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Weird Science: Historian uses carbon dating to show N.C.'s most enduring mystery isn't so mysterious
For nearly a century, American school children have been taught the same haunting mystery. In 1587, a group of English colonists landed on Roanoke Island. Then, they vanished, leaving behind only one cryptic clue carved into a wooden gatepost: the word "Croatoan."In this edition of Weird Science, Public Radio East's Annette Weston spoke with a Buxton native who is using science to dispel what he said is the myth behind the truth.
Vote now for the Capital Region boys’ sports Team of the Week
We've nominated five high school teams that had outstanding performances last week. Cast your vote.
Mind, Body, Soul: Self-Care Is Health care Community Health Day
Ethan Temple Seventh-day Adventist Church invites residents throughout the Miami Valley and surrounding communities to attend its “Mind, Body, Soul: Self-Care Is Healthcare: Community Health Day” on Saturday, July 25, 2026, at Ethan Temple SDA Church, 4000 Shiloh Springs Road, Clayton, Ohio 45315.The free community event is designed to promote holistic wellness by addressing physical, mental, emotional, and spiritual health while connecting individuals and families with valuable healthcare and community resources.The day opens with Morning Worship at 11:00 a.m., featuring guest speaker Alberta Scruggs, a licensed registered dietitian and nutritionist, who will share practical guidance on nutrition, self-care, and healthy living. Following the service, attendees will enjoy refreshments and a light lunch before taking part in the afternoon's health screenings, community resource fair, and wellness-focused activities.From 2:00 p.m. to 5:00 p.m., attendees will have access to free health screenings provided through a partnership with Premier Health, along with information and resources from local health and human service organizations.A Community Health Fair from 2:00 p.m. to 3:30 p.m. will feature representatives from several organizations such as Black Women’s Health Initiative, CareSource, and many more.Recognizing the growing importance of emotional wellness, the event will also feature a Mental Health Panel Discussion from 3:30 p.m. to 5:30 p.m. led by respected professionals in behavioral health and counseling. The panel will provide an opportunity for open conversation, education, and community engagement around mental health awareness, treatment, and support.In addition to health services and educational opportunities, attendees will receive complimentary lunch bags while supplies last, and school supplies will be distributed to students and families while supplies last.The Community Health Day is open to the public and free of charge. No registration is required.
French business schools lead FT Masters in Finance 2026 ranking
ESCP tops the table amid growing demand as graduates seek sanctuary from a tough job market
MBA Roundup: Harvard Business School Names 2026 Rock Venture Catalyst Cohort
Harvard Business School announces the 61 students who are building their startups at the Rock Center this summer.
Summertime science fun on tap for Las Cruces library
EL PASO, Texas (KTSM) — The City of Las Cruces Public Libraries invites students who participated in a school science fair during the 2025–2026 school year to showcase their projects as part …
The #1 pop song from the year you graduated high school
Stacker pulled data from Billboard's year-end charts to compile a list of the #1 pop song for each year from 1946 to 2024.
McHenry High social science educator honored at Teacher of the Year awards
A McHenry Community High School social science teacher was among those recently honored during the 2026 Those Who Excel and Teacher of the Year Awards in Normal.
Emory appoints Saby Mitra to lead Goizueta Business School
Emory appoints Saby Mitra to lead Goizueta Business School
Florida High School Football: Ocala Vanguard releases slate
Florida high school football schedules for the 2026 season are coming out one-by-one out of every state around the country and one region that is always a breeding ground for college prospects is over in the North Central Florida region, with a number of squads finalizing their fall slates. [ $19.99 gets you a FULL […]
Adolescent sexual health continues to improve in Minnesota, but stark disparities persist
Teen pregnancy, birth, and STI rates continued to decline in Minnesota in 2024, though significant racial and geographic disparities remain, according to a University of Minnesota report.
‘The Cardinal Countdown: 84 Days Until Kickoff’
PAYTON COOK #84 Height: 6’1” Weight: 190lb Position: WR Class: Freshman Hometown: Akron, OH Summary: Brohm and staff wanted to go secure some weapons in the high school ranks in 2026, and Cook was high on the list of bolstering up the arsenal. A near consensus four star player, Cook chose the Cards over Miami, […]
Huge development as Richard Hughes secures deal for forward
Liverpool has become renowned as one of the finest finishing schools for young talent around. The progress made by Rio Ngumoha - and to a lesser extent Trey Nyoni - pays testament to that. Both are we...
Active Minds Launches National Youth-Led Mental Health Movement to Equip 100,000 High School Student | The South Pasadenan
Altadena and Pasadena youth lead a new mental health movement with Active Minds and Google.org to build resilience following the devastating Eaton Fire.
Healthcare organizations celebrate milestones at annual reception
The Geisinger Commonwealth School of Medicine and the Northeastern Pennsylvania Health Care Foundation recently held their annual reception to review the progress and impact of the NEPA Health Care Foundation Scholars Program. The program…
Kentucky targeting Michigan State AD J Batt, sources say
Kentucky has targeted Michigan State athletic director J Batt to be the school's new athletic director, sources said.
What a longtime Google AI leader told UW computer science students at their graduation
Jeff Dean, Google's chief scientist and a UW alum, returned to campus Friday with an optimistic but clear-eyed message about AI for Allen School graduates — many of them headed into the industry to help shape the future of technology.
What a longtime Google AI leader told UW computer science students at their graduation
Jeff Dean, Google's chief scientist and a UW alum, returned to campus Friday with an optimistic but clear-eyed message about AI for Allen School graduates — many of them headed into the industry to help shape the future of technology.
Months After the FBI Raided His Garage Chemistry Lab, Teen Science Prodigy Graduates from College (Exclusive)
"It was all an unfortunate misunderstanding," says 18-year-old Amalvin Fritz, who is applying to medical school and launching a biological science startup
How parents can talk to their kids about vaping as FDA authorizes some flavored e-cigarettes
Nearly 6% of U.S. middle and high school students vape
Our favorite photos of ecstatic high school sports celebrations
This high school sports postseason brought out some big emotions.
POLITICS: A day in the life of Alexa Avilés - Red Hook Star-Revue
It’s just past 8 a.m. on a rainy Thursday morning in Sunset Park. City Council Member Alexa Avilés finds herself in a position not unfamiliar to most New Yorkers: rushing out the door, preparing for an early meeting while taking calls with her daughter’s school, and racing to make the morning train.
Top 2027 high school football prospects in Pennsylvania
Pennsylvania has long been an under-the-radar hotspot for high school football talent, and the 2027 class might be its best in recent memory. This year’s crop features three five-star prospects in the Rivals Industry Ranking — tied with California and just one behind Florida. The class isn’t just top-heavy, though. Twelve players in the state […]
Kentucky Football lands Jaylen Mercer
Notre Dame, Indiana, Oregon, Texas A&M, and Tennessee were among the schools to offer.
With towing business, local man achieves dream
FAIRMONT – After several years honing his skills in and around the Fairmont area, Cameron Meyer has captured his dream by opening up his own business, CM Auto Repair and Towing. Meyer went to college for auto repair right out of high school, and has spent nearly 15 years working for multiple businesses in Fairmont. […]
High School bowler serving up strikes after health scare forced her to switch sports
Politics Unusual: NYC Schools Chancellor investigation, city budget conversation
In this episode of Politics Unusual, FOX 5 NY's political reporter Morgan McKay peaks with Andrew Rein, the president of the Citizens Budget Commission, about a potential finalized budget deal for New York City. Also, a conversation with Madina Touré, an education reporter at Politico, about the allegations the Schools Chancellor is now facing.
Ridaught: My top high school sports moments of 2025-26
Area teams capture multiple state championships.
UK selected to participate in 'Science to Venture' pilot focusing on national security
The University of Kentucky and the University of Louisville have been tapped to join a small group of schools working on national security technology.
Why summer flies by as an adult—but lasted forever when you were 10
Blame your brain's filing system.
NMSU College of Business connects students with career pathways through ACAP
New Mexico State University’s College of Business will welcome local high school students and incoming college freshmen to campus June 22-26 for the return of the Accounting Career Awareness...
Jeffco Schools says 61 boys the Trump administration found on girls’ sports rosters were mascots, managers
Jeffco Public Schools said some girls’ teams “had male managers, trainers, or mascots — not athletes.”
Unearthed DOJ emails expose turmoil over Biden-era memo urging crackdown on parents
Internal DOJ emails reveal officials allegedly called Garland's 2021 school board memo "stupid" and warned it would look like an "Anti-MAGA Task Force."
Utah finalizes college sports’ first single-school private equity deal, sets up new commercial entity
AD Mark Harlan said he was “very comfortable” with the governance structure and steps the Utes have taken to protect themselves financially.
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!
DOJ officials called Garland memo targeting parents 'stupid' and 'political'
Fox News obtains internal DOJ emails revealing officials' concerns about the Merrick Garland memo. They described it as 'stupid' and 'political,' targeting parents for protesting COVID-19 rules and critical