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Patient Safety Risks from AI Scribes: Signals from End-User Feedback

Dai, Jessica, Huang, Anwen, Nasrallah, Catherine, Croci, Rhiannon, Soleimani, Hossein, Pollet, Sarah J., Adler-Milstein, Julia, Murray, Sara G., Yazdany, Jinoos, Chen, Irene Y.

arXiv.org Artificial Intelligence

AI scribes are transforming clinical documentation at scale. However, their real-world performance remains understudied, especially regarding their impacts on patient safety. To this end, we initiate a mixed-methods study of patient safety issues raised in feedback submitted by AI scribe users (healthcare providers) in a large U.S. hospital system. Both quantitative and qualitative analysis suggest that AI scribes may induce various patient safety risks due to errors in transcription, most significantly regarding medication and treatment; however, further study is needed to contextualize the absolute degree of risk.


Best Amazon Prime Day Kindle Deals (October 2025): Colorsoft, Scribe, Paperwhite

WIRED

There's no better time than one of Amazon's sale events to treat yourself to a new Kindle. All products featured on WIRED are independently selected by our editors. However, we may receive compensation from retailers and/or from purchases of products through these links. If you're in the market for a new Kindle, the best Amazon Prime Day Kindle deals are underway right now. This is the best time--well, now and any other Amazon sale event--to get a new Kindle, no matter what model you're looking for.


SCRIBES: Web-Scale Script-Based Semi-Structured Data Extraction with Reinforcement Learning

Liu, Shicheng, Sun, Kai, Fu, Lisheng, Chen, Xilun, Zhang, Xinyuan, Lin, Zhaojiang, Shao, Rulin, Liu, Yue, Kumar, Anuj, Yih, Wen-tau, Dong, Xin Luna

arXiv.org Artificial Intelligence

Semi-structured content in HTML tables, lists, and infoboxes accounts for a substantial share of factual data on the web, yet the formatting complicates usage, and reliably extracting structured information from them remains challenging. Existing methods either lack generalization or are resource-intensive due to per-page LLM inference. In this paper, we introduce SCRIBES (SCRIpt-Based Semi-Structured Content Extraction at Web-Scale), a novel reinforcement learning framework that leverages layout similarity across webpages within the same site as a reward signal. Instead of processing each page individually, SCRIBES generates reusable extraction scripts that can be applied to groups of structurally similar webpages. Our approach further improves by iteratively training on synthetic annotations from in-the-wild CommonCrawl data. Experiments show that our approach outperforms strong baselines by over 13% in script quality and boosts downstream question answering accuracy by more than 4% for GPT-4o, enabling scalable and resource-efficient web information extraction.


I'm a Doctor. I Never in a Million Years Thought I'd Do What I'm Doing Now to Connect With Patients.

Slate

Sign up for the Slatest to get the most insightful analysis, criticism, and advice out there, delivered to your inbox daily. I am a proud late adopter of new technology. I had a StarTAC well into the 21st century, fearing the limitless access to digital information and services that smartphones would bring and the way they would rob us of our time and attention and humanity. Though this realization offers little solace as I stare into my phone hundreds of hours a day.) I traveled with my books of CDs and my Discman well into the era when Transportation Security Administration agents would look at them with curiosity and suspicion.


Amazon Kindle Scribe (2nd Gen) Review: Room for More

WIRED

Amazon's Kindle Scribe entered a saturated digital notebook market in 2022, competing with the likes of Kobo, ReMarkable, and Boox. But the first-gen Scribe had one leg over everyone else: It was also a Kindle. You couldn't annotate directly on ebooks, a standard feature most people would expect on a digital e-paper notebook. This has been rectified on the second-generation Kindle Scribe, and there are a couple of other additions like generative artificial intelligence features and a slightly redesigned Premium Pen stylus, which is now included. But the rest of the Scribe remains mostly the same. It's a great digital notebook for anyone who likes jotting stuff down on paper, and since it pulls double duty as an e-reader, you don't have to carry another Kindle.


Kindle Scribe 2 review in progress: Is slightly useful AI worth the extra cash?

Engadget

It's an analog ache that is oddly satisfying in a nostalgic way. In the last few days, I've held a pen and written more words for a much longer time than I have ever done in years. As I pushed myself to handwrite large parts of this review to spend more time with the 2024 Kindle Scribe's stylus and note-taking tools, I started to feel a sensation I hadn't remembered since my teens. I often feel the urge to jot down thoughts and lists, but I never really wanted to spend longer than 15 minutes writing. And yet, Amazon's new AI features for the Kindle Scribe seem to cater more to those who labor over essays or missives that they ultimately need to share with others.


Kindle Scribe hands-on: You can scribble on your books

Engadget

Seventeen years is an odd anniversary to call out. But at an event launching four new Kindles, Amazon's head of devices and services Panos Panay reminded a group of media that "Kindle is 17 years in the making, almost to the day." Panay added that the device is currently seeing its highest sales numbers, and that 20.8 billion pages are read each month on a Kindle. Since the introduction of the Kindle Scribe in 2022, there has been even more development in e-paper writing tablets, with a notable recent product in the reMarkable Paper Pro. While that 580 device supports a color writing experience, Amazon's Kindle Scribe still only works in black and white. But it might offer enough by way of software updates to make up for its monochrome manner.


The best E Ink tablets for 2024

Engadget

E-Ink tablets have always been intriguing to me because I'm a longtime lover of pen and paper. I've had probably hundreds of notebooks over the years, serving as repositories for my story ideas, to-do lists, meeting notes and everything in between. However, I turned away from physical notebooks at a certain point because it was just easier to store everything digitally so I always had my most important information at my fingertips. E-Ink tablets seem to provide the best of both worlds: the tactile satisfaction of regular notebooks with many of the conveniences found in digital tools, plus easy-on-the-eyes E-Ink screens. These devices have come a long way in the past few years, and we're just starting to see more color E-Ink tablets become more widely available. I tested out a number of different E Ink tablets to see how well they work, how convenient they really are and which are the best tablets using E Ink screens available today. An E Ink tablet will be a worthwhile purchase to a very select group of people. If you prefer the look and feel of an e paper display to LCD panels found on traditional tablets, it makes a lot of sense. They're also good options for those who want a more paper-like writing experience (although you can get that kind of functionality on a regular tablet with the right screen protector) or a more distraction-free device overall. The final note is key here.


I Just Discovered Something Very Troubling in an Unclosed Incognito Window on My Son's Computer. Oh no.

Slate

Care and Feeding is Slate's parenting advice column. Have a question for Care and Feeding? How should we guard against cheating with AI? Long explanation: My 13-year-old rising 8th grader had minimal summer homework to complete. The homework was reading with related writing and it was not difficult. One of the books he had to read was The Sea of Monsters by Rick Riordan.


Proton Mail now has a privacy-focused AI writing assistant

Engadget

Proton Mail has a new AI-powered feature that could help it keep pace with the artificial intelligence tools Google and Microsoft offer for their email services. Proton Scribe is an AI writing assistant that can help you compose and clean up your drafts. Scribe was designed with privacy in mind -- the assistant can't train on your inbox data, as Proton Mail has a zero-access approach to encryption. Proton doesn't save or log anything from your email drafts either. According to Proton, a writing assistant was one of the most-requested features in a recent user survey.