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Tomodachi Life: Living the Dream's "Welcome Version" demo is available now, and you can transfer your saves to the full game
Tomodachi Life: Living the Dream is almost here, and an eShop demo with save data transfer is now available for Nintendo Switch consoles.
Jaguars open 75K-square-foot business office at One Tower Court in downtown Jacksonville
The Jacksonville Jaguars on Wednesday opened a 75,287-square-foot business operations office at One Tower Court, downtown Jacksonville’s first multi-tenant Class A office building built since 2007. The team occupies the building’s second through fourth floors.
FIU hospitality program ranked No. 3 among U.S. public universities, politics ranked No. 15, joining several other top-ranked FIU programs in 2026 QS World University Rankings
The hospitality program is No. 23 in the world overall and No. 1 in Florida in the just-released rankings.
Value of Things: The data driven life
Do some new rules changes open up opportunities for the data nerds?
Digital Science acquires Virtual Knowledge Graph pioneer Ontopic
Acquisition aimed at strengthening technology company's capabilities in semantic data and enterprise AI
Effectiveness of politicians’ public denials amid corruption accusations examined in new study
A new article investigates how public denials by politicians accused of corruption influence electoral accountability and why positive and negative partisanship shapes voter reactions.
Science Mill offers three special events in April
Sharing news, features, and sports with the Dripping Springs community. Support local news and subscribe here: linktr.ee/drippingspringsnews.
IPS Students Showcase Data Science Skills with Pascal Siakam at Arsenal Tech
Pascal Siakam of the Indiana Pacers will visit Indianapolis Public Schools (IPS) on Thursdaay, March 26 to celebrate student achievements in the ‘Data Dunkers’ program. Driven by a partnership between the PS43 Foundation and Dell Technologies, this initiative leverages basketball to teach foundational STEM and data analysis skills. During the event, Siakam will meet with… Read More »IPS Students Showcase Data Science Skills with Pascal Siakam at Arsenal Tech
Crystal Etienne: Florida’s school choice debate isn’t ignoring evidence, it’s asking for it
Critics argue school choice expansion lacks full data and accountability
Highly and casually active citizen scientists contribute equally valuable data
The word "nemotia" is a neologism, a newly coined term that in this case, describes the sense of overwhelmingness and disconnect accompanying the thought that nothing you do will ever make a difference. ...
Pistons’ Duncan Robinson shares personal story while supporting Detroit youth mental health
The Detroit Pistons Foundation, Children’s Foundation of Michigan, Duncan Robinson, and the Robinson Family Foundation made a special announcement in support of SAY Detroit’s LiveWELL Program, which provides school-based youth development programming focused on mental health, wellness, and life skills for Detroit Youth inside the SAY Detroit Play Center at Lipke Park.
Could U.S. pushback on foreign data laws recast global business operations?
Because of what's happening in the world today, the question becomes, can you really trust your trading partners?" Robert Cruz said.
How ‘Tiny Shortcuts’ Are Poisoning Science
How ‘Tiny Shortcuts’ Are Poisoning Science: Seemingly harmless data tweaks are undermining the integrity of the entire field. We must define the problem to prevent it
Barber: Data centers and live entertainment regulations
Reno's independent, online news and events source. Established in 2009.
Marathon has sold 1.2M copies across Steam, PS5, and Xbox
Alinea Analytics estimates show that Marathon has generated gross revenues of $55M via 1.2M copies sold on Steam, PS5, and Xbox: Looking at the split between Steam, PS5, and Xbox, Steam is clearly the main platform for Marathon, accounting for a little under 70% of the audience (800K copies sold). Meanwhile, PS5 takes about 19% (217K) and Xbox (including console, PC, and cloud) accounts for a bit over 11% or 133K. Marathon is technically a first-party Sony title, so seeing the home console struggle to break 20% of the volume is a notable data point for the ongoing platform-agnostic debate. PlayStation Studios online games will almost certainly continue being multiplatform (despite Sony reportedly pulling back on PC releases). Subscribe for free to get the most accurate games estimates in your inbox twice a week 🫶 Subscribe As for Marathon, the consensus among hardcore players who pushed through the awkward onboarding phase – myself included – is that it’s fantastic. The gunplay, aesthetic, and presentation are among the best in the shooter genre. A great game doesn’t always equal an immediate hit, though, as shown by our estimates. Things are looking lukewarm right now. But this might be one of those marathon-not-a-sprint situations. Had to, didn’t I? Why wasn’t Marathon a hit on the same level as Arc Raiders? One topic that came up in a lot of conversations at GDC this year was why Marathon hasn’t hit the same stratosphere as Arc Raiders. On paper, they’re both extraction shooters, and Marathon has the Bungie pedigree – the house that built the gold standard for gunplay in Halo and Destiny. Marathon’s neon-futuristic aesthetic also distinguishes itself from the gritty realism of Tarkov or the post-apocalyptic hope of ARC Raiders. But vibes can only get you so far for first impressions if the onboarding feels like a brick wall. Marathon is a sweaty PvP-focused experience with a first-time user experience and UI that I can only describe as dreadful. Players are dropped into a complex ecosystem where the UI, though visually striking, is functionally uninformative, forcing users to manually hover over nondescript, identical icons just to identify basic gear or weapon mods. This