Tech

Generative AI 2025: a 20-minute cheat sheet for busy clinicians

Tech
June 28, 2025

Why doctors should care

  • Generative AI has moved from hype to bedside utility.
  • Ambient “copilot” apps draft encounter notes.
  • Large language models (LLMs) summarise new studies in seconds.
  • Early adopters save hours each week and report less burnout.

Five core concepts, clinical parallels

  • Neural networks → Repeated pattern-finding, like residents running endless simulations.
    Example: Abridge and Nuance DAX learn note structure from thousands of visits.
  • Prompt engineering → Give precise orders, just …

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Why public health must be included in AI development

Tech
June 28, 2025

When artificial intelligence developers gather to build tools that will reshape health care, one critical voice is often missing: public health.

Despite AI’s potential to improve outcomes and streamline operations, it is being developed with limited regard for public health priorities. The absence of this input is not just a technical oversight. It is an equity issue with far-reaching consequences.

From algorithmic bias to the exclusion of community-level data, equity shortcomings are …

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Here’s what providers really need in a modern EHR

Tech
June 27, 2025

When people think of electronic health records (EHRs), they assume these digital systems for storing patient information were designed for clinicians. But that is a fallacy. EHRs initially were designed for billing and compliance—and it shows.

Given the original purpose of EHRs, it’s not surprising that clinical workflows are disjointed. The limitations of traditional EHRs have made it more difficult for clinicians to quickly access relevant patient information at the point …

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AI and humanity in health care: Preserving what makes us human

Tech
June 27, 2025

As artificial intelligence gains ground in every aspect of health care, from diagnostics to documentation, an urgent question arises: Are we gaining efficiency at the cost of empathy?

Drawing inspiration from Simon Sinek’s perspective on AI and humanity, this piece explores how health care can embrace innovation without compromising the very heart of medicine.

1. Humanity first, technology second

“I’m not in the AI business. I’m in the humanity business.” – Simon Sinek

AI …

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AI is not a threat to radiologists. It’s a distraction from what truly matters in medicine.

Tech
June 23, 2025

As a radiologist, I’ve heard the same question too many times, usually from anxious medical students struggling to decide if they should pursue radiology:
“Is AI going to replace radiologists?”

I understand the concern. I had similar fears during training. But after years of practicing medicine and watching AI promises play out in the real world, I can confidently say this: AI is not replacing radiologists. It’s not even close. And those …

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Why interoperability is key to achieving the quintuple aim in health care

Tech
June 19, 2025

The vast majority of my physician colleagues understand the value of interoperability for their patients and their ability to deliver high-quality care.

In the rare cases that I encounter a clinician who is unsure of interoperability’s benefits, I simply tell them that it creates a situation where everyone wins: Providers deliver better, safer, less expensive care, and patients get more coordinated experiences.

Interoperability makes a strong, positive difference in the care I …

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How Mark Twain would dismantle today’s flawed medical AI

Tech
June 15, 2025

Mark Twain (Samuel Clemens) spent his youth deciphering the Mississippi River, a system far more complex than any artificial intelligence (AI) algorithm. He learned that real understanding demands nuance, context, and skepticism. Were he alive today, he’d likely see NarxCare, the controversial opioid-risk AI algorithm, as a cautionary tale about the dangers of replacing human judgment with lies, damn lies, and statistics.

NarxCare scores patients based on morphine milligram equivalents and …

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9 domains that will define the future of medical education

Tech
June 12, 2025

A comprehensive 2025 framework on medical education reform has laid bare a critical challenge: The traditional path to becoming a doctor is failing to meet the demands of modern health care. The consequences are stark: 70 percent of medical students report frequent feelings of burnout, persistent health disparities remain entrenched, and a median debt of $200,000 is pushing graduates away from essential careers in primary and public service care.

This new …

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Key strategies for smooth EHR transitions in health care

Tech
June 11, 2025

Healthcare organizations continue to face financial and operational efficiency pressures to implement or upgrade their electronic health record (EHR) systems, driven largely by the push for greater interoperability and the need to consolidate disparate systems. While the benefits of modern, integrated EHR systems are clear, the path to successful implementation remains complex and challenging for many organizations.

The foundation: Stakeholder engagement and leadership buy-in

The success of any EHR implementation hinges on …

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Why flashy AI tools won’t fix health care without real infrastructure

Tech
June 10, 2025

There’s a growing disconnect between the promises being made about artificial intelligence in health care and what’s being delivered. If you’re a health system leader, it’s time to take a discerning view—not because AI lacks potential, but because many of the solutions entering the market are more marketing than medicine.

We’ve seen this dynamic before.

