Tailoring AI solutions for health care needs


AI applications for health care are proliferating rapidly. The U.S. Food and Drug Administration has approved more than 1,300 AI-enabled medical devices, mostly for interpreting diagnostic images. More than half of these were approved in the past three years, with the earliest dating as far back as 1995. Non-radiological applications carry out tasks as diverse as tracking sleep apnea, analyzing heart rhythms, and planning orthopedic surgeries.

AI applications that do not count as medical devices— for example, those that handle scheduling and administrative tasks—are more difficult to track but are also rapidly increasing. AI can help coordinate complex tasks and workflows that are often conventionally managed by whiteboards and sticky notes. Such functions may well outstrip clinical uses in their impact on health systems. A recent survey of technology leaders found that 72% said their top priority for AI was reducing caregiver burden and improving caregiver satisfaction, while over half (53%) cited workflow efficiency and productivity.

Any health care-related application can potentially impact patient care, whether directly or indirectly, and AI apps that are poorly designed or inadequately trained and validated can put patients at risk. Providers recognize that risk: In the same survey, 77% said immature AI tools are a significant barrier to adoption. Regulators and lawmakers are also keeping an eye on the risks as development and adoption burgeon, though the U.S. regulatory picture is still in flux, as a 2024 report to Congress on AI in health care observes.

To tackle some of the technical challenges, many health care providers are partnering with application developers to build AI solutions. In a recent study, McKinsey found that 61% of health care organizations intend to pursue partnerships with third-party vendors to develop customized generative AI solutions as a primary strategy as opposed to building them in-house or buying off-the-shelf products.

But health care-specific AI applications must also be tailored to the nuanced clinical needs of medical providers as well as the complex business and regulatory considerations of the wider sector. This is where developers can benefit from working with a partner with a deep understanding of the health care environment to tailor applications to what providers want and need most. Doing so helps to position AI products for maximum impact and value, avoiding the pitfalls unique to the health care environment.

Download the report.

This content was produced by Insights, the custom content arm of MIT Technology Review. It was not written by MIT Technology Review’s editorial staff. It was researched, designed, and written by human writers, editors, analysts, and illustrators. This includes the writing of surveys and collection of data for surveys. AI tools that may have been used were limited to secondary production processes that passed thorough human review.



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Recent Reviews


Samsung S95F vs S95H TV

Kerry Wan/ZDNET

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Samsung is a relative newcomer to OLED TVs, releasing its first consumer models in 2022. In just a handful of years, the brand has gone toe-to-toe with Sony and LG, offering signature OLED picture quality with spatial, object-tracking sound to enhance the experience. 

The latest 2026 Samsung OLED models offer a slew of smart features, along with a few hardware tweaks, to keep the S95H on the cutting edge of home theater tech.

Also: The best Samsung TVs you can buy

At first glance, it doesn’t seem like the Samsung S95H offers anything different than its predecessor, the S95F. But with an updated processor and reworked operating system, could it be worth the upgrade? To help you understand where the real differences lie and which Samsung OLED is the right fit for you, I’ve broken down each model’s most interesting features for streaming, gaming, and live TV.

Specifications

Samsung S95F

Samsung S95H

Display type

OLED

OLED

Display size

55 to 83 inches

55 to 83 inches

HDR

OLED HDR Pro

OLED HDR Pro

Audio Dolby Atmos, Object Tracking Sound+ Dolby Atmos, Object Tracking Sound+
Refresh rate Up to 165Hz Up to 165Hz
VRR support AMD FreeSync Premium Pro AMD FreeSync Premium Pro
Voice controls Alexa, Bixby, Hey Google Alexa, Bixby, Hey Google
Price Starting at $1,900 Starting at $2,500

You should buy the Samsung S95F if…

Samsung S95F

Kerry Wan/ZDNET

1. You don’t mind having a previous-gen OLED TV

The Samsung S95F is a stunning OLED TV, offering some of the best picture quality I’ve seen in my nearly 10 years of testing TVs. And the object-tracking sound coupled with Dolby Atmos virtual surround sound creates a much more immersive experience without the need to set up a lot of extra speakers. 

Dedicated picture modes for streaming movies and console gaming automatically boost contrast, adjust brightness, and utilize VRR technology for smoother playback and enhanced detailing. It may be a generation behind, but the S95F still has plenty to offer. 

2. You want less AI integration

Starting in 2026, all new Samsung TVs will have native support for Samsung Vision, the brand’s own AI assistant. However, if you want to hold off on integrating AI into your home theater, the S95F has more options for toggling features on and off. 

And you can even stall the update indefinitely by disabling automatic updates. However, disabling automatic updates also means your smart TV could become a security risk to your home Wi-Fi network, as it won’t be able to install new firmware designed to protect your data and privacy.  

3. You’re shopping on a budget

Since the Samsung S95F is a generation behind, it’s much easier to find this model on sale at retailers like Best Buy and Amazon, as well as on Samsung’s own store page. As the brand and stores try to clear inventory to make room for the new S95H, it’s not uncommon to find fairly impressive discounts on the most popular screen sizes. 

If you keep a sharp eye on the deals tab of your favorite store, chances are you’ll be able to snag a Samsung S95F for a fraction of the price of the new S95H.

You should buy the Samsung S95H if…

Samsung S95H

Kerry Wan/ZDNET

1. You want the best TV for entertainment (in all forms)

The Samsung S95H has a dedicated picture mode for soccer fans, AI Soccer Mode Pro, that automatically recognizes when you’re watching a match and optimizes visuals and sound so you never miss a detail. It also boosts commentary dialogue for up-to-the-second analysis and calls for big plays. 

Also: LG G6 vs. Samsung S95H

Not a sports fan? With the Samsung Karaoke Mobile app, you can turn your smartphone into a mic for solo performances or parties with friends and family. The app lets you quickly create karaoke playlists and adjust playback settings, turning your living room into your own performance space. You can also use the app as a remote to control your TV’s volume and navigate menus.

2. You want more AI integration

With native support for Samsung Vision AI, you’ll get a built-in assistant for personalized search options, entertainment suggestions, and automatic picture and sound optimization. It’s also capable of real-time translation that automatically analyzes media to create subtitles in your preferred language; this makes it great for auto-dubbing YouTube videos and live TV, where captions may be unreliable at best.

3. You want the latest-gen Samsung OLED tech

Along with new AI features, the S95H is powered by an updated processor for improved power efficiency, smoother upscaling, and faster response times. The more powerful processor allows the TV to handle the robust AI integration without sacrificing picture and audio quality or performance. 

The matte display has also been refreshed to better diffuse glare and reflections and improve viewing angles. And with a 7-year guarantee for security and firmware updates, you can keep your home theater on the cutting edge of entertainment.

Writer’s choice

While both the Samsung S95F and S95H appear nearly identical, the key differences lie in how each model integrates Samsung’s Vision AI and the improved NQ4 AI processor. The S95F still offers top-notch picture and sound quality, with plenty of smart features to create a well-rounded home theater, while also giving you more control over when and how to use AI for search and beyond. 

And with a better chance of being on sale, the S95F can see significant discounts, so you can save big on Samsung’s flagship OLED TV.





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