lack of clarity is compounded by punishing mechanics like a severe heat gauge for movement and a scarcity of vital resources, all without a clear tutorial or a low-stakes mode to learn the ropes. Most people – even top streamers and veteran shooter players – have no idea what’s going on in Marathon at first. Arc is on the complete other end of the spectrum. As we covered here and here, Arc Raiders offers a more collaborative, approachable loop where players often work together toward shared goals. And the objectives are instantly clear. To many players, this contrast only emphasised Marathon’s issues, especially during the testing period. Players understand the Arc Raiders loop within 30 minutes, while Marathon acts as a massive filter, chewing up newcomers and spitting them out before they can experience the depth of Bungie’s signature gunplay. What I’m getting at here is that the poor first-time user experience of Marathon’s Server Slam likely stifled launch sales, while the opposite was true for Arc. Let’s look at the pre-launch copies sold for each game during their respective Server Slams (launch-aligned) : Looking at the trajectory: Arc Raiders saw a massive 80% jump in copies sold during its three-day Server Slam (day -13 to -11). Players jumped in, realised the water was fine, and immediately opened their wallets. Marathon, meanwhile, saw a 49% increase in the four days following its Slam (Day -7 to -3). At the time of each game’s respective launch, Arc Raiders had nearly double the Steam footprint of Marathon – and word of mouth only continued to grow. Bungie could have had more time to fix the onboarding process had the beta happened earlier. But Marathon launched three days after the beta finished. These factors limited the launch sales quite a bit, I reckon. Marathon has found a niche audience, though Despite the friction-heavy start, the data suggests that those who survived Marathon’s onboarding are loving life. We’ve been tracking cross-platform DAUs, and while there’s the expected post-launch leakage, many players are sticking with it. After peaking at 478K total DAUs on its first Saturday, Marathon has settled into a respectable rhythm, holding 345K DAUs as of yesterday and averaging 380K DAUs across the weekend. Steam continues to do the heavy lifting here, consistently accounting for the lion’s share of the daily players. Players have been putting in the hours, too: On Steam, Marathon’s average playtime has climbed to 27.8 hours, significantly outpacing the console averages on PS5 (16.5h) and Xbox (17.3h). Even more telling than the averages: 22% of the Steam audience has surged past the 50-hour mark, and nearly 7% have already logged over 100 hours. Subscribe for free to get the most accurate games estimates in your inbox twice a week 🫶 Subscribe This data suggests that once the Bungie magic clicks, it hooks players deeper than the average extraction shooter. There’s also started to be a shift in the game’s discourse. Marathon launched as one of those games that’s cool to hate. But as Marathon’s 100-hour club grows, we’re seeing conversations around its mechanical merit outweigh the negativity. Several high-profile creators, who were initially vocal critics, have spent the last week coming around on the mechanical depth of the endgame. It’s a subtle but positive signal; the hate train is losing steam, and a new narrative about the game is emerging. Bungie faithfuls unite Another interesting metric in Marathon’s first few weeks is who, exactly, is playing. Bungie leans heavily on its prestige as the “makers of Halo and Destiny,” in its marketing, and that message has clearly hit the mark. On Steam, the gravity (hammer) of Bungie’s previous work is unavoidable. A staggering 78.2% of Marathon players also played Destiny 2. The trend carries across other platforms, with 74.2% of PS5 players and 82.7% of Xbox players also having played Destiny 2. The Halo legacy lives on, it seems. More on that in a bit. While Destiny 2 went free to play, these numbers still represent a high-intent migration of a fanbase that trusts Bungie’s specific brand of kinetic gunplay and cryptic world-building. The Xbox data adds another layer of legacy. About 85.7% of Marathon players on Xbox have played Halo Infinite, while over half of the Steam audience has spent time in Halo Infinite and 36.1% in the Master Chief Collection (a paid collection of the old Bungie-made legacy games). Interestingly, we see a 55.9% overlap with ARC Raiders on Steam. Overlap is even higher there on PlayStation (60.5%) and Xbox (66.5%). And there’s also significant crossover with Helldivers 2 on all platforms, too. Subscribe for free to get the most accurate games estimates in your inbox twice a week 🫶 Subscribe Bungie has found some of its fans with Marathon, and the challenge now is keeping this engaged in a high-stakes PvP environment when they’ve spent the last decade primarily enjoying the power fantasies of PvE. On that note… Go the full 26 miles? Or cut and run? Time for some could’ve, should’ve, would’ve. These things would have improved Marathon’s performance at launch: A more robust onboarding process, perhaps in the form of a short single-player/PvE campaign. We know Bungie fans love this stuff. A traditional arena-based mode akin to Destiny’s Crucible could have been a bridge for the cautious players who’d have been otherwise deterred by the Server Slam. It’s also a great palate cleanser after getting merked. Introducing a dedicated PvE environment would have similarly diversified the conversation and lowered the barrier for the Bungie faithful who found the pure PvP extraction loop too abrasive. PvE is safer than PvP these days. There’s an argument that a thin PvE mode would have just felt like a budget Destiny, potentially hurting the brand more. But given how dire the FTUE is, I think it would have been a net positive. Any kind of tutorialised loop that demystifies the