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Dark energy survives major challenge as universe keeps accelerating
A bold claim that the universe’s accelerating expansion was an illusion has been put to the test—and failed. Researchers found that the study behind the controversy made key mistakes when analyzing supernova data. After revisiting the evidence, astronomers concluded that cosmic acceleration remains as strong as ever.
Why grandparents matter more than ever for children's mental health
A child psychologist says grandparents are more important than ever as youth mental health challenges continue to rise. He argues that children need supportive relationships, meaningful conversations, and a sense of purpose—not just pressure to achieve. Grandparents can help by listening, encouraging, and creating positive experiences that strengthen emotional resilience.
Why grandparents matter more than ever for children's mental health
A child psychologist says grandparents are more important than ever as youth mental health challenges continue to rise. He argues that children need supportive relationships, meaningful conversations, and a sense of purpose—not just pressure to achieve. Grandparents can help by listening, encouraging, and creating positive experiences that strengthen emotional resilience.
Judge rules Trump can stage UFC fights on White House's South Lawn this weekend
The nonprofit Public Integrity Project had sued to challenge Trump's UFC Freedom 250 event
Judge rules Trump can stage UFC fights on White House's South Lawn this weekend
The nonprofit Public Integrity Project had sued to challenge Trump's UFC Freedom 250 event
New degree focus helps health professionals boost their communication skills
Communication plays a critical role in nearly every aspect of health and wellness. It shapes how patients understand information, how teams collaborate and how health organizations engage the communities they serve. But communication is rarely the primary focus of professional training. As health care and wellness organizations face increasingly complex challenges, professionals need advanced communication skills to navigate change, foster understanding and improve outcomes.
Einstein’s Lost Theory Said Gravity Changes Speed of Light and a New Experiment Claims It Was Right
New claims challenge inconsistencies in one of the foundational principles of physics.
Energy Secretary Takes Heat in First House Science Hearing
Democrats used the opportunity to challenge the department’s decision-making on a host of science topics, including Genesis, clean-energy projects, and last year’s Climate Working Group report.
William Floyd High School Science Students Win Second Consecutive LI Water Quality Challenge
For the second consecutive year, a team of William Floyd High School science students under the direction of Christopher Orlando were selected as winners in the Long Island Regional Planning Council’s (LIRPC) annual Long Island Water Quality Challenge. The team received a $2,500 grant to implement its proposal at the school, and earned WFHS the recognition of being the first school to earn back-to-back victories in the competition!
Inside wealth: New SpaceX millionaires are reinventing the business of managing large wealth
Wealth advisors say SpaceXers have unique ways of addressing their financial challenges, including whiteboarding, troubleshooting and AI.
New SpaceX millionaires are reinventing the business of managing large wealth
Wealth advisors say SpaceXers have unique ways of addressing their financial challenges, including whiteboarding, troubleshooting and AI.
Public Health at an Inflection Point: Aligning State Systems to Strengthen Population Health
The US public health system is facing an inflection point characterized by chronic underinvestment, workforce and service delivery challenges, outdated data infrastructure, growing health inequities, and increasing instability within the broader health care safety net including projected Medicaid coverage changes and continued rural hospital closures.
Health 'War Room,' Digital Tools Are Tracking Disease Risks During World Cup
By Deanna Neff HealthDay ReporterFRIDAY, June 12, 2026 (HealthDay News) — With 48 teams competing across 16 host cities in the U.S., Canada and Mexico, tracking the health and location of World Cup players and fans is a logistical challenge that public health experts want to get a handle on. One ...
Former FBI agent talks heightened political tensions as The World Cup poses large security challenge
Washtenaw Business Lens: When homelessness and mental health challenges collide with local businesses
Ann Arbor businesses are feeling the impact of people suffering homelessness and mental health challenges. For this month's "Washtenaw Business Lens," WEMU's Caroline MacGregor and Ann Arbor/Ypsilanti Regional Chamber Executive Vice President and Director of Government Relations, Andy LaBarre discussed these economic impacts with the Executive Director of Washtenaw County Community Mental Health, Trish Cortes.
Alaska election official threatens to disqualify challenger Dan J. Sullivan in race against Sen. Dan Sullivan
A top Alaska elections official has threatened to disqualify from the state’s August primary a US Senate candidate who shares the same name and party affiliation as incumbent Republican Dan Sullivan.
