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AI Health Coaches Will Probably Arrive on a Device

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AI Health Coaches Will Probably Arrive on a Device

It was strange to think about tracking your heartbeat or footprints a decade ago. Journalists covered the odd new trend at conferences, and those committed to the quest of quantified self-knowledge preached in TED Talks. A wearable device is now owned by over 40% of American households, according to statistics provided by Statista. Retirees frequently compare or brag about how many steps they took each day. The measurable self is in the ascendant.

As artificial intelligence continues to grow at an exponential rate, scientists and technologists are now searching for ways to go even farther. They want to create AI health coaches that can analyze health data and provide advice to users on maintaining optimal fitness.

The success of the measurable self

Numerous pieces of evidence point to the fact that wearables do, at minimum, provide some advantages. A 2022 review of scientific studies discovered that individuals assigned to wear activity trackers lost two pounds on average (about 1,800 extra steps per day) among over 160,000 participants in all the included studies.

According to Carol Maher, a population and digital health professor at the University of South Australia and a co-author of the review, wearables alter behavior in a variety of ways, including encouraging users to set goals, enabling them to monitor things that matter to them, and alerting them when they’re not on track to satisfy their objectives.

But according to Andrew Beam, an assistant professor studying medical artificial intelligence at the Harvard T.H. Chan School of Public Health’s Department of Epidemiology, these effects frequently wear off over time.

AI is needed to accurately detect the measures that matter to us from signal inputs, such as counting steps from an accelerometer worn on the wrist. However, this type of AI is unglamorous and uncool, according to Shwetak Patel, director of health technologies at Google and a professor of computer science and engineering at the University of Washington. “AI can stretch the capability of that sensor to do things that we may not have thought were possible.” he continues, but there is still a lot more it can already do. This includes functions like blood oxygen and fall detection that are already present in well-known wearable technology. Although usually not as accurate as devices used to diagnose diseases, some researchers are attempting to use the relatively basic health data provided by wearables to detect disease, including COVID-19.

AI has so far contributed minimally to the rise of the quantified self. In an effort to elevate artificial intelligence, researchers hope to leverage recent developments.

The upcoming health coaches powered by AI

In a recent paper that Patel co-authored, researchers fed wearable data into large language models—like OpenAI’s GPT series—and the models produced reasoning about the data that might help clinicians diagnose mental health conditions. For instance, the AI system would identify irregular sleep patterns in research participants and state that they “may be an indicator of various issues, including stress, anxiety, or other disorders.”

According to Patel, the next generation of AI models will be able to reason, which means they may be applied to individualized health coaching. It’s unclear, according to some researchers, whether large language models are capable of reasoning. Saying, “Your average heart rate is 70 beats per minute,” is one thing, but he goes on.

According to Patel, wearable data may also make it possible for AI “coaches” to comprehend users’ health at a far deeper level than a human coach could. A human coach could, for instance, ask you how you slept, but wearable technology could offer comprehensive, unbiased sleep data.

Maher has also contributed to the writing of a review of the literature on the impact of AI chatbots on lifestyle choices. The review revealed that, while the impact was not as great as that of wearables, chatbot health coaches can assist individuals in improving their diets, getting more sleep, and increasing their physical activity levels. The rather basic chatbots used in these studies were created years ago, long before OpenAI’s ChatGPT, for instance, and Maher anticipates that more advanced AI health coaches would be more successful. She does point out that there are still issues with large language models like ChatGPT that need to be resolved, such as the models’ propensity to invent facts.

Maher has also contributed to the writing of a review of the literature on the impact of AI chatbots on lifestyle choices. The review revealed that, while the impact was not as great as that of wearables, chatbot health coaches can assist individuals in improving their diets, getting more sleep, and increasing their physical activity levels. The rather basic chatbots used in these studies were created years ago, long before OpenAI’s ChatGPT, for instance, and Maher anticipates that more advanced AI health coaches would be more successful. She does point out that there are still issues with large language models like ChatGPT that need to be resolved, such as the models’ propensity to invent facts.

According to Beam, there are good reasons to be wary of chatbot health coaches. Initially, they experience the same gradual decline in efficacy as wearables. Second, when it comes to health, even human scientists with access to massive amounts of personal data still lack sufficient knowledge to provide tailored recommendations.

An artificial intelligence (AI) health coach could keep track of whether a particular action appears to be beneficial and modify its recommendations accordingly, even in the absence of sufficient evidence to provide specific recommendations to various individuals based on their health data. For instance, Sandeep Waraich, Google’s product management lead for wearable devices, says that heart rate data collected during a recommended workout could be used to guide future exercise recommendations.

Not just large tech companies are attempting to leverage wearable data to offer ongoing, individualised health coaching. App for health Based on movement and heart-rate data, Humanity claims to be able to determine a user’s “biological age” to within three years. A wrist-worn accelerometer was worn for a week by 100,000 participants in the U.K. Biobank, which provided the data used to develop Humanity’s algorithm. However, tracking the changes in biological age excites Humanity’s co-founder and chief strategy officer, Michael Geer, even more.