stakes, really. While there is merit in a studio sticking firmly to a singular creative vision, and going all in on the hardcore extraction loop. Less forgiving is the technical reality is that the user interface and first-time user experience (FTUE) were not at a commercial standard for launch. Subscribe for free to get the most accurate games estimates in your inbox twice a week 🫶 Subscribe In a landscape where player time is oversaturated and the most contested currency, a flawed FTUE is a critical failure point. But it’s not all doom and gloom, as Marathon has an incredible, unique gameplay loop, suggesting that financial success is still attainable if Bungie can pivot effectively. Bungie and PlayStation now face a difficult strategic crossroads, though – one within a challenging games market. They could: Double down on Marathon with a long-term Rainbow Six Siege- or No Man’s Sky-style recovery plan, which is something I heard Last Stand Media’s Chris Maldonado mention last week. While this could be a sunk-cost fallacy in action, it could eventually yield the audience the game’s mechanical depth deserves. Shift focus toward the inevitable Destiny 3 or another project, mitigating the escalating opportunity cost and cutting their losses, so to speak. Doing both is an expensive proposition, given the high overhead and burn rate of operating out of Bellevue, Washington. With Sony recently demonstrating a lower threshold for underperforming studios and projects, the margin for error has vanished. Whatever happens, the next six months will determine whether Marathon becomes a cornerstone of Sony’s live-service portfolio or a cautionary tale of vision exceeding accessibility. I’m hoping it’s the former, because Marathon rocks. As always, hit subscribe to get updates on Marathon and other relevant games. Subscribe Want to get your hands on our data for yourself – for free? We’re offering a free trial of our platform for games companies. Send us a message here, or reply to this email, and we’ll set you up. The last word Reply to this email – or reach out here – if you have any feedback for the newsletter – or want to request a game for us to cover. [Alinea Analytics boasts the most accurate PC and console estimates in the business. Game makers use our platform to understand their audience, keep an eye on the competition, monitor sales trends, and spot new opportunities. We equip game studios and financial institutions with accurate data and the confidence to make smarter, data-driven decisions. Want to talk about all things games market data? We’d love to chat!]
Firefox now has a free built-in VPN with 50GB monthly data limit
Mozilla released Firefox 149 with added privacy protection through a built-in VPN tool offering up to 50GB of monthly traffic.
Pacers Sports & Entertainment Launches Fieldhouse Media Network, Delivering First-Of-Its-Kind Global Media Channel for Partners
Deloitte and Yieldmo help PS&E to grow market size through first-party fan data while producing convertible ROI...
Pacers Sports & Entertainment Launches Fieldhouse Media Network, Delivering First-Of-Its-Kind Global Media Channel for Partners
Deloitte and Yieldmo help PS&E to grow market size through first-party fan data while producing convertible ROI INDIANAPOLIS, March 24, 2026 (GLOBE NEWSWIRE) -- Pacers Sports & Entertainment today launched the Fieldhouse Media Network, a first-of-its-kind global AI-powered media platform built on authenticated sports fandom, giving brands measurable access to one of the most engaged audiences – the fan. Developed in collaboration with Deloitte and Yieldmo, the network leverages Yieldmo’s YMax.ai
Palantir Will No Longer Profit Off of New Yorkers’ Health Data
After The Intercept exposed Palantir’s deal with New York City Health + Hospitals, the public health care system didn’t renew the contract.
A rare active volcano on Mars may be causing the whole planet to spin faster
Data from NASA's InSight mission suggests the Red Planet's Tharsis region is more active than previously thought and may be why Mars is spinning more quickly over time.
Google says Pixel Watch step counts and other stats are fixed, but your data won’t be
Following a few days where Pixel Watch owners would run into wonky step counts and other stats, Google says the...
Subtle health changes may signal progressive supranuclear palsy years in advance
Drawing from UK Biobank data, Mass General Brigham researchers have uncovered specific health factors linked to higher or lower risk of developing progressive supranuclear palsy (PSP), a rare but devastating ...
Pacers Sports & Entertainment launches retail media network
Pacers Sports & Entertainment has launched Fieldhouse Media Network, a retail platform one year in the making that expands the footprint of its partners through the data analytics of Deloitte and the ad tech of Yieldmo.
Pacers Sports & Entertainment launches retail media network
Pacers Sports & Entertainment has launched Fieldhouse Media Network, a retail platform one year in the making that expands the footprint of its partners through the data analytics of Deloitte and the ad tech of Yieldmo.
World Athletics Expands Air Quality Monitoring, But Can Sports Fill Global South’s Data Void?
The walk coordinators carried portable air quality sensors, logging particulate matter (PM)2.5 (fine particles) and PM10 (coarse particles), nitrogen dioxide
Who Is The American Small Business Now? Banks May Not Know
Fintech made it easier than ever to start a business. Now data reveals why verifying who actually did is the sector's next unsolved problem.
Pacers Sports & Entertainment launches retail media network
Pacers Sports & Entertainment has unveiled a novel retail media network --the kind normally reserved for an Amazon, Costco or PetSmart -- which widens its marketing footprint across the globe’s top 500 digital publishers through the data spine of Deloitte and the AI ad tech of Yieldmo.
