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Fireworks, heat, hot dogs and politics: America celebrates its 250th birthday
WASHINGTON — The 250th anniversary of American independence is colliding with a country gripped by political polarization and a heat wave bearing down on millions of people across multiple states
89 Percent — And a Reminder of What Science Can Do When We Pay For It
A century of work, and finally a shot that protects against one of the world's great killers of children. That is not luck. That is investment. Every once
Fireworks, heat, hot dogs and politics: America celebrates its 250th birthday
WASHINGTON (AP) — The 250th anniversary of American independence is colliding with a country gripped by political polarization and a heat wave bearing down on millions of people across multiple sta…
Fireworks, heat and politics: America celebrates its 250th birthday
WASHINGTON (AP) — The 250th anniversary of American independence is colliding with a country gripped by political polarization and a heat wave bearing down on millions of people across multiple sta…
Fireworks, heat and politics: America celebrates its 250th birthday
WASHINGTON — The 250th anniversary of American independence is colliding with a country gripped by political polarization and a heat wave bearing down on millions of people across multiple states as celebrations get underway across the United States on Saturday. The signing of the Declaration of Independence, one of history’s
Twelve Sick, One Recall, and No Word From Public Health: E. coli O145:H28 Turns Up in Publix GreenWise Frozen Blueberries
A tip o' the pen to David Neal at the Miami Herald, who flagged a recall that a lot of people would have skated right past over a holiday weekend. On
Fireworks, heat and politics: America celebrates its 250th birthday
WASHINGTON — The 250th anniversary of American independence is colliding with a country gripped by political polarization and a heat wave bearing...
Fireworks, heat and politics: America celebrates its 250th birthday
WASHINGTON (AP) — The 250th anniversary of American independence is colliding with a country gripped by political polarization and a heat wave bearing down on millions of people across multiple sta…
2026 Season Opener Countdown: 71 Days Remaining
We continue our countdown to the Panthers opening the 2026 season against the Chicago Bears
Trump posts new image of $100 bill with his signature
President Donald Trump posted a new image Friday of a $100 bill bearing his signature, months after the Treasury Department announced that, for the first time, a sitting president’s signature would be featured on US paper currency.
Extreme heat bears down as America 250 celebrations ramp up
The Great American State Fair, on the National Mall in Washington, shut down in the early afternoon Friday due to the heat
Extreme heat bears down as America 250 celebrations ramp up
The Great American State Fair, on the National Mall in Washington, shut down in the early afternoon Friday due to the heat
Extreme heat bears down as America 250 celebrations ramp up
President Donald Trump is heading to South Dakota for a speech and fireworks at Mount Rushmore on Friday night
Extreme heat bears down as America 250 celebrations ramp up
President Donald Trump is heading to South Dakota for a speech and fireworks at Mount Rushmore on Friday night
What Caesars Entertainment (CZR)'s Wabanaki iCasino Expansion and Bearish Zacks Rank Mean For Shareholders
In late June 2026, Caesars Entertainment Inc. announced it had expanded its partnership with three Wabanaki Nations in Maine to cover potential online casino gaming, adding three branded iGaming platforms that integrate with Caesars Rewards and its Universal Digital Wallet, subject to regulatory approvals. At the same time, the company faced sharply weaker analyst sentiment, including a very large downward revision to current-year earnings estimates that pushed it onto the Zacks Rank #5...
Your First AI Policy: Six Burning Issues for Every Growing Business to Consider Before You Scale
AI is already part of everyday work at growing companies. Employees use it to draft emails, summarize documents, generate marketing copy, assist with
We’re in the game: Bear Bryant Award returns to EA SPORTS College Football 27
HOUSTON, July 2, 2026 – The name of the legendary Paul “Bear” Bryant is synonymous with excellence in the game of college football, and once again, fans playing EA SPORTS College Football 27’s Dynasty Mode will have the chance to win the American Heart...
The Bear’s Den, July 2, 2026
The Chicago Bears summer continues as America prepares to celebrate it’s 250th birthday
Caleb Williams is wildly respected by his peers
The Bears now have a quarterback who commands respect not only from all opponents, but from NFL greats such as Matthew Stafford
Authentic Signs Definitive Agreement to Acquire Care Bears
Authentic Brands Group, a global brand and entertainment platform, today announced it has signed a definitive agreement to acquire the intellectual property of Care Bears, one of the world's most beloved and enduring family entertainment franchises.
Authentic Signs Definitive Agreement to Acquire Care Bears, Expanding Its Entertainment Platform Into Character IP
/PRNewswire/ -- Authentic Brands Group ("Authentic"), a global brand and entertainment platform, today announced it has signed a definitive agreement to...
