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Using Machine Learning to advance primary care: an example of predictive modeling of hypertension risk to impact outcomes [Hypertension]

Annals of Family Medicine

Context: While hypertension is the most common chronic disease cared for during adult primary care visits, it is challenging to know which hypertensive patients have the highest risk of cardiovascular complications in the future. Population Studied: LVHN has 107,851 adult out-patients with hypertension, and 66.4%

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The T-Connector Approach: a simultaneous method for in-office assessment of home blood pressure monitor accuracy [Hypertension]

Annals of Family Medicine

Context Hypertension Canada recommends home blood pressure monitors (HBPM) for diagnosing and managing hypertension. Setting Kaye Edmonton Clinic Family Medicine Clinic and a hypertension research lab. there appears to be reasonable utility for using a T-Connector to qualitatively declare a HBPM to be inaccurate for its user.

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Identifying Patients at High Risk for Falls using an AI/ML model [Geriatrics]

Annals of Family Medicine

Overtreatment of hypertension has been identified as a major risk factor for putting patients at risk for falls in patients with low blood pressures. Given the prevalence of fall risk, it is not feasible for a primary care practice to implement an evidence-based risk reduction intervention on every patient before they fall.

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Ambulatory Behavioral Health Referral Patterns in the Setting of Chronic Medical Conditions [Behavioral, psychosocial, and mental illness]

Annals of Family Medicine

Early identification and intervention in behavioral aspects of chronic diseases leads to improved function with decreased healthcare utilization, yet we know little about referral patterns for behavioral support of chronic disease. Of those patients with a BH referral and a chronic condition, hypertension was the most common (n= 2,053, 51%).

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Proactive Wellness: The Lifesaving Benefits of Regular Check-ups 

East Cary Family Physicians

Early Detection of Health Issues: One of the primary benefits of regular health check-ups is early detection. Many health conditions, such as hypertension, diabetes, and certain cancers, can develop with little to no noticeable symptoms in their initial stages.

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Peripheral Artery Disease (PAD)

Vascular Physician

Ultrasound and CTA can also be utilized to evaluate blood flow through vessels and narrowing of arteries. Thus, all pa-tients with PAD symptoms should be assessed for risk of cardiovascular disease. (4) It is completely relieved by rest and most commonly affects the calf, buttock, hip, and thigh. (1)