Pacers Sports & Entertainment Launches Fieldhouse Media Network, Delivering First-Of-Its-Kind Global Media Channel for Partners
Deloitte and Yieldmo help PS&E to grow market size through first-party fan data while producing convertible ROI INDIANAPOLIS (March 24, 2026) – Pacers Sports & Entertainment today launched the Fieldhouse Media Network, a first-of-its-kind global AI-powered media platform built on authenticated sports fandom, giving brands measurable access to one of the most engaged audiences – the fan. Developed in collaboration with Deloitte and Yieldmo, the network leverages Yieldmo’s Ymax.ai, an advertising platform with a dedicated sports vertical, and Converge™ by Deloitte for Sports fan data platform built on Deloitte Ascend™ to activate first-party, authenticated data from approximately 250 million sports and entertainment fans worldwide in a privacy-safe, cookieless […]
Pacers Sports & Entertainment Launches Fieldhouse Media Network, Delivering First-Of-Its-Kind Global Media Channel for Partners
Deloitte and Yieldmo help PS&E to grow market size through first-party fan data while producing convertible ROI INDIANAPOLIS (March 24, 2026) – Pacers Sports & Entertainment today launched the Fieldhouse Media Network, a first-of-its-kind global AI-powered media platform built on authenticated sports fandom, giving brands measurable access to one of the most engaged audiences – the fan. Developed in collaboration with Deloitte and Yieldmo, the network leverages Yieldmo’s Ymax.ai, an advertising platform with a dedicated sports vertical, and Converge™ by Deloitte for Sports fan data platform built on Deloitte Ascend™ to activate first-party, authenticated data from approximately 250 million sports and entertainment fans worldwide in a privacy-safe, cookieless […]
Salamander Migration Has New Citizen Science Component
Each spring, blue-spotted salamanders emerge from their underground burrows at Presque Isle Park in Marquette and venture across the road to lay their eggs. Northern Michigan University students have been involved in conservation, data collection and public education efforts for this annual event, but this year, the general public is invited to play a more active role in salamander migration research. Northern Michigan University Biology Department Head Jill Leonard encourages community members to participate in the Marquette Citizen Science Project.
Highly and casually active citizen scientists contribute equally valuable data
A new study shows that contributions from both highly and casually active citizen scientists can be equally valuable and — in some cases — even complement each other.
Terawulf CEO on pivoting the business from crypto mining to AI data center supplier
Terawulf co-founder & CEO Paul Prager discusses how the company shifted to becoming a data center supplier, and meeting the tremendous demand for the AI boom.
Stellar Entertainment Partners with Parrot Analytics to Advance Data-Driven IFE
Stellar Entertainment and Parrot Analytics partner to bring real-time data into airline inflight content decisions.
The most innovative data science companies of 2026
Why Unstructured, Feedzai, Synchron and Chalk are among Fast Company's Most Innovative Companies in data science for 2026
Wind Turbines Once Had One Job: Generate Power. Now Engineers Want Their Towers to Do Something Modern Life Cannot Run Without
Deep in the North Sea, a strange new AI infrastructure plan is taking shape inside offshore wind turbines.
Scientists Discover Alaska Glaciers Are Melting Weeks Longer Than Expected
New radar data reveals Alaska’s glaciers are melting longer and reacting faster to heat.
DoorDash, Uber are using gig workers for AI, other data gathering
DoorDash and other gig apps are adding new tasks that let users photograph store shelves and train AI, moving gig work beyond delivery and rides.
OpenClaw creator: User asked for a token refund for errors
OpenClaw creator Peter Steinberger shared a refund request he received for errors, including "fabricated data." He refunded $0, as the agent is free.
From data to culture: Baptist Health’s well-being journey
A defining moment became a catalyst as Baptist Health strengthened leadership engagement, secured local champions to expand physician support across Kentucky.
Oracle reworks its finance, procurement apps for AI agents
Oracle is revamping its cloud-based financial software used by large companies to work with artificial intelligence agents, with a goal of having humans ask the system business questions and letting AI figure out how to find the data.
Scientists take antimatter on first road trip as they study how to transport ultra-sensitive cargo
Scientists at CERN are taking some antiprotons out for a spin in a never-tried-before test drive.
Online gambling is big business in Colorado. Lawmakers want to change that
Data is scarce, but concerns about problem betting are driving proposed new restrictions on the lottery’s plans and sportsbooks on your phone.
From One Major to Three in Four Years: Connecting Data Science, German and Linguistics at Montclair
In a German language program for local children and on an archive translation project, Isabella Zarate Gonzalez shows how Montclair’s mix of STEM, world languages and community engagement helped her connect her interests into a single path
NIU Today - Two business graduate degrees reimagined with a bold AI focus
Beginning this fall, two graduate degrees within the College of Business’s Department of Operations Management and Information Systems (OM&IS) will be reimagined to emphasize their focus on artificial intelligence and analytics. Formerly known as the Master of Science in Data Analytics (MSDA) degree, this degree has been transformed into the Master of Science in Business...
Dems hope for long-shot upset in SD 14 Special Election between Josie Tomkow, Brian Nathan
Early voting, voter registration and fundraising data suggests Nathan will come up short, but there could be a silver lining for Democrats.
NASA Data Hackathon Inspires Community Action
On Jan. 31, students, library staff, researchers, and community members gathered at the University of Florida’s (UF) Marston Science Library for the
Shorebird science and conservation collective shows big data can protect birds
New research from the Shorebird Science and Conservation Collective at the Smithsonian's National Zoo and Conservation Biology Institute (NZCBI), published in the journal Conservation Biology, provides ...