Disability rights organizations challenge N.Y. medically assisted suicide law
The organizations claim that people with life-threatening disabilities belong to a protected class and are at risk of harm if the law goes into effect.
Jubilee Field in Merriwether neighborhood navigating challenges of I-65 closure
The I-65 closure got underway last week, but the project has been a headache for months for one new Louisville business.
Opinion | Dennison: I’ll fight for responsible spending, reducing unnecessary regulations and help small business and more if elected
Like many Coloradans, I’ve grown increasingly frustrated watching Washington become more focused on partisan gamesmanship than solving real problems. Families, workers, retirees and small business owners across Colorado are facing challenges that politicians love to...
Opinion | Dennison: I’ll fight for responsible spending, reducing unnecessary regulations and help small business and more if elected
Like many Coloradans, I’ve grown increasingly frustrated watching Washington become more focused on partisan gamesmanship than solving real problems. Families, workers, retirees and small business owners across Colorado are facing challenges that politicians love to...
California Democrat endorsed by Pelosi falls behind younger challenger
The intraparty race is expected to shape up as a competitive one.
Postal Service Issues Proposal to Block Mail Ballots in States That Don’t Turn Over Data
Democrats and voting-rights groups have challenged the proposed rule as a harmful federal intrusion that could affect millions of voters who cast their ballots by mail.
MIT affiliates win 2026 Hertz Foundation Fellowships
Three MIT students and an incoming graduate student have won 2026 Hertz Foundation Fellowships. The fellowships in applied sciences, engineering, and mathematics recognize doctoral students who are pursuing solutions to the most pressing challenges in science and technology.
Understanding the different kinds of mental health providers
Mental health experts say one of the biggest challenges for people seeking help isn’t just finding care — it’s finding the right care.
Survey shows growing challenge of running a business in Maine
Nearly half of Maine businesses surveyed by the Maine State Chamber of Commerce cite workforce challenges and policy uncertainty as barriers to growth .
Parade politics: Collins and Wu-backed challenger Gayle mount-up for summer contest
The contest for First Suffolk Senate got more interesting last week when Mayor Wu back a challenger to Sen. Nick Collins.
Op-ed: City Council small business hearing was political theater
Instead of addressing the city’s well-documented small business challenges, the Council chose to stage a spectacle about federal lending policy it cannot change.
A $25 million lifeline in Philly for unhoused drug users with major health challenges
After years bouncing between emergency rooms and the street, patients get wraparound services through Project HOME’s recovery collaborative.
Ravens coach uses expletives with Lamar Jackson during challenging OTAs
Baltimore Ravens quarterback Lamar Jackson says he's being challenged by new offensive coordinator Declan Doyle this offseason.
‘A leader in health AI’: School of Medicine Dean talks integration of artificial intelligence and healthcare
At the annual State of the School Address on Wednesday, Dr. Mary Klotman overall took an optimistic tone, expressing excitement about the School of Medicine’s efforts to integrate AI throughout much of what they do. However, she also recognized the challenges AI presents for the medical field specifically.
Small Business Reality Check: Strategies for Resilience
The second half of 2026 presents both challenges and opportunities for small business owners. Those who focus on their people, reduce complexity, and stay proactive about risk will be best positioned to succeed.
Hawaii law challenges Citizens United. Why it faces a lawsuit
A free speech group is suing Hawaii over a new law that restricts corporate spending in political campaigns.
Photos: St. Louis Business 500 Live
On June 9, St. Louis Magazine hosted its inaugural St. Louis Business 500 Live event, presented by WashU Olin Business School. The first session, The Decisions Behind Growth, explored how leaders navigate the realities of growth, from capital decisions and team building to the unexpected challenges and opportunities that arise along the way. Guests kicked […]
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
Peekskill restaurant known for pizza and live entertainment to close
The owner of this longtime Peekskill restaurant cited economic challenges as reason for the closure.
Young Scholars Invent introduces Houston students to digital health innovation at Rice
Seventy-eight high school students from across the greater Houston area gathered at Rice last month for the annual Young Scholars Invent program, a hands-on learning experience that challenged participants to develop affordable digital health solutions while gaining exposure to entrepreneurship, engineering and innovation.