According to Beam, the issue with monitoring metrics such as Humanity’s “biological age” is that there is currently insufficient data connecting them to concrete health outcomes, such as a decline in all-cause mortality. According to him, there is an issue with AI’s application in healthcare in general. “In general, it’s best to proceed cautiously in this situation.

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Apple’s own 5G modem-equipped iPhone SE 4 is “confirmed” to launch in March

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Tom O’Malley, an analyst at Barclays, recently visited Asia with his colleagues to speak with suppliers and makers of electronics. The analysts said they had “confirmed” that a fourth-generation iPhone SE with an Apple-designed 5G modem is scheduled to launch near the end of the first quarter next year in a research note they released this week that outlines the main conclusions from the trip. That timeline implies that the next iPhone SE will be unveiled in March, similar to when the present model was unveiled in 2022, in keeping with earlier rumors.

The rumored features of the fourth-generation iPhone SE include a 6.1-inch OLED display, Face ID, a newer A-series chip, a USB-C port, a single 48-megapixel rear camera, 8GB of RAM to enable Apple Intelligence support, and the previously mentioned Apple-designed 5G modem. The SE is anticipated to have a similar design to the base iPhone 14.

Since 2018, Apple is said to have been developing its own 5G modem for iPhones, a move that will let it lessen and eventually do away with its reliance on Qualcomm. With Qualcomm’s 5G modem supply arrangement for iPhone launches extended through 2026 earlier this year, Apple still has plenty of time to finish switching to its own modem. In addition to the fourth-generation iPhone SE, Apple analyst Ming-Chi Kuo earlier stated that the so-called “iPhone 17 Air” would come with a 5G modem that was created by Apple.

Whether Apple’s initial 5G modem would offer any advantages to consumers over Qualcomm’s modems, such quicker speeds, is uncertain.

Qualcomm was sued by Apple in 2017 for anticompetitive behavior and $1 billion in unpaid royalties. In 2019, Apple purchased the majority of Intel’s smartphone modem business after the two firms reached a settlement in the dispute. Apple was able to support its development by acquiring a portfolio of patents relating to cellular technology. It appears that we will eventually be able to enjoy the results of our effort in four more months.

On March 8, 2022, Apple made the announcement of the third-generation iPhone SE online. With antiquated features like a Touch ID button, a Lightning port, and large bezels surrounding the screen, the handset resembles the iPhone 8. The iPhone SE presently retails for $429 in the United States, but the new model may see a price increase of at least a little.

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Google is said to be discontinuing the Pixel Tablet 2 and may be leaving the market once more

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Google terminated the development of the Pixel Tablet 3 yesterday, according to Android Headlines, even before a second-generation model was announced. The second-generation Pixel Tablet has actually been canceled, according to the report. This means that the gadget that was released last year will likely be a one-off, and Google is abandoning the tablet market for the second time in just over five years.

If accurate, the report indicates that Google has determined that it is not worth investing more money in a follow-up because of the dismal sales of the Pixel Tablet. Rumors of a keyboard accessory and more functionality for the now-defunct project surfaced as recently as last week.

It’s important to keep in mind that Google’s Nest subsidiary may abandon its plans for large-screen products in favor of developing technologies like the Nest Hub and Hub Max rather than standalone tablets.

Google has always had difficulty making a significant impact in the tablet market and creating a competitor that can match Apple’s iPad in terms of sales and general performance, not helped in the least by its inconsistent approach. Even though the hardware was good, it never really fought back after getting off to a promising start with the Nexus 7 eons ago. Another problem that has hampered Google’s efforts is that Android significantly trails iPadOS in terms of the quantity of third-party apps that are tablet-optimized.

After the Pixel Slate received tremendously unfavorable reviews, the firm first declared that it was finished producing tablets in 2019. Two tablets that were still in development at the time were discarded.

By 2022, however, Google had altered its mind and declared that a tablet was being developed by its Pixel hardware team. The $499 Pixel Tablet was the final version of the gadget, which came with a speaker dock that the tablet could magnetically connect to. (Google would subsequently charge $399 for the tablet alone.)

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Windows 11 PCs with Arm Processors now have an Official ISO for Clean Installations

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Power users occasionally prefer to start over when they acquire a new computer, so they follow the pro-gamers’ advice and reinstall Windows using a brand-new ISO image that comes straight from Microsoft and is free of bloatware and needlessly complex “driver management programs.” Up until recently, the new Snapdragon laptops’ more specialized version of Windows 11 didn’t support that.

The Windows 11 build on these new laptops is unusual because of the Arm64-based hardware, which differs from the typical x86 and x64 innards found in most laptops and desktops. Microsoft has finally released a disk image (or ISO file) for these devices after several months of waiting. To perform a direct reinstallation or make a bootable flash drive for a different device, you may now download it straight from Microsoft’s website. It is identical to the installation media utility that is currently available.

Be aware that there may be some glitches if you use this method for a fresh install. Compared to previous designs, the Snapdragon X system-on-a-chip has a lot fewer hardware variables, but because it’s so new, Windows Update might not include all the necessary components. You may need to use an Ethernet connection or the old-fashioned sneakernet to manually load drivers from another computer. You may also need to do some Googling to locate all the files you require for that.

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