Health inspectors found thawed seafood, food stored in buckets leading to temporary closure of Mama Tina’s Gumbo
Houston health inspectors investigating a customer illness complaint after eating Mama Tina’s Gumbo at the Houston Livestock Show & Rodeo found thawed seafood labeled “keep frozen” and learned the gumbo had been moved to a freezer at an unlicensed off-site location without temperature logs before being served, according to Houston Health Department records obtained by KPRC 2 News.
Several vehicles catch fire at used auto parts business on West Beaver Street
The Jacksonville Fire and Rescue Department has confirmed that several vehicles are on fire at a business on West Beaver Street.
Beyond The Hype: How AI Is Rewiring Fashion’s Art And Science
AI is recalibrating fashion from design to supply chain. Explore how leaders at Levi’s, ALO Yoga, and REVOLVE bridge data-driven precision with human-inspired creativity.
Trump administration to pay French company $1B to walk away from US offshore wind leases
The Department of Interior says a French energy company has agreed to give up two U.S. offshore wind leases and invest in fossil fuel projects instead.
SWOT Mission Unlocks a New View of Our Waterways
Explore how rivers move, change, and sustain life across the planet with SWOT data.
On eve of SD 14 election, Dems still lag in early vote, but data suggests possible victory in defeat
Even if Democrat Brian Nathan loses, an overperformance could send a big message.
iPhone Air Said to Be Roughly Twice as Popular as iPhone 16 Plus
While it certainly has its critics, the iPhone Air appears to have validated Apple's decision to retire the iPhone Plus, if new results from an independent analysis are anything to go by. Crowdsourced Speedtest data published by Ookla suggests the iPhone Air captured 6.8 percent of iPhone 17 generation samples in the U.S. during the fourth quarter of 2025, up from the 2.9 percent share the iPhone 16 Plus managed in the same launch window a year earlier.
Causal Inference Is Eating Machine Learning
Your ML model predicts perfectly but recommends wrong actions. Learn the 5-question diagnostic, method comparison matrix, and Python workflow to fix it with causal inference.
Shorebird Science and Conservation Collective Shows Big Data Can Protect Birds
New research published in the journal Conservation Biology provides a model for big data to inform conservation.
Data Is at the Heart of What Public Health Does
Data is key to protecting the health and safety of a community, from identifying and tracking disease outbreaks to ensuring that water is safe to drink. Data is also vital to understanding where resources are most needed. This value is especially apparent to the officials charged with protecting public health, such as Dr. Janet Berreman, Kauai’s (Kauaʻi’s)* district health officer.
Major PlayStation Store Purge - Sony Removes Over 1000 Games
Sony continues to clean up the virtual storefronts.
Report: iPhone Air is about twice as popular compared to the Plus model it replaced
According to cellular network data from Ookla, the iPhone Air is about twice as popular compared to the iPhone 16...
Data centers under scrutiny by California lawmakers as fears rise about health and energy impacts
Due to health and energy concerns, the California Legislature is considering bills to prohibit data centers from being exempted from the state's stringent environmental law and impose new tariffs on new major energy users that strain power supplies.
How ‘Tiny Shortcuts’ Are Poisoning Science
Seemingly harmless data tweaks are undermining the integrity of the entire field. We must define the problem to prevent it.
David Gallo opens up about why AI data centers, private equity are good for his company
After Katrina, David Gallo led his family's company, Gallo Mechanical, through a geographic expansion that helped grow the company to nearly $500 million in revenues and more than 700 employees. Last year, he led the 80-year-old business through a sale to a private equity firm. In this week's Talking Business, he explains why it was a good thing
Everything you need to know about 'BTS: The Return,' the new Netflix documentary
On Friday, Netflix will release a documentary about the biggest band in K-pop, BTS.
Scholar Athlete of the Week: Andra Stokes, Stevens High School
KSAT 12 Sports and CHRISTUS Children’s shine a spotlight on a local senior student athlete
Simona Martin: Colorado’s data center boom needs public health guardrails
As AI infrastructure expands across the state, lawmakers face a choice about who bears the costs and risks.
Eye of Terror – New rules for Defilers, Mutilators, and Kravek Morne
See the new datasheets now.
