Nishi Patel

Heart failure develops gradually, but the condition can reach a point where the heart no longer responds well to standard treatment . This stage is known as late-stage heart failure. At this point, the heart struggles to pump blood effectively, which affects nearly every organ system in the body. The condition does not mean the heart has stopped working completely. Instead, it means the heart cannot circulate enough blood to meet the body's demands. As the disease progresses, symptoms become more persistent and severe. Patients often experience limitations in daily activities, and even small physical efforts may cause fatigue or breathing problems. Late-stage heart failure often requires close monitoring and specialized medical care. Many patients at this stage benefit from advanced treatment strategies designed to support heart function and improve quality of life. Recognizing how the disease progresses can help patients and families seek timely care and make informed decisions ab...

Heart disease continues to be one of the most pressing public health concerns in the United States and around the world. Despite decades of medical progress, cardiovascular conditions such as coronary artery disease, heart failure, and arrhythmias remain the leading causes of death. Early identification of individuals at high risk is critical, yet traditional screening methods often rely on generalized models that do not fully account for individual differences. As healthcare becomes more data-driven, Artificial Intelligence (AI) is playing an increasingly central role in reshaping how cardiac risk is predicted and managed. AI refers to computer systems designed to perform tasks that typically require human intelligence , including pattern recognition, prediction, and decision-making. In cardiology, AI tools analyze vast amounts of medical data—from electronic health records to imaging scans and wearable device readings—to identify subtle risk factors and trends. By uncovering patterns...