 to examine associations of demographic factors (age, sex, ethnicity, migration status, income insufficiency), health factors (chronic conditions, smoking history, SARS-CoV-2 vaccination status), household factors (exposure to COVID-19), occupational factors (work role, exposure to COVID-19 patients, personal protective equipment access, aerosol-generating procedures) and community exposures (use of masks, distance, hand-washing) with SARS-CoV-2 infection. …”
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223
Factors influencing waist circumference among urban bank employees in Northeast Ethiopia: a cross-sectional study
Published 2025-01-01“…IntroductionA widely recognized public health issue affecting people worldwide is central obesity. Numerous chronic conditions, such as type 2 diabetes mellitus, cardiovascular disease, and malignancies are linked to this syndrome. …”
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224
Energy management education for persons living with long COVID-related fatigue (EMERGE): protocol of a two-parallel arms target trial emulation study in a multicentre outpatient in...
Published 2025-02-01“…Studies have shown that EME can positively affect self-efficacy, fatigue impact and quality of life in persons with chronic conditions, while data on persons with long COVID are lacking.The primary aim is to evaluate if adding EME to the standard care improves outcomes in persons with long COVID-related fatigue. …”
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225
Perspectives of Hispanic and Latinx Community Members on AI-Enabled mHealth Tools: Qualitative Focus Group Study
Published 2025-02-01“… BackgroundMobile health (mHealth) tools have the potential to reduce the burden of chronic conditions that disproportionately affect Hispanic and Latinx communities; however, digital divides in the access to and use of health technology suggest that mHealth has the potential to exacerbate, rather than reduce, these disparities. …”
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226
Effectiveness of the BNT162b2 XBB.1.5-adapted vaccine against COVID-19 hospitalization related to the JN.1 variant in Europe: a test-negative case-control study using the id.DRIVE...
Published 2025-01-01“…Multivariable analyses were adjusted for symptom onset date, age, sex, and number of chronic conditions. Findings: Among 308 test-positive cases and 1117 test-negative controls, BNT162b2 XBB.1.5-adapted VE against hospitalization compared to no vaccination this season was 53.8% (95% CI 38.4–65.4) after a median of 63 days following vaccination. …”
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227
Household transmission of SARS-CoV-2 in a rural area in South Africa
Published 2024-02-01“…HIV infection, obesity and the presence of chronic conditions did not materially alter the crude IR. …”
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The Impact of the COVID-19 Pandemic on Health and Health Care Experience in Those With Polycystic Ovary Syndrome
Published 2025-02-01“…Our findings highlight the need to incorporate viable individualized and alternative care options for people with chronic conditions such as PCOS, to support self-management and prevent deterioration in health and well-being during times of unforeseen health crises. …”
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