‘Paris & Pups’ Producer HappyNest Entertainment Expands Slate With New R.L. Stine Series, ‘Louie and Bear’ Adaptation and Space Camp Franchise (EXCLUSIVE)
HappyNest Entertainment, the producer behind Paris Hilton’s “Paris & Pups” YouTube show, is in early development on several new projects, including a series with “Goosebumps” author R.L. Stine, an ada...
Bears Great Brian Urlacher’s 3-Word Description of Caleb Williams
Chicago Bears great Brian Urlacher gives his honest thoughts and description of quarterback Caleb Williams. The post Bears Great Brian Urlacher’s 3-Word Description of Caleb Williams appeared first on HEAVY.
30-Day Challenge: All-Time Favorite Bears Defensive Back
Each day in June, we’ll roll out a fresh topic to get Bears fans thinking in our 30 Day Challenge, and today we want to know your all-time favorite defensive back.
My All-Time Historical Bears Team: Special Bears Unit
Take a look at @tjstarman’s All-Time roster of Chicago Bears historical standouts.
The Chicago Bears are getting their own Hallmark Christmas movie
The Chicago Bears are the latest NFL franchise to get the Hallmark Christmas movie treatment. The team announced Thursday that it is partnering with Hallmark Media, the NFL, and Skydance Sports for Holiday Touchdown: A Bears Love Story, which will premiere during Hallmark Channel’s 17th annual Countdown to Christmas programming event this holiday season. “My…
Madonna makes rare reveal of 1 major pop diva she was 'jealous' of
Madonna recently revealed why she was 'jealous' of Kylie Minogue, even though she wore a T-shirt bearing the 'Can't Get You Out of My Head' singer's name to the MTV Music Awards in 2000.
30 Day Challenge: Most Painful Bears Memory
What is the most painful Bears memory of yours? @BryanOrenchuk shares his!
Caleb Williams Calls Out NFL, Echoes Bold George Kittle Message
Chicago Bears quarterback Caleb Williams is already a leader of his team, and now he is leading with regards to the entire NFL. The post Caleb Williams Calls Out NFL, Echoes Bold George Kittle Message appeared first on HEAVY.
Trump posts new passport rendering — featuring a memorable photo of himself
President Donald Trump unveiled a new rendering of a special commemorative US passport bearing his likeness Friday, debuting a limited-edition passport to mark America’s 250th anniversary this year.
A new “Supergirl”, the end of “The Bear”, and a fisherman thriller top this week's Must List
Book of Love's 40th anniversary album and "Dad Don't Read This" round out our picks for the weekend of June 26.
'The Bear' ending explained – Jeremy Allen White, cast unpack finale
Warning: This story contains spoilers from the Season 5 finale of “The Bear,” now streaming on Hulu. Clear the plates and pack the linens – “The Bear” has served its
Three Chicago Bears make CBS Sports’ Top 100 NFL Players of 2026 List
With the NFL on a break, get ready for list season, and CBS Sports just dropped their Top 100 Players, and three Chicago Bears made the cut.
Emily Ratajkowski says she rejects the label 'divorced single mom'
Emily Ratajkowski is opening up about resenting the label "divorced single mom" following her split from ex-husband Sebastian Bear-McClard.
'The Bear' reheats 'The Pitt's nachos in a baffling Season 5: Review
How does the final course of "The Bear" shape up?
The Pick Is In: Hallmark Media, NFL and Skydance Sports partner with the Chicago Bears for Holiday Touchdown: A Bears Love Story set to premiere during Hallmark Channel’s 17th annual Countdown to Christmas programming event
Hallmark Media, NFL and Skydance Sports on Thursday announced that the Chicago Bears have been drafted for Holiday Touchdown: A Bears Love Story, the third all-new original movie in the successful franchise, set to premiere later in 2026 during Hallmark C
Bears are working on a bill for an Illinois stadium
Indiana keeps waiting for something that may never happen.
Lamar Jackson: Former Bears OC Declan Doyle is 'mind-blowing'
Former Chicago Bears and current Baltimore Ravens OC Declan Doyle is drawing high praise from QB Lamar Jackson.
'The Bear' Season 4 recap – What to remember before Season 5
Before your upcoming reservation at “The Bear” allow us to refresh your memory about the previous course, Season 4.
