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Is Six Flags Entertainment Corporation (FUN) A Good Stock To Buy Now?
Is FUN a good stock to buy? We came across a bullish thesis on Six Flags Entertainment Corporation on r/investing_discussion by Variant_Invest. In this article, we will summarize the bulls’ thesis on FUN. Six Flags Entertainment Corporation’s share was trading at $23.14 as of June 10th. FUN’s trailing and forward P/E were 17.57 and 1.00k respectively according […]
The Dish: Tarrant County restaurants serving up some whiskey business
Fans of smoky flavors can find whiskeys all over the county.
The inflation surge is hitting businesses, too
The Producer Price Index, which tracks costs businesses pay, rose at its fastest rate since 2022, adding to worries that higher energy costs tied to the war with Iran are mounting.
Using AI for medical advice; pelvic floor exercises; the hidden dangers of burning incense; plus other stories with Vanderbilt Health sources
Colin Walsh, MD,Associate Professor of Biomedical Informatics, was on WTVF News Channel 5‘s “Morningline” show in an interview about whether or not it is safe to use AI for medical advice. Time magazine reporter Stacey Colino interviewed Elisabeth Sebesta, MD, Assistant Professor of Urology, for a story about pelvic floor exercises for issues including menopause, erectile dysfunction and urinary incontinence in men. “Each Breath,” published by the American Lung Association, quoted Brian Christman, MD, Adjunct Professor of Medicine, for a story about the hidden dangers of burning incense. William Schaffner, MD, Professor of Preventive Medicine, was quoted by several news outlets about public health issues, including: Healthline (low vaccination rates lead to more cases of measles, whooping cough and other preventable diseases); ABC News (U.S. measles cases surpass 2,000 for second year in a row); and CIDRAP News (high-dose flu shots cut rates of hospitalization in older adults). Sarah Rohde, MD, Associate Professor of Otolaryngology-Head and Neck Surgery, was quoted in a People magazine story on patient Makalii Andrade, a surfer from Kauai Island who suffered a serious neck injury in 2022 and recently underwent surgery at Vanderbilt Health to begin the final phase of his recovery. James Crowe, MD, Director of the Vanderbilt Center for Antibody Therapeutics, for a piece in Nature about antibodies against a strain of Ebola. SFGATE reporter Gillian Mohney interviewed Xue Zhong, PhD, Research Assistant Professor, Division of Genetic Medicine and Clinical Pharmacology, for a story about a study of a blood test looking at Alzheimer’s disease biomarkers. Matthew Franklin Mart, MD, Assistant Professor of Medicine, was quoted in a Healio story about how inflammation and illness severity is linked to less cognitive resilience after a person has been an ICU patient. The “How We Really Feel” podcast host Sula Windgassen, PhD, interviewed Lindsey C. McKernan, PhD, MPH, Associate Professor of Psychiatry & Behavioral Sciences, Physical Medicine & Rehabilitation and Urology, for an episode focusing on pelvic and bladder health. The podcast is also available on YouTube and the podcast website. In addition, podcaster Monica Sanford interviewed cardiologist Mark Glazer, MD, for her podcast “The Monica Sanford Show”; the two-part interview is here and here.
US wholesale inflation rose sharply last month as Iran oil shock continues to drive up business costs
US businesses’ input costs are rising rapidly as the Iran war’s oil shock continues to ripple through the economy.
LatAm in Focus: De la Espriella, Cepeda, and Colombia’s Political Divide
Political scientist Dr. Sanda Borda examines the figures and forces shaping the presidential race ahead of the June 21 runoff.
Keck Medicine of USC earns LGBTQ+ Healthcare Equality Leader 2026 designation
LOS ANGELES — Keck Medicine of USC hospitals and USC Student Health, part of Keck Medicine, received the LGBTQ+ Healthcare Equality Leader designation in the Human Rights Campaign Foundation’s 2026 Healthcare Equality Index (HEI).HEI is the industry standard benchmarking tool for LGBTQ+ inclusion and equity practices in the healthcare field,...
Albania’s Flamingo Revolution Spreads From Kushner Resort to Political Elite
As protests in Tirana extend into a second week, they have escalated from opposition to two €5 billion ($5.7 billion) planned resorts in ecologically sensitive areas linked to Jared Kushner into demands for the entire Albanian political establishment to step aside.
Why a frustrated Trump is turning again to bombs to force Iran’s hand
The Trump administration is making a new bid to prove a core assumption the Iran war so far suggests is flawed: that punishing strikes from a far superior US military force will force Tehran to capitulate.