Reform, politics and Bangladesh cricket: The many challenges awaiting Tamim's BCB
His measured start has already earned praise, with many within Bangladesh cricket believing he could steer the board in a different direction in the years ahead | ESPN.com
Platner wins Maine primary to challenge Collins
Voters also headed to the polls in primary elections in Nevada, North Dakota, and South Carolina ahead of the midterms.
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.
Sanders-Backed Progressive Advances in California Swing District Against Valadao
Randy Villegas will face the incumbent, David Valadao, a Republican who has survived numerous challenges in a competitive district.
The science of seeing inside explosions
During the Manhattan Project, Los Alamos scientists needed a diagnostic tool. Like an x-ray confirming a broken leg bone, the researchers wanted to be able to see into the smoke cloud of detonation products. They needed to verify that the implosion remained symmetric to ensure an efficient detonation. Although it was a time when scientific breakthroughs came quickly, this challenge stumped them, and their initial efforts to use x-rays to visualize the event were limited.
Conference tackles challenges of health care workforce
Strengthening North Dakota’s health care workforce is the goal of multiple programs at UND, speakers say at Dakota Conference on Rural Health
Live Results: Nevada midterm primaries
Nevada Gov. Joe Lombardo will face six Republican challengers in a state primary on Tuesday, while six Democrats will compete for the nomination to reclaim the seat in November.
Roundup: Existing home sales / Faith Technologies / University Lakes update
A May surge: U.S. existing home sales rose in May to their highest level since December, reaching an annual pace of about 4.17 million. The increase was driven by slightly lower mortgage rates and stronger buyer activity. However, affordability remains a challenge as home prices stay elevated and supply is still limited. CNBC has the […]
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.
Scheffler campaign: Voters win: WEC unanimously rejects challenge to Scheffler's ballot access
APPLETON, WI — Mark Scheffler for Congress campaign calls a press conference for 3:00 p.m. this afternoon at Houdini Plaza in Appleton to issue the following statement and to take questions from the media: “Last week, the Secretary of the Brown County...
Councilmember Cindy Bass declared herself the winner of a Philly Democratic ward election — and may have violated party rules
In a brief meeting Monday, Bass said she won against her progressive challenger in the 22nd Ward and rejected demands for a roll call to clarify the vote.
'DK Challenge' Will Put Your NSO & Bananza Skills To The Test For A Limited Time
With a Mario-themed Bananza event in tow
Sen Collins slams Bernie-backed Graham Platner as too far-left for Maine voters
Sen. Susan Collins calls Democratic challenger Graham Platner too extreme for Maine voters, while Platner charges Collins is the "radical" candidate.
Spectrum News: Wright State University and Premier Health receive $2.5M grant to expand street medicine
For people experiencing homelessness or unstable housing, they also often face overlapping challenges like chronic illness, behavioral health conditions and substance use that makes day to day living even more difficult. Often a routine trip to the doctor is the … Continue reading →
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
UTC postdoctoral researcher places second in CLEO Science Slam
Dr. Mohmad Junaid Ul Haq, a postdoctoral research associate in the University of Tennessee at Chattanooga Quantum Center, placed second in the annual CLEO Science Slam, which challenges scientists, students and postdoctoral researchers to present complex work in laser science, optics and quantum technology in a clear, engaging way.
‘You have to adjust:' Chris Kuper outlines his plans to replace Jeff Stoutland
Chris Kuper’s job description is coaching the Eagles’ offensive linemen. His initial challenge is getting them to believe he can do it.
Why Toronto's Dylan Cease presents a different challenge for Phillies
Dylan Cease has expanded his pitch mix and missed bats at an elite rate, giving the Phillies a much different look Tuesday in Toronto.
More Americans survive cancer. But the psychological impacts can persist for years
Due to advancements in treatment and screening, more Americans are surviving cancer. But many are left with lingering mental health challenges like anxiety and depression.
The role of peer review
Modern peer review safeguards scientific quality yet is increasingly shaped by incentives, political priorities and funding challenges.
Primary appears to be on as GOP challenges its own endorsed candidate
| 1080 WTIC NEWSTALK
Mariners challenge their way to win over Orioles, 6-3
Josh Naylor hits a grand slam, Mariners make timely challenges to slink past Orioles, 6-3
A reporting checklist for large language models in behavioural science
Nature Human Behaviour - Large language models offer new opportunities for behavioural science, but their rapid evolution poses challenges for research rigour. We introduce a consensus-based...
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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