Chicago Bears open applications for 2026 Small Business All-Pros presented by PNC
The Chicago Bears on Tuesday announced the return of Small Business All-Pros presented by PNC, a signature community initiative that recognizes local entrepreneurs whose businesses help drive economic growth, create opportunity and strengthen neighborhood
Chicago Bears Will Have 2 Joint Practices This Preseason
The Bears will have another joint practice this summer, as it was just announced that they’ll work out with the Titans. @wiltfongjr has the details here:
The first cracks are showing in Indiana’s Bears stadium plan
Indiana's bid to lure the Chicago Bears to Hammond is facing its first signs of political resistance as Porter County officials question taxes tied to the stadium plan.
Meet the Starbucks Pink Bearista Glass: a Pink Drink-inspired collectible coming in July
This summer, we’re bringing back the Bearista Glass with a twist — a bright, Pink Drink–inspired look.
1 in 3 Americans use chatbots for health advice. These 6 patients explain why.
Chatbots fueled by AI bear disclaimers saying they cannot dispense medical advice or diagnose conditions, but they still field millions of queries.
Apple's first Ultras are coming: 20 new products in 2026–2027 according to Bloomberg
Apple's new CEO John Ternus will begin his tenure in September with a wave of new products that will bring Apple fans many exciting new releases. Well-known Bloomberg analyst Mark Gurman has listed the most important new products coming our way after the summer break, including the first ones potentially bearing the “Ultra” moniker.
2026 Season Opener Countdown: 84 Days Remaining
We continue our countdown to the Panthers opening the 2026 season against the Chicago Bears
Chris 'The Bear' Fallica's World Cup Best Bets Today
Chris "The Bear" Fallica delivers his daily best bets for the World Cup. Here's what he's backing on Match Day 11.
2026 Season Opener Countdown: 85 Days Remaining
We continue our countdown to the Panthers opening the 2026 season against the Chicago Bears
From Toy Story 5 to The Bear: your complete entertainment guide to the week ahead
Pixar’s enduring animated favourites battle a rogue tablet, and Disney’s anxiety-inducing kitchen drama returns for a final series
Trump changes pregnancy-prevention program to promote childbearing
A federal poverty-fighting program focused on reducing unintended pregnancies is about to undergo a major overhaul. Reproductive health clinics use Title X federal grant money to provide birth control, cancer screenings and testing and treatment for sexually transmitted infections to people with little or no health insurance. Title X money cannot be used for abortions. The […]
30 Day Challenge: My favorite Bears team of all time
In our latest 30 Day Challenge article, @jacobinfante24 shares the story behind his favorite Bears team ever.
Kaden Davis signs with Bears after UFL season ends
Kaden Davis will get another shot at making an NFL roster, after finishing his UFL season.
‘Paddington’ stage musical to pack its marmalade sandwiches and travel to Broadway
Paddington Bear is heading to Broadway with “Paddington The Musical” set to play at the Al Hirschfeld Theatre in March.
Report: Bears sign UFL linebacker Tony Fields II
The Chicago Bears are reportedly signing UFL linebacker Tony Fields II to the roster.
Report: Chicago Bears sign linebacker Tony Fields II
The Bears are reported to have added a linebacker to their offseason roster. @wiltfongjr with more here.
2026 Season Opener Countdown: 90 Days Remaining
We continue our countdown to the Panthers opening the 2026 season against the Chicago Bears
The Bear’s Den, June 15, 2026
The Chicago Bears start their last break before training camp. These are the Dog Days of the offseason.
A Beary Big Fight in the Windy City as the Chicago Bears mull a move to Indiana.
Veterans Setting the Tone for Bears This Offseason
Chicago Bears to Debut Rivalry Uniforms vs. Packers in 2026
What is BYU QB Bear Bachmeier’s Ceiling?
2025 was one of the best seasons in BYU football history. They won 12 games for just the fifth time in school history. They made the Big 12 Conference Championship Game and won an exciting Pop-Tarts Bowl over Georgia Tech. They finished ranked No. 11 in the final AP poll. Only three BYU teams ever, […]
HOMETOWN ENTERTAINMENT: Community theatre in Roanoke to stage ‘Romeo and Juliet’
Bear Theatre presents Romeo and Juliet at Community High School
Cedric The Entertainer Signs With IAG
EXCLUSIVE: Independent Artist Group has signed actor and comedian Cedric the Entertainer for representation across the board. IAG will also represent A Bird And A Bear Entertainment, Cedric’s producti...
The number of uninsured Californians could nearly double by 2030, says new report
Historic cuts to Medicaid and low-cost California health insurance could leave 4.6 million residents with no coverage. A new report from the UC Berkeley Labor Center says the working poor, older workers and undocumented workers could bear the brunt.