NBA Finals: Victor Wembanyama draws flagrant foul early in Game 4 loss, called for a flagrant after hitting Karl-Anthony Towns
Victor Wembanyama appeared to get the best of Mitchell Robinson early on Wednesday night at Madison Square Garden.
Seven GOP US House candidates talk federal spending, energy rules, inflation at Casper’s Politics in the Park
CASPER, Wyo. — Seven Republican candidates vying for Wyoming’s lone U.S. House of Representatives seat faced a blustery Casper wind on Wednesday to debate
NBA Finals: Victor Wembanyama draws flagrant foul early in Game 4, called for a flagrant after hitting Karl-Anthony Towns
Victor Wembanyama appeared to get the best of Mitchell Robinson early on Wednesday night at Madison Square Garden.
NBA Finals: Mitchell Robinson called for flagrant after drilling Victor Wembanyama in the neck early in Game 4
Victor Wembanyama appeared to get the best of Mitchell Robinson early on Wednesday night at Madison Square Garden.
Trump says ‘I love the inflation’ as annual rate hits 3-year high
The president suggested the recent numbers mean there will be a bigger decline in inflation once the war in Iran is over.
Local businesses roll out custom merch as World Cup crowds expected to boost economy
With Philadelphia projected to generate roughly $770 million in economic activity from upcoming FIFA World Cup matches, local businesses are preparing for an influx of fans by offering new merchandise infused with Philly flair.
ENTERTAINMENT: Flag Day concert, ‘Anastasia’ musical on weekend ‘set list’
The Little Rock Winds’ 29th annual Flag Day concert, 7 p.m. Sunday on the old parade ground behind the MacArthur Museum of Arkansas Military History in MacArthur Park continues the band’s America250 celebration with a program of marches, patriotic songs, and pop tunes.
ENTERTAINMENT: Flag Day concert, ‘Anastasia’ musical on weekend ‘set list’
The Little Rock Winds’ 29th annual Flag Day concert, 7 p.m. Sunday on the old parade ground behind the MacArthur Museum of Arkansas Military History in MacArthur Park continues the band’s America250 celebration with a program of marches, patriotic songs, and pop tunes.
Small business optimism falls to lowest level since October 2024
Market Domination host Josh Lipton welcomes NFIB Research Center Executive Director Holly Wade to discuss the latest NFIB Small Business Optimism Index, which fell to its lowest level since October 2024 as inflation concerns continue to weigh on business owners. The decline effectively erases much of the optimism gained following President Trump's return to office.
Democrats decry May inflation numbers that Trump says are 'great'
The Labor Department reported Wednesday that consumer prices rose 4.2% in May compared with a year earlier
Gas prices push inflation to a three-year high, squeezing consumers and businesses
Rising gas prices pushed inflation to its highest level in three years last month, a headache for the Federal Reserve and a potential political challenge for the Trump administration as midterm elections near
Inflation and volatility have business owners feeling more pessimistic
In May, more small businesses said they planned to raise prices in the next three months, the NFIB says.
I put the HONOR Magic V6 against the Motorola Razr Fold, and one of them changed how I think about foldables
Two of the most interesting and recent foldable flagship phones are the HONOR Magic V6 and the Motorola Razr Fold. Both of which are technically "Chinese
I’m relieved Siri AI isn’t trying to be a health coach
I’d rather no announcement than an underbaked Siri-flavored health coach.
Inflation rose again in May as elevated energy prices squeeze consumers
The Bureau of Labor Statistics released the consumer price index (CPI) inflation data for May which showed that inflation rose and remained persistently high last month.
CPI: Inflation rose to 4.2% in May, matching the forecast
The new CPI report showed inflation in May climbed to the highest rate in about three years.
Jedify raises $24M to help companies arm AI agents with context on their business
The funding round was led by Norwest, with participation S Capital VC, Cerca Partners, and Oceans Ventures. Snowflake Ventures also participated as a strategic investor.
Should We Change How We Talk About Mental Health and Neurodivergence?
Why do we continue to conflate terms describing general mental health and those with clinical needs?