Earlier this month, a fintech founder was charged with defrauding investors after promoting an AI-powered shopping app …

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Why innovation in health care starts with bold thinking

Tech
June 6, 2025

Let’s bust a myth: Health care is not just about rules, protocols, and playing it safe. In fact, real breakthroughs happen when we dare to think differently.

Whether it’s improving patient outcomes, solving staffing gaps, or designing more human-centered workflows, the future of health care demands creative thinking at every level.

And no—you don’t need to be an “artist” to be creative in medicine.

Why creativity is no longer optional

Health care is under …

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How self-improving AI systems are redefining intelligence and what it means for health care

Tech
June 5, 2025

Artificial intelligence is rapidly evolving, poised to reshape research, health care delivery, and medical decision-making. A new interactive slideshow delves into this shift, highlighting self-improving AI systems like the Darwin Gödel Machine and autonomous AI development.

Here are the key takeaways and their implications for medicine and beyond.

The age of self-improving AI has arrived.

Until recently, AI systems relied heavily on human engineers to design and tune their capabilities. That’s changing. The …

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How blockchain could rescue nursing home patients from deadly miscommunication

Tech
June 5, 2025

Imagine a health care team treating your elderly loved one—without the full picture. This is the reality of the U.S. health care system. Our system is failing nursing home residents, the most vulnerable population, by dragging out an outdated, inefficient data-sharing system. To improve nursing home care, health data must be efficiently shared and organized across hospitals and facilities, ensuring tailored treatments for patients with complex conditions. Unfortunately, existing Read more…

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How AI is revolutionizing health care through real-world data

Tech
June 1, 2025

Turning real world data into insights

A lot has been said and written about the potential of artificial intelligence (AI) to advance and improve health care. And while there are still many challenges to overcome and questions to answer, one area in particular shows dramatic positive results.

The use of AI to unscramble the unstructured data from electronic health care records (EHR) is uncovering previously hidden insights and bringing significant advances to …

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Ambient AI: When health monitoring leaves the screen behind

Tech
June 1, 2025

A quiet revolution is taking place in health care technology. AI is shedding its screen-bound constraints and stepping into forms that blend seamlessly into our lives—rings, glasses, pendants, earbuds. These “ambient” devices collect real-time insights from sound, motion, and physiology, surfacing only when needed. For clinicians, this shift means more than convenience: It reimagines how we gather data at the bedside …

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Closing the gap in respiratory care: How robotics can expand access in underserved communities

Tech
May 29, 2025

As a U.S.-licensed respiratory therapist and former ENT physician, I have seen firsthand how respiratory illnesses can devastate lives when early intervention is out of reach. From hospital wards in Moscow to respiratory units in Florida, the one constant I’ve observed is that underserved communities—whether due to geography or poverty—suffer the most. Across the United States, millions of patients living with chronic respiratory diseases like COPD and asthma lack consistent …

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Model context protocol: the standard that brings AI into clinical workflow

Tech
May 29, 2025

The real limitation of clinical AI isn’t the model; it’s the context.

AI can draft notes, flag interactions, and read scans. However, when it comes to understanding the patient in front of you, it’s still a matter of working in the dark.

It doesn’t know the blood pressure you entered three minutes ago.

It can’t find the beta-lactam allergy buried in yesterday’s note.

It misses …

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Addressing the physician shortage: How AI can help, not replace

Tech
May 27, 2025

The physician shortage in the United States is a real and urgent issue. Projections from the Association of American Medical Colleges (AAMC) estimate that by 2034, the nation could face a deficit between 37,800 and 124,000 physicians. Primary care will be particularly affected, with a potential shortfall of up to 48,000 doctors. Rural and underserved communities will likely bear the brunt of the burden.

This shortage stems from multiple …

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The silent threat in health care layoffs

Tech
May 24, 2025

The health care industry rightfully remains vigilant against external cyber threats, with the Director-General of the World Health Organization even labeling file loss from ransomware as potentially “issues of life and death.” Patient safety and the sanctity of confidential health information are paramount—which are also the very reasons health care organizations are prime targets for malicious actors. But as economic headwinds lead to corporate layoffs and government budget cuts dominate …

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In medicine and law, professions that society relies upon for accuracy

Tech
May 20, 2025

Integrity and trust are foundational. But today, that trust is under assault—not from human error, nor negligence, but from the sophisticated but disturbingly unreliable outputs of artificial intelligence (AI). What the media euphemistically calls “AI hallucinations” are not benign mistakes—they are dangerous fabrications, systematically undermining both clinical and legal standards.

As a psychiatrist, I confront the reality of hallucinations regularly. Patients vividly describe voices, visions, and sensations with profound distress. Hallucinations, …

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