Graham Platner tears into Republicans after clinching Susan Collins matchup in Maine, and other primary night takeaways
Graham Platner was all but certain to win Maine’s Democratic Senate primary on Tuesday. But the progressive populist Platner was on course to earn about three-fourths of primary voters’ support — effectively ending any question about whether Maine Democrats wanted him to be their standard-bearer against Republican Sen. Susan Collins in one of the nation’s marquee races in November.
Chicago Bears Are ‘80% of the Way’ Toward Hammond Stadium: Sports Consultant
Pritzker opens door to new Bears talks, blames team for stadium stumbles
Gov. JB Pritzker says he’s open to trying to come up with a solution to keep the Bears from leaving Illinois, including a special session of the Legislature.
The next hopeful winner in the Bears sweepstakes: Gary airport
Local officials say a Bears stadium in Hammond could help attract new business, private and even commercial air service. Some aviation experts aren't buying it.
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.
Micah Parsons' Caleb Williams prediction should worry Packers fans
Micah Parsons singled out Caleb Williams when asked who could become the NFL's best player, adding more momentum to the Bears quarterback's rise.
Yakima's insurance company authorizes appeal of verdict in ex-business owner's plaza lawsuit
Since the city has already met its $100,000 insurance deductible in the case, CIAW is bearing the costs of the case and could decide whether to appeal.
Bears RB duo came inches away from claiming NFL's top rank - and they have a strong shot to repeat as one of the league's best
The Chicago Bears running back duo of D'Andre Swift and Kyle Monangai ranked second in the NFL in latest RB duo rankings, and yet they still seem to be disrespected.
Chicago Bears Mandatory Minicamp Storylines: Monitoring Kyler Gordon
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.
A Hoopaholic’s Monday Fret
Saturday was the first of many to come when the warm joy of early spring morphs to unbearable humidity. Really humid. One didn’t need a Temperature Humidity Index to know. Air that inquires, like what am I doing wandering outside when my shirt feels like dank dishrag? The calendar said early June. The weather read […]
$1.5M Gift Establishes the Chase-Bear-Dyer Advanced Triage Unit at UConn Health and the Chase-Bear-Dyer Family Classroom at the UConn School of Law
The gift will expand the emergency care department at UConn Health and enhance learning spaces for School of Law students
The Bear’s Den, June 8, 2026
The Chicago Bears and Hammond Indiana stadium dominates the news and the comment sections
Bristol shock Gloucester-Hartpury to end season on high
Bristol Bears stun defending Premiership Women's Rugby champions Gloucester-Hartpury with a 26-21 win at Kingsholm on Sunday.
Bears haven't always called Chicago home
Chicago has been the spot for most of their history.
Is Hims & Hers Health, Inc. (HIMS) A Good Stock To Buy Now?
Is HIMS a good stock to buy? We came across a bearish thesis on Hims & Hers Health, Inc. on Valueinvestorsclub.com by Pridwen. In this article, we will summarize the bears’ thesis on HIMS. Hims & Hers Health, Inc.’s share was trading at $27.51 as of June 2nd. HIMS’s trailing and forward P/E were 57.14 and 58.82 […]
Of course Indiana is leverage for the Bears in Illinois
The question isn't whether Hammond is leverage, but whether it's a bluff.
Of course Indiana is leverage for the Bears in Illinois
2026 Season Opener Countdown: 98 Days Remaining
We continue our countdown to the Panthers opening the 2026 season against the Chicago Bears
What Maplebear (CART)'s AI Carts and Health Partnerships Expansion Means For Shareholders
In early June 2026, Instacart expanded its AI-driven Caper Carts to select Weis Markets stores in Pennsylvania and Vida Health announced a nationwide partnership using Instacart Health Fresh Funds to link nutrition guidance with easier access to healthy groceries. Together, these moves highlight Instacart’s push to blend in-store retail tech, loyalty engagement, and health-focused grocery access into a broader Physical AI ecosystem. We’ll now examine how Instacart’s push into AI-powered...
A tale of two debates
By Vince Bzdek Ballots go out Monday as the June 30 state primary elections bear down on us. As a result, it is suddenly the season of proliferating political debates, and there have been some doozies already. I had the chance to see two very different debates in the last week, and comparing and contrasting them speaks […]
A tale of two debates
By Vince Bzdek Ballots go out Monday as the June 30 state primary elections bear down on us. As a result, it is suddenly the season of proliferating political debates, and there have been some doozies already. I had the chance to see two very different debates in the last week, and comparing and contrasting them speaks […]
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