Mavericks' Cooper Flagg, Masai Ujiri named to inaugural TIME100 Sports list
Cooper Flagg and Masai Ujiri are still new to Dallas, but they headline a list of prominent local figures who were listed by Time magazine as one of the 100 most influential people in sports. The inaugural Time100 Sports list, announced Tuesday, is an elite group of athletes, coaches, executives, and investors selected by the popular magazine to recognize their…
2025-26 Season in Review: Brett Kulak
Vitals Player: Brett KulakBorn: Jan. 6, 1994 (32 years old)Height: 6-foot-1Weight: 192 poundsHometown: Edmonton, Alberta, CanadaShoots: LeftDraft: 2012 NHL Draft, fourth round, 14th pick (105th overall) by Calgary Flames2025-26 Statistics (with Pittsburgh): 25 games played; one goal; six assists; seven pointsContract Status: Entering unrestricted free agency on July 1 after completion of a four-year, $11,000,000 contract […]
The surprising science behind the 2026 World Cup grass
How scientists are engineering the perfect World Cup pitch—one so flawless that players never notice it
Microsoft Patches Record 206 Flaws, Including Three Zero-Days and Critical RCE Bugs
Microsoft released fixes for 206 vulnerabilities across its software portfolio, including 39 Critical flaws and three publicly disclosed zero-days.
Sights and sounds from Day 8 of Tennessee Titans OTAs
Several key players missed the latest Tennessee Titans practice while Will Levis showed flashes of potential on the field.
business owner says sex offenders used store address without permission
A Flagler County business owner says registered sex offenders have been using his general store’s address as their residence without permission, raising concerns about public safety and oversight of offender registration requirements.
Far-from-perfect 10: Dodgers put up double digits in seventh to beat Pirates, spoil Paul Skenes' quality start
In a tie game in the bottom of the sixth, rain poured. Flags flew horizontally. Fans headed for covered sections. Then the rain stopped. A rainbow appeared. But...
NBA Finals: League said it missed foul after Victor Wembanyama shoved Jalen Brunson early in Game 3 win, won't upgrade to flagrant
Graham Platner wins Democratic nomination to challenge Susan Collins in November
U.S. Senate candidate Graham Platner on Tuesday secured the Democratic nomination on Tuesday, withstanding a withering blitz of unflattering revelations and ongoing attempts by Republicans and some Democratic operatives to weaken his candidacy.
A classic brain test exposed AI's biggest weakness
Researchers gave top AI models a classic attention test used in psychology and found a major flaw. While the models could correctly name colors in short lists, their performance deteriorated sharply as the task became longer and more complex. Some leading systems fell from over 90% accuracy to nearly complete failure.
Dan Oborn hosts roundtable with Omaha small business owners
The handful of business owners said inflation was the common theme hurting their businesses because of increases input costs.
Cooper Flagg named to inaugural Time list of the 100 most influential people in sports
Cooper Flagg continues to put Maine on the map, as the recently-crowned NBA Rookie of the Year was named to Time Magazine's inaugural list of the 100 most influential people in sports.
Flooding in Lanesville, Corydon challenges local businesses, travel
Residents in Lanesville, Ind., are taking shelter on the roofs of their homes Tuesday afternoon because of extreme flash flooding.
More Small Businesses Are Increasing Prices—Here’s How Accounting Software Can Help
Inflation continues to affect prices, with a net 36% of small business owners reporting raising average selling prices in May—the highest reading since March 2023, according to National Federation of Independent Business (NFIB) data published on June 9. If you’re considering raising prices for yo
Microsoft June 2026 Patch Tuesday fixes 3 zero-day, 200 flaws
Today is Microsoft's June 2026 Patch Tuesday, with security updates for 200 flaws and three publicly disclosed zero-day vulnerabilities.
BofA strategists say tech stocks are flashing a bearish warning
The stock market has clawed back some recent losses, but BofA strategists say technical signals are flashing a bearish warning for what's ahead.
macOS 27 Golden Gate makes it clear when apps are sneakily running in background
Google Gemini for macOS was recently flagged for not being a very good app citizen on the Mac. Apple’s new...
NFIB small business optimism index falls in May 2026
Soaring fuel prices are driving inflation fears among small business owners, who are pulling back on hiring and capital spending plans
Study links joint pain supplement to accelerating dementia
GAINESVILLE, Fla. — New research has found an association between taking glucosamine, a popular over-the-counter supplement used for joint pain, and a higher…
NUTRITION 2026: The Leading Source for the Latest Science
NUTRITION 2026 puts science in the spotlight as thousands of nutrition researchers and health professionals convene for the the annual flagship meeting of the American Society for Nutrition. Qualifying journalists are invited to join the action July 25–28 in National Harbor, Maryland, just outside Washington, D.C.
