Can Machine Hear a Failing Heart?
Keywords:
Occupational Framework, Workforce Development, Skills Development, Industry Validation, EmployabilityAbstract
Heart disease is usually diagnosed with equipment, hospitals, and trained staff. But a fast-moving field of research suggests something surprising: the human voice itself may reveal how the heart is doing. This article explores the real studies behind voice-based cardiac screening, its promise for remote and low-cost monitoring, and the honest limits of what it can do today.



