Dr Ayoub Ashraf

Can AI Improve Patient Safety? Chatbots Raised the Alarm.

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Introduction After months of warnings about the risks of AI in healthcare, a quieter but more consequential story is emerging. Some health systems are using artificial intelligence to meaningfully improve patient safety—catching deterioration earlier, identifying missed diagnoses, and closing long-standing care gaps. But these successes do not prove that AI is ready for widespread deployment. […]

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When AI Moves Faster Than Healthcare’s Safety Infrastructure

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Introduction Healthcare leaders are under growing pressure to adopt artificial intelligence. Boards ask about it. Vendors market it aggressively. Clinicians experiment with it informally. And patients increasingly trust it. Against that backdrop, a recent report from ECRI, a leading patient safety organization, should give the industry pause. In its annual assessment of the top health

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What a $556 Million Medicare Advantage Settlement Signals About the System

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Introduction A $556 million civil settlement is rarely just about compliance. When an enforcement action of this scale emerges from the Medicare Advantage program, it signals something deeper about how incentives, oversight, and operational pressures are interacting across the system. A recent ($556 million) civil settlement disclosed by the U.S. Department of Justice, involving Kaiser Permanente, has

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Why Expanding Residency Slots Will Not Solve the U.S. Physician Shortage?

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Introduction The U.S. physician shortage has become a recurring policy headline, and once again, the response feels familiar. Centers for Medicare & Medicaid Services has awarded 400 additional Medicare-supported residency slots, largely aimed at primary care and psychiatry, as part of a congressionally mandated expansion of graduate medical education. At first glance, this appears like

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When the State Becomes the Integrator: What the Maimonides–NYC Health + Hospitals Deal Signals for New York

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Introduction Hospital consolidation in the U.S. is usually framed as a market response — struggling systems merging to survive financial pressure. But a recent development in New York suggests something different is happening. In some states, the government is no longer just regulating consolidation. It is actively designing it. The planned integration of Maimonides Health

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Do Hospital Mergers Actually Lower Costs — Or Just Make Systems Bigger?

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1. Consolidation Is Often Framed as Rescue, Not Reform Hospital consolidation is often justified as the least bad option in a broken system. When financially distressed hospitals change hands, regulators focus on preserving access, stabilizing operations, and avoiding immediate service disruptions. But recent acquisition approvals — including a Connecticut case involving the transfer of hospitals

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