From Classroom to Racetrack: How Charlie Baur is Building a Motorsports Career in a Business Discipline
Charlie Baur can trace his racing story back to a Christmas morning in Michigan — the kind that starts with snow on the ground and ends with a throttle in a kid’s hands. “I remember being 3 years old and then for Christmas that year, my parents had gotten me a 120 cc snowmobile,” Baur said. Long before sprint cars, he was a Michigan kid on snowmobiles, dirt bikes, four-wheelers and jet skis — and a regular at car shows and races with his family. Photo courtesy of Charlie Baur That early exposure became a calling. At 12, he sat in a sprint car for the first time and knew he’d found the next chapter. He started in quarter midgets, moved to go-karts, and the day before he turned 16 — one day shy of the minimum age required by track insurance — he made his first sprint car start after convincing officials to let him race. Five years later, Baur is still pushing forward, now racing sprint cars on both pavement and dirt while pursuing an automotive business education at Northwood University — with a clear-eyed understanding that motorsports encompasses more than what happens under the lights on Saturday night. “It’s a business,” said Charlie, a 20-year-old who calls Fenton, Michigan, home when he’s not at a racetrack or at Northwood’s residential campus in Midland, Michigan. Photo courtesy of Charlie Baur Racing is the product — but preparation is the job To the average fan, race day begins around dinner time. For a team, race day can be a 12-hour shift — plus the work that came before it. And Baur’s racing operation is a family affair. “The team is my parents and myself,” he said, explaining they own the cars, maintain equipment and manage the business side — from sponsor relations to budgeting. On race weekends, the core group includes Baur and his parents (Eric and Stefanie), plus a couple of additional hands (Alex Photiou and Robert Flannigan) who help with the intensity and pace of trackside work. That structure has shaped how he thinks about efficiency and professionalism. “We’ve always kind of had the mentality of we’re never working on the car for maintenance at the track,” he said. “Our goal is to do as little work as possible to the car because it should be ready when that car rolls out of the trailer to go racing.” That mindset shows up in routines: bolt checks, tire procedures, safety equipment and a repeatable process designed to limit errors. “Once I fire the car up and put my helmet on, that’s when it’s go time,” he said. “You can plan as much as possible for how the race is going to play out, but until you take the green flag … you don’t know how it’s going to go.” Photo courtesy of Charlie Baur First-generation driver, student of the game In racing, “first-generation” matters — and Baur wears that label with pride. “A lot of the drivers are third or fourth generation,” he said. “My family has never been in motorsports. So for me, we’ve always looked at it as we’re new to it and we want to be as different as possible. From a marketing standpoint, it helps us stand out.” It also pushes him to seek out mentors — especially veteran drivers who have seen every scenario, solved every problem and won in multiple eras. Baur credits accomplished driver Jason Blonde, a 10-time champion, for becoming his driver coach and helping him develop as a competitor. “To me, learning from Jason helps me because he has had lots of success and knows what to do,” Baur said. “You have to humble yourself and say, ‘I don’t know what to do; can you help me out?’” That willingness to learn extends off the track, too. Baur says one of his biggest challenges is not a mechanical limitation, but credibility. “It’s my age,” he said. “Some people won’t take me seriously because I’m so young. Even though … I do know what we’re talking about and have a general idea.” His answer has been to out-prepare, out-communicate and treat the operation like a real enterprise — because it is. Photo courtesy of Charlie Baur Northwood’s role: Turning passion into a plan Baur is majoring in automotive aftermarket management and pursuing an accelerated path that pairs undergraduate study with graduate work. He’s also exploring how to align his studies with motorsports-focused coursework as Northwood advances related programs and pathways. He sees the value clearly: motorsports needs business-literate professionals who understand budgets, sponsorship, marketing, operations and long-term strategy — and who can translate between the language of the shop and the language of the boardroom. That’s why his Northwood experience isn’t limited to the classroom. He has been involved with the Northwood University International Auto Show and serves as motorsports chair — a leadership role that demands outreach, contracts, coordination and a steady professional demeanor. “There’s so much outside work that makes the auto show successful that people don’t realize,” he said. “And it is truly student led.” He’s also participated in industry experiences through Northwood at major events such as AAPEX, SEMA and PRI, along with other automotive networking events — opportunities he describes as a fast track to understanding how business really gets done. “You learn a lot in the classroom,” he said. “But if you learn it and