Your Thymus and Your Healthspan
Our thymus gland plays a central role in the development or our immune system, specifically for supporting T cell development (how these cells got their name, maturation and differentiation in the thymus) and discriminating between self and foreign, non-self antigen proteins with production of dendritic cells. As we age, our thymus gland shrinks—the process known as involution—with progressive change from spongy to fatty tissue, with loss of functionality. But this process, with respect to timeline and extent, markedly varies from one person to the next. And to make things even more complicated, our thymus gland anatomy and precise location in the chest also is highly variable. So the famous Frank Netter diagrams from the 1960s (such as at left below) don’t capture the remarkable heterogeneity that a random set of 12 chest CT scans (below at right). What I consider as 2 landmark papers in Nature this week (here and here) used AI to quantify health of the thymus in 2 large cohorts, and then correlate the metric to a broad array of health outcomes. In this edition of Ground Truths, I’m going to cover three questions: (1) How was thymus health determined by AI?; (2) How is thymus health linked to key clinical outcomes? and (3) Are there ways we can promote a healthy (aka rejuvenate) thymus gland in our later years? Subscribe 1. How was thymus health determined by AI? This was accomplished by extensive work developing and validating an AI pipeline for 2 stages, the first for localization and segmentation of the thymus bed, and the second to quantify a digital marker, termed the thymic health score. There’s a lot to this algorithmic development, so I won’t go into all the details, but just provide a rudimentary outline of what was done. The 1st stage used supervised learning with 2 radiologists reviewing 2,461 chest CT scans. That work trained a 3D U-Net model to automatically identify the thymic bed’s 3D cropped region using center of mass coordinates, which reached 99.8% accuracy. The 2nd stage used a foundation model that was pre-trained with SwAV (which stands for Swapping Assignment between multiple Views), a self-supervised model, that generated a high-dimensional thymus representation of 4,096 features. That compares to the radiology reductionist and subjective scoring of 0 to 3 where 0 means the thymus is fully degenerated and fatty, and 3 is considered dense, intact glandular soft tissue. Notably, the self-supervised learning (SSL) performance was superior to supervised (AUC ~0.75 vs 0.55, respectively) reflecting the shallowness of the 0-3 classifier vs SSL’s holistic, self-taught AI. The thymic health score ranged from 0 to 100, with the highest number indexed to fully preserved thymic health. The algorithmic work extended to explainability with both Shapely value distribution, meaning the model was holistic not relying on any “magic” pixel, and occlusion sensitivity, demonstrating the model’s performance was not affected by ribs, sternum, lung tissue, but rather focused on the thymic bed directly. Below are a few saliency maps from the occlusion sensitivity that indicate the thymic bed focus, not affected by neighboring structures, using the jet color scale. Now the AI was ready for processing ~25,000 CT scans, each over 30 MB files, from the 2 large participant cohorts to provide a thymic health score, it did so in less than 14 hours, which is less than 2 seconds per scan! Share 2. How is thymus health linked to key clinical outcomes? The two cohorts were the National Lung Screening Trial, NLST (N=25,031) and the Framingham Heart Study, FHS (N=2,581) each with baseline demographics and long term follow up of >12 years for health outcomes. From the NSLT, you can see below that increased age and body-mass index were correlated to reduced thymic health. And, overall, men had reduced thymic health scores compared with women. There are a lot of graphs in the paper for outcomes, for both the NLST and FHS cohorts. To simplify the major outcomes, below is a composite Figure with striking reduction of all-cause mortality and for the different causes of death. The results were consistent between the 2 cohorts. For example, the cardiovascular mortality hazard ratio average was 0.57 in NLST and 0.38 in FHS (weighted to be 0.53 for the aggregate). The reduction of mortality also extended to digestive diseases and pulmonary disease (data not shown below). Lung cancer incidence was reduced by 36% for high vs low thymic health (Figure below, with a panel -incidence and b panel-mortality, adjusted for age, sex, BMI, smoking status). Notably, there was a smoker’s paradox: lower incidence and improved survival for lung cancer in smokers who had a high thymus health score. Smoking was associated with lower thymic scores whereas alcohol was not. Higher thymic health was linked to higher HDL cholesterol, lower triglycerides, lower fasting blood glucose, and lower systolic and diastolic blood pressure. Inflammation biomarkers, such as C-reactive protein and interleukin-6, were elevated in the people with lower thymic health scores. In their second paper, the same team looked at the relationship between thymic score and outcomes for 3,476 patients receiving cancer immunotherapy. The non-small cell lung cancer progression-free survival was reduced in patients with low thymic health score. A parallel relationship for survival was seen for other types of cancer including melanoma, breast, and kidney with a 44% lower risk among high thymic scores (Figure). A similar pattern was seen with different immune checkpoint inhibitors. The thymus health score outperformed programmed death ligand-1 (PD-L1)and tumor mutation burden (TMB) assay of the tumor and was an independent prognostic marker of progression-free survival. In this dataset, a direct connect with thymus score and adaptive immune function was noted with a correlation before cancer treatment for both T-cell diversity and thymus T-cell production (a metric known as T cell receptor excision circles). Thymus Removal Study There is a highly relevant citation about thymus function before moving onto ways to rejuvenate it. In 2023, a very important study of thymus removal during cardiothoracic surgery was published, with 1146 patients undergoing thymus removal vs 1146 matched controls (mean age 55 years). The adverse outcomes for thymus removal were striking, with a 2.9 higher risk of all-cause mortality and doubling of cancer incidence, 1.5 fold increase in cancer mortality, and 1.5-fold increase in autoimmune diseases. The immune function showed marked compromise after thymus removal, as reflected by CD4+ and CD8+ T cells (Figure below) Share Ground Truths 3. Are there ways we can promote a healthy (aka rejuvenate) thymus gland in our later years? In recent months we’ve learned a lot about the process of thymus involution and the pathways by which this may be modulated. Thymus involution is primarily due to loss to thymus epithelial cells (TECs) and there are 2 subtypes with different functions: the cortical, responsible for positive selection of T cells, and the medullary, for negative selection. When adipose tissue infiltrates the thymus, thymic adipocytes are pro-inflammatory, knocking out T-cell output. Likewise, systemic inflammation, or “inflammaging,” from smoking, obesity, and chronic stress promote thymic adipocytes. Now, from preclinical studies, we know about key pathways that account for these processes. Historically, back in 2014, FOXN1 was recognized as a single master transcription factor essential for TEC function, with studies in mice with forced FOXN1 upregulation leading to thymus regeneration. That