Public health
fromwww.independent.co.uk
1 day agoI hid my heart disease symptoms from my wife then I almost died'
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EchoPrime, a video-based vision-language model, analyses echocardiogram footage and generates a written report of cardiac form and function. Its findings were published in Nature (volume 650, pages 970-977) in February 2026, under the title 'Comprehensive echocardiogram evaluation with view primed vision language AI.'
Meta is building a smartwatch, and it wants to know your heart rate, your sleep patterns, your activity levels, and whatever else it can pull from a sensor pressed against your skin all day. The device is codenamed Malibu 2, it's targeting a 2026 launch, and by most accounts it sounds like a perfectly competent health wearable. The problem isn't the hardware. The problem is the company attached to it.
Since 1990, the incidence of hypertension has increased globally, with up to one in three adults worldwide affected by it. Most of those people have no idea they have it. If people could diagnose and monitor hypertension at home, the World Health Organization estimates that up to 76 million lives could be saved with easy fixes, like stopping smoking or adjusting diet.
In a single streaming pipeline, you might be processing HL7 FHIR messages with frequent specification updates, claims data following various payer-specific formats, provider directory information with inconsistent taxonomies, and patient demographics with privacy redaction requirements. Our member eligibility stream processes roughly 50,000 records per minute during peak enrollment periods.
As the Magerstadt Professor of Cardiovascular Epidemiology, Khan studies the epidemiology of risk for heart failure. Using population-based cohorts and large electronic health record data analyses, she performs mechanistic studies that may enhance risk prediction and identify novel therapeutic agents for the prevention and treatment of cardiovascular disease. Khan and her team have developed a tool to predict risk and prevent cardiovascular disease such as heart failure, stroke, arrhythmia, coronary artery disease and many other conditions.
Petal is a bra insert that uses bio-impedance sensors and electrical measurements to monitor blood flow near the heart. Because wearers position the insert right next to the heart, the device can capture more accurate readings than your typical smartwatch, Petal says. The device comes in one size and fits snug against each breast. It's made with biocompatible materials, including a soft European fabric and a polyurethane-coated interior.
AI plays an important role-but not by fixing fragmented data on its own. The work of organizing, connecting, and interpreting healthcare information still belongs to people and the systems they build. Where AI helps is after that foundation is in place: by bringing the right information forward at the right time, reducing the effort it takes to find what matters, and supporting better decisions in the moment of care.
Between March 2020 and March 2022, over 100 million telemedicine services were delivered to approximately 17 million Australians. The Australian government invested $409 million to make telehealth permanent, whilst the UK announced £600 million for digital health infrastructure in April 2025. Patient adoption is equally impressive: 60% find telemedicine more convenient than in-person appointments, 55% report higher satisfaction with teleconsultations, and 74% of millennials prefer virtual appointments for routine care. These aren't temporary shifts; they represent a fundamental transformation in healthcare delivery.