you can’t apply it to the real world, it loses its value. Or if you learn it and can apply it, but you don’t know anyone, it is still of no value.” In his words, Northwood helps him win because it “gives me the tools to succeed” — including flexibility and faculty support as he balances travel and racing commitments with academics. Photo courtesy of Charlie Baur Racing as an ecosystem — and a talent gap waiting to be filled Baur is blunt about what he sees across the motorsports world: a deep bench of experienced professionals, and not enough young talent entering the pipeline. “I go to car shows, I go to these different events, and typically … the average age is between 45 to 55,” he said. “There’s not a lot of young people going into the motorsports world.” That reality reinforces Northwood’s communications focus: positioning motorsports not as a narrow lane, but as a wide ecosystem of business careers — sponsorship, logistics, data, media, leadership, hospitality and innovation — with real demand for prepared graduates. It also shapes how Baur talks to younger students who love racing but aren’t sure what their future looks like. “If you have a passion for motorsports, there’s gonna be a spot for you somewhere,” he said, emphasizing that driving is only one of many career paths — and that local tracks and hands-on experience are often the best first step. But if someone is interested in driving as a career path, it will take a team to make that happen. Baur’s team includes Stahl’s Motors and Music Experience, Rhino Racing, Randy Wise Buick GMC Chevrolet, Western Michigan Fleet Parts, Mother’s Polish, Schaeffer’s Oil, Hepfner Racing Products, Ameriguard Storage Centers, Justice Brothers, Race 1 Wraps, TBM Brakes, Behind Your Design, CharlieBaur.com and Northwood University. “There are so many people who invest not only in myself but in my race team and who believe in us to succeed,” he added. Pictured: Charlie Bauer’s sprint race car. Looking ahead: A headline worth chasing Ask Baur to imagine 2035, and he’ll give you two answers — one dream, one blueprint. “In a perfect world,” he said, “winning the Indy 500.” Realistically, he wants to build a life where business ownership and racing reinforce each other and where he can pay forward the help he has received by mentoring younger drivers, especially those trying to break into motorsports without a family legacy. “When I retire from full-time racing, I want to be able to provide the same opportunities that were presented to myself to the next generation of drivers,” Baur said. “I know how difficult it is to get your foot in the door.” For now, the focus is simple: keep building the operation, keep learning the business, and keep showing up prepared — because in sprint car racing, as in life, process matters. And once the helmet goes on? “It’s go time,” Baur said. Photo courtesy of Charlie Baur Learn more Students interested in motorsports careers — whether in competition, team operations, marketing, finance, sponsorship, data, or management — can explore opportunities through Northwood University’s Center for Automotive and Mobility Studies. For Charlie Baur’s latest motorsports adventures, follow Charlie_Baur and Charlie Baur Racing on social media. To learn more about Northwood’s Bachelor of Business Administration in Automotive and Mobility Studies and motorsports management concentration, visit www.northwood.edu/programs/automotive-mobility-studies/. Photo courtesy of Charlie Baur Pictured: Charlie Baur at Butler Motor Speedway on May 31, 2026. Share this page
Motorola Razr Ultra review: Too much for too little
The Moto Razr Ultra is a top-notch flagship flip phone that’s marred by a $200 price hike that isn’t fully justified.
Chrome V8 Zero-Day CVE-2026-11645 Exploited in the Wild
Google released security updates for 74 Chrome vulnerabilities, including CVE-2026-11645, a high-severity V8 out-of-bounds memory access flaw.
US small business sentiment falls in May as inflation worries mount
U.S. small-business sentiment fell in May and the share of owners planning to raise prices over the next three months increased to the highest level in nearly four years, suggesting inflation could remain elevated for a while.
Ohio Small Business Job Openings Decline in May
NFIB’s May Jobs Report shows little change in the employment market as the Small Business Employment Index remained essentially flat.
Google patches new Chrome zero-day flaw exploited in the wild
Google has released emergency updates to patch another Chrome zero-day vulnerability that has been exploited in the wild, the fifth such flaw patched since the start of the year.
New Jersey Democrats advance bill criminalizing interference with abortion, transgender healthcare
New Jersey Assembly committee advances bill that would criminalize interference with abortion services and transgender healthcare access statewide.
New Jersey Democrats advance bill criminalizing interference with abortion, transgender healthcare
New Jersey Assembly committee advances bill that would criminalize interference with abortion services and transgender healthcare access statewide.
83-year-old Hillsborough County business owner cleaning up ruins after fire destroys inventory
A business owner in his 80s has been left picking up the pieces after a fire destroyed his entire inventory.