laid the foundation for potential regrowth of quiescent thymus cells. It took awhile to find pathways to accomplish this goal and to even refute its role as the master regulator. The Liver-Thymus Axis Feng Zhang and his team recently showed that injection of an mRNA vaccine to the liver encoding DLL1, IL-7 and FLT3-L in combination, factors known to support thymopoiesis (Figure), successfully enhanced immune function in aged mice. However, the effect was transient. The FGF21 Story Two reports in 2025 addressed the thymus gland’s production of FGF21, a growth factor (fibroblast growth factor 21) and its control of thymus involution. This growth factor is also produced by the liver, but it doesn’t have impact on the thymus in aged rodent models. In contrast, The liver’s hepatocyte growth factor (HGF) has been shown to reverse senescent TEC structural changes. Growth hormone stimulates production of insulin growth factor-1 (IGF-1) in the liver and the thymus. Two small studies in human participants (TRIIM, for Thymus Regeneration, Immunorestoration, and Insulin Mitigation) of 6 and 50 people, respectively, treated with combined human growth hormone, metformin and DHEA, suggested the potential of slowing epigenetic aging and improving thymus mass and function. But the combination of drugs, small sample, and lack of controls make conclusions murky. Increased thymus FGF21 led to increased CD8 T cells in old mice and extended healthspan and improved physical performance. Building on the previous FOXN1 data, ablation of β-klotho, the obligatory co-receptor for FOXN1, accelerated thymic aging. The benefit to FGF21 was confirmed in a companion paper using an FGF21 knock-in mouse model showing thymus enlargement and increased TECs throughout the lifespan. (schematic Figure below). The accompanying editorial for these 2 papers speculated: “The proposed link between age-associated thymus involution and organismal aging is intriguing, and suggests we might seek to achieve systemic rejuvenation by counteracting thymic involution.” Other Factors Lessons from the Axolotl (Mexican Salamander) In an elegant set of experiments of the axolotl (Figure), known for its complete thymus regeneration after total surgical removal, mediators were identified. Surprisingly FOXN1 was dispensable. But midkine, a growth factor, appeared to be the driver, the initiator of thymus cell growth, survival, and repair. Other components that contributed were Postn+ (periostin-expressing mesenchymal niches) and Ccl19, a chemokine protein from the bloodstream. RANK and RANKL RANK (receptor activator of nuclear factor κB its ligand (RANKL) have been considered key regulators of medullary TECs. In a study of both aged mice and human thymus cell cultures, their key role was confirmed, with multiple benefits of resorting TEC function, recruitment of progenitor cells, and T cell development. Subscribe Summing Up This body of work strongly supports the health of the thymus gland as a critical regulator of human healthspan, not just a correlate or link. The new landmark studies are reinforced by the regenerative biology experimental models that have shown, via an array of mediators, that healthspan of aged mice is at least in part dependent on thymus gland function and its critical role for maintaining adaptive immunity. It sure seems that we’d be better off having an immune reservoir of naive T cells instead of a profile in older adults of exhausted, low quality, memory T cells, with a senescent phenotype. It is striking that we ignored the importance of the thymus gland for many decades. A wake-up call was the results of the thymectomy matched control study reviewed here, with the opposite of high thymic health score improved health outcomes. The convergence of AI and healthspan here is notable. The exceptional and laborious work for developing and validating (no less explaining) the AI to quantify thymus health set the foundation for probing the connect the major health outcomes in two cohorts with extensive follow-up. We’ve never had a way to meaningfully quantify the thymus gland before, so this represents important leverage of supervised, self-supervised, and transformer models. The study wouldn’t have been possible without AI. And it begs the question as to whether there are ways we can maintain our thymus at a high health score. But it’s not so simple to rejuvenate our thymus. There are multiple risks including the induction of autoimmunity, increasing the risk of cancer, and inducing a pro-inflammatory state. For example, factors that increase TEC proliferation could compromise the medulllary negative selection process and leak out auto-reactive (self-attacking) T cells. Thymic cells could be induced to proliferate, but we know, for example, that growth hormone and IGF-1 are associated with an increase risk of cancer. If thymus rejuvenation doesn’t clear out the accumulated senescent cells in older adults, then inflammation within the gland could block the production of TECs. Keeping these risks in mind, we now have identified many ways to keep our thymus healthy as we age that undoubtedly will be tested in clinical trials going forward. Ultimately, the benefit-to-risk tradeoffs will be defined. In the meantime, we have desperately needed an immunome. As I’ve stressed in multiple prior Ground Truths, we have no test in the clinic to assess a patient’s immune status! It was very encouraging for me to get an email from Hugo Aerts, the senior author of the landmark papers in the days after they were published: “I also wanted to say that your Substack on “Why We Need an Immunome” was inspiring for this work. We found it a very compelling perspective and greatly enjoyed reading it.” Just having an assessment of a person’s immune status via a chest CT scan, with millions of these performed per year, might help in guiding the right immunotherapy for cancer (e.g. more intensive, combinations for those with low thymic health scores) and help define people who are increased risk for age-related diseases of cancer, cardiovascular, and neurodegenerative. The main theme of Super Agers is that we now have many layers of data (genetics, proteins, biomarkers, organ clocks that can be integrated via multimodal AI) for us to define a person’s specific risk decades before one of these age-related diseases leads to symptoms, enabling prevention. From the new studies this week, we can add thymus health score as yet another way to understand a person’s risk, a window into their adaptive immune system and healthspan. And perhaps someday we will be able to safely rejuvenate the thymus, or maintain its health through one’s life, and use the thymus health score to monitor. NB: I wrote this post (No A.I.) A Quick Poll Loading... ********************************************************************* Thanks to Ground Truths subscribers (now > 200,000) from every US state and 212 countries. Your subscription to these free essays and podcasts makes my work in putting them together worthwhile. Please join! If you found this interesting PLEASE share it! Share Ground Truths Paid subscriptions are voluntary and all proceeds from them go to support Scripps Research. They do allow for posting comments and questions, which I do my best to respond to. Please don’t hesitate to post comments and give me feedback. Let me know topics that you would like to see covered. Leave a comment Many thanks to those who have contributed—they have greatly helped fund our summer internship programs for the past two years. It enabled us to accept and support 47 summer interns in 2025! We aim to accept even more of the several thousand who will apply for summer 2026.
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Register to this forumOver the past decade, artificial intelligence (AI) has significantly evolved in complexity, performance, and utility. Its integration across a wide range of industrial sectors has accelerated, with healthcare emerging as one of the most transformative sectors. In this sector, AI has enabled high-impact applications – from enhancing the speed and accuracy of disease diagnosis and supporting clinical decision-making, to strengthening public health initiatives such as disease surveillance and workforce optimization. Moreover, AI holds immense potential to empower individuals, enabling them to take greater control of their personal health and well-being. Yet the central question remains: Who benefits, who is at risk, and do these innovations close or widen health inequities? While the potential of AI-enabled applications is substantial, many countries have approached their adoption with caution. This hesitancy stems from concerns about risks and benefits, including model bias, data breaches, privacy violations, and the erosion of professional skills due to over-reliance on AI. Additional barriers include inadequate data infrastructure and a lack of robust evidence on the most effective forms and interfaces of AI to enhance service delivery and system performance. Moreover, the rapid rise of Generative AI has introduced a heightened urgency for the development of comprehensive governance and ethical frameworks. The Asian Development Bank (ADB) Health Practice Team and Digital Sector, in collaboration with the World Health Organization (WHO) Regional Office for the Western Pacific, are convening the Forum on Harnessing AI for Health Equity on 25–26 March at ADB Headquarters. Senior health officials from 16 developing member countries (DMCs), alongside leading researchers, innovators, and policymakers from across Asia and the Pacific, will engage in discussions on how AI can be governed, financed, and scaled to deliver healthier lives for all. The forum is funded through the High-Level Technology Fund with support from the Government of Japan. Objectives The two-day forum aims to:Identify high-impact, evidence-based health AI use cases suitable for resource-constrained settings and map out a pipeline for potential supportIntroduce and validate the WHO's policy guidance on minimum necessary ecosystem for countries and institutions to self-assess readiness for AI adoptionObtain initial commitment from participating stakeholders to join a pilot regional initiative focused on data/model sharing for a priority health challengeEndorse a prioritized set of actionable policy recommendations focusing on governance, regulation, and sustainable financing necessary to scale high-impact health AI use cases in resource-constrained settings Target participants The forum will convene participants from 16 ADB DMCs including Bangladesh, Bhutan, Cambodia, Cook Islands, Fiji, Indonesia, Lao People's Democratic Republic, Mongolia, Nepal, Palau, Papua New Guinea, Philippines, Sri Lanka, Thailand, Uzbekistan, and Viet Nam. In addition, health system leaders and practitioners, private sector technologists, academic experts, representatives from civil society organizations, development partners, and philanthropic institutions engaged in AI for Health from Australia, the People’s Republic of China, Japan, Malaysia, New Zealand, Singapore, and the Republic of Korea will also be invited. SessionsDay 1 (25 March)Session 1: AI Use Cases for the Care Continuum: Improving Access and QualitySession 2: Adopting a risk-based approach for AI use case prioritizationSession 3: Establishing the Minimum Ecosystem for Implementation Risk ManagementSession 4: Future-Ready Health Workforce: Building Competency for Human-AI CollaborationDay 2 (26 March)Session 5: The Political Economy of AI in Health: Understanding Stakeholder Interests and their Impact on EquitySession 6: AI and Health Financing: Supporting Fair Coverage and ProtectionSession 7: AI Regulation and Oversight: Pathways for Different RealitiesSession 8: The Way Forward – Building Alliances and Regional Partnership How to registerThe forum will be held in a hybrid format. In-person attendance is by invitation only, while livestreaming of the forum will be available to the public. To register, please complete this form on or before 24 March 2026.Event organizers / partnersAsian Development Bank (ADB)WHO Regional Office for the Western Pacific High-Level Technology Fund (HLTF)ContactAkihito WatabeHealth Specialist, SD3-HSDawatabe@adb.org Jae Kyoun KimHealth Specialist, SD3-HSDjkkim@adb.org