We can create the future of science right now
Paul Litvak is the founder and Executive Director of the Robyn Dawes Institute and a Visiting Scholar at UC Berkeley. He has a PhD in Behavioral Decision Research from Carnegie Mellon where he studied emotions and the sunk cost bias. Over 15 years in industry, he solved a wide range of challenging technical problems. At Meta he created models optimizing the ad review process. At Google he ran experiments to measure social influence. At Airbnb, he was a product manager leading machine learning teams optimizing search ranking and price suggestions. He also co-founded and led product at Rhythmic Health, a venture-backed biosensing startup, creating an accurate low cost system using a color changing strip and a smart phone to measure salivary lactate. The bottleneck At this point, it is uncontroversial to say that science needs to stop using the PDF article as the unit of knowledge and currency. The unbearable slowness of scientific publishing, the profit motive and margins: I’m not saying anything new. The PDF also sucks because it’s hard to extract structured information, which makes it hard to do evidence synthesis. As a result, we do much less evidence synthesis than is needed. And evidence synthesis ultimately undergirds most policy and medical decision-making. I can see second-by-second real-time odds for any sporting or newsworthy event, but a school board can’t see the best evidence on whether their 8th graders should be taught algebra. As a society, we don’t treat this as an important problem. Again, not controversial. Not only is the problem well understood, but the solution has already been laid out. What we need is AI-assisted living evidence synthesis - (1) an open knowledge graph of atomic claims, (2) claims linked to evidence, (3) assessment and synthesis of each piece of evidence, and (4) continuous updating with new data. What few realize (yet) is that the technical capacity to build this vision for a significant portion of science already exists. Not only that, scientists and startup teams are already building many of these components. I know this because I’ve been surveying the space and talking to many of the builders. There are some missing pieces: for example, evaluations of how well some of the components work. But at this point, most of what’s missing is a fully end-to-end working integration of all of these parts. In the rest of this essay, I’m going to lay out all the parts of a working living evidence layer for science and who is working on them, and propose concrete next steps for building this system. What’s now possible The diagram above outlines the components of a living evidence synthesis platform, including some of the teams working on each component1. Scientific PDFs are processed into claims with associated evidence. The evidence is subjected to a forensic audit, methodological evaluation and robustness and reproducibility checks. Finally it’s given a weight in a continuously updating synthesis. What follows is a description and status of each component and a few of the teams working on them. Document understanding The first thing you need to be able to do is turn an article into structured data. Mostly that means parsing PDFs. There are often multicolumn layouts that confuse non-specialized PDF to text processing libraries. For scientific papers, there is the added complexity of parsing formulas and tables and figures. This is a really hot area - there are startups offering APIs, and it seems like a new open source package gets posted to Github every few weeks. What follows isn’t exhaustive. A package called GROBID was the state of the art for a while, they didn’t update their package for nearly two years until very recently. In the meantime reducto.ai released an AI powered PDF extraction API, PaddleOCR became popular, IBM released a model called Docling, and both Mistral and Gemini created models and libraries. I also know of at least one other well-funded psychology research group working on a paper parser. By contrast, there are few open evals in this space, with no extensive evals for complex table comprehension in particular. Nonetheless, I’m confident this will be a solved problem soon, given the combination of LLM advances and developer interest. Hypothesis level extraction There has been increasing interest in comprehending the extracted text of papers and linking information to evidence for each hypothesis. A lot of work has already been done. Trialstreamer (Marshall et al. 2020) and RobotReviewer LIVE (Marshall et al. 2023) demonstrated automated extraction of trial population, intervention, and outcome at scale on clinical RCTs. PaperQA2 (Skarlinski et al. 2024) and Ai2 ScholarQA (2024) extended this to retrieval-augmented question answering with citation grounding. Elicit, Consensus, and SciSpace operationalized claim-level extraction for end users. OpenEval (Booeshaghi et al. 2026) is the most recent and most ambitious: 1.96 million atomic claims extracted from 16,087 eLife manuscripts using Claude Sonnet 4.5, grouped into ~299,000 results, with LLM evaluations showing 81% agreement with human peer review on a 2,487-paper subset. None of these solutions link claims to test-statistics, as you would need to evaluate randomized controlled trials. This is why I built the evidence.guide API - to extract hypotheses and associated test statistics from behavioral science papers. The best public eval of this kind of extraction I’m aware of comes from the recent SCORE project - they had humans code thousands of psychology papers to extract their claims by hand. It would be extremely helpful to the world if all scientific PDFs were available as structured open data. I’ve been working to make this happen, both directly at Berkeley and through coordination with large entities I can’t yet speak of; as hard as it is to do, I think it’s possible2. Forensic audit A lot of work has been done on forensic audit, but some gaps remain. Of course, for biology papers that rely on images for evidence, there are a variety of tools (notably Proofig and ImageTwin) to spot anomalies. These are still well short of what sleuths like Elizabeth Bik can do on her own, but these tools are constant companions among fraud analysts. There’s someone working on auditing Excel files for anomalies, and a number of teams are automating numerical checks like GRIM and SPRITE, including Scrutiny project, the INSPECT-SR team as well as statcheck. The regcheck team is building a way to use AI to compare preregistrations to analyses in papers, to ensure there aren’t significant deviations. Nonetheless, there are many other kinds of anomalies to screen for, both public and less publicly known. And there are no formal evals for anomaly detection that I’m aware of. Still, there’s a lot to draw from in this space and I’m pretty certain we will be able to scan papers for most kinds of obvious anomalies in the near future. Methodological review This area has been white hot, though I fear for many of the startups in this space, because this capability may become commoditized. There are at least six different AI peer review companies, including Refine.ink, Reviewer3, ReviewerZero.ai, Q.E.D. Science, Paper Wizard, and Isitcredible. Coarse (a pun on refine) was also recently created as an open source alternative. These systems provide qualitative feedback on the content of papers, spotting methodological weaknesses and mathematical errors. They seem to work pretty well, and many academics report bitterly that they exceed the average quality of typical peer reviewers. But there are few evals here either. What evals exist so far involve using LLM-as-judge (circularity problems abound) or comparing against human reviews of questionable quality. What you’d ideally want is an eval that measures capturing known errors in papers3. Reproducibility and robustness Another active area has been using AI agents to automate computational reproducibility4 and robustness5 checks in papers that report numerical results. For more recent papers where data and code are available, AI agents can see whether they can re-run the analyses and produce the numbers reported in the published paper. In addition to a handful of individual academics who have been experimenting using Claude Code for this, the Institute for Replication is a leading group working on building an end to end system. The evals related to this problem are the most mature, with CORE-Bench (Siegel, Kapoor, Narayanan 2024) and PaperBench (OpenAI 2025) available to benchmark agents on this task. There is also work on getting AI agents to test alternative ways of analyzing the data to ensure the results are robust to small analytic design choices. Synthesis This is the most underdeveloped area where significant investment is required. Although some automated evidence synthesis systems exist — for example, otto-sr is building an AI agent to write systematic reviews — none of these incorporate the full range of paper level signals to weight evidence appropriately. Nor is there anything like an eval or a gold standard for a good systematic review. Arguably Cochrane reviews are the closest we have to gold standard human systematic reviews, though I’ve heard academics in the know complain about their uneven quality. A key question for a synthesis platform is how to weight anomalies and methodological issues in assessing the quality of a piece of evidence. This is an unsolved problem and one I’m very keen to work on. Continuous updating There are many pieces of basic infrastructure available for monitoring for new research and initiating updates. OpenAlex is the current open citation graph. Retraction Watch integrated into Crossref in October 2023. Scite tracks how citations support, contrast, or mention prior claims. The Living Evidence Network demonstrated continuous-update workflows in clinical guidelines. Engineering this is a relatively straightforward task. When you look over this technical architecture and all the progress being made, it’s hard not to be optimistic that a living guide to scientific evidence will be built. The stakeholders are ready The social infrastructure for this is starting to coalesce — it’s not just a pie in the sky academic exercise to imagine this coming into existence. Institutions like the Center for Open Science, the Institute for Replication, the INSPECT-SR, the Living Evidence Network and more are all working on scaling work to improve research quality. Funders are also aligned. The Sloan Foundation has funded living evidence work through COS. Coefficient Giving supports the Institute for Replication and COS. The Astera Institute and the Institute for Progress have shown interest in this space. NIH has established an Office for Replication and Reproducibility. Although there are (very unfortunately) serious headwinds in science funding generally, there is an active group of funders interested in metascience. A brief word about what I’ve been doing at RDI. First, as a Visiting Scholar at Berkeley I’ve been actively figuring out how a non-profit and a public university can conduct and make public the results of large-scale academic article data mining. With some of the money I raised from donors, I commissioned a legal analysis of recent case law and publisher text data mining (TDM) agreements in order to understand whether a massive open data mining of academic articles is possible (with caveats, it is). I’ve also been working to bring together stakeholders in this space, and identify gaps. I’ve also been doing some software development in this space, with more to come. A pilot proposal The assumption undergirding all of this is that an AI, given all this information, would make the right judgment about a scientific claim with lots of conflicting evidence, weighing all the factors appropriately. That’s the hypothesis we need to test. Randomized control trial research is the best place to focus on first. RCTs are used to make many of the important decisions in society - from medical trials to public policy changes. And they use a relatively uniform set of inferential statistics with lots of known and available diagnostics. Behavioral science experiments, within the broader realm of RCTs, should be first used as a testbed whose results can be generalized. Because behavioral science is at the vanguard of open science practices, replications abound (there are thousands of them) to serve as ground truth training data. Key Hypothesis Therefore the pilot would test, in behavioral RCTs that have been replicated, whether the quality of evidence for a claim can be used to accurately predict whether that claim will replicate. Secondary Hypotheses Compared to claims that replicated, non-replicated claims demonstrate a greater share of forensic anomalies in their source literatures. Hypothesis level claim and statistic extraction is accurate enough to scale living evidence without onerous human review costs. Replication prediction is more accurate than prediction markets6 or journal prestige. If all the different quality signals we gather do accurately predict which studies will replicate, then we can use that model to score evidence to power the living evidence layer. Why this is informative regardless of outcome If the pilot succeeds, the architecture extends to medical RCTs (where Living Evidence already operates and integration is mostly about claim representation), then to slices of basic biology with stable replication structure. If it fails, the field learns which quality signals are load-bearing and which ones metascience has oversold. Either result is a contribution to knowing what the literature supports. Implications for funders Because this burgeoning ecosystem of builders already exists, a well-informed philanthropic or government funder could play a crucial catalyzing role in bringing this future about. They could play at least three roles: creating open structured datasets, publishing open benchmarks and incentivizing the solving of key technical challenges. First, open archives of papers that the government maintains, like PubMed, could be turned into structured data amenable to large scale metascience and claim aggregation. I know the US government already has an interest in doing this, though some key open questions remain unanswered. How do you determine the best models and systems for accurately extracting information from papers? How can you establish a robust way to allow researchers to flag errors and correct them? And finally, how do you create a legal regime in working with publishers to maximize the scope of available papers? For the latter, a university or a private philanthropy may be better positioned to make structured data publicly available under journal subscription terms or fair use. Philanthropists or government funders could also coordinate to create or commission benchmarks that evaluate whether important problems have been solved. For example, an open benchmark for claim extraction from a range of different scientific article types would be extremely helpful. Ensuring the underlying data are accurate is vital for creating these evaluations. I’ve discussed opportunistically using various human-created datasets for this purpose, but a consistent problem is that errors in human data make it difficult for them to serve as a gold standard. Finally, with structured data and benchmarks available, the government or private philanthropy could use them to incentivize groups to develop machine learning systems that meet these benchmarks. Prizes are one potentially valuable tool for this. For example, you could establish a prize for a system that accurately updates a living meta-analysis for a small set of claims. Prizes are particularly useful as signals of problem importance, and can help create vibrant ecosystems of public and private research—see, for example the role the government played in kickstarting the current work on nuclear fusion. Conclusion The drawbacks of the current scientific publishing system are known. Scientists agree, metascientists agree, philanthropists agree: the published PDF plus citation graph isn’t the right substrate for maintaining a representation of the evidence base in science. The pieces needed to build the alternative either already exist or are rapidly taking shape. The community is forming around exactly this problem, with concrete partnerships and shared infrastructure. A pilot should start on behavioral science RCTs because that’s the slice of empirical science most amenable to legibility, where replication ground truth is richest, and where the failure modes are best documented. What’s been missing is the galvanizing mission to assemble these pieces into something that works. That’s what I’m proposing to build. *** 1 I have a broader field map that I’ll release publicly soon. This is me, building in public! 2 If this is something that you are excited about, please reach out and talk to me. 3 More on this very soon too! 4 This tests whether, given the code and the data, you can get the same statistics as reported in the published paper. 5 This tests whether the results are the same as a paper’s given alternative analytical decisions in conducting the analysis (like outlier omission). Closely related is the idea of a “multiverse” where you come up with many different ways of answering the same underlying research question with the same data, and test whether the results hold in all those alternative methods. There’s been work on the latter as well. 6 Some of the replications, e.g. those from the SCORE project, had paired the experiments with forecasts from prediction markets. So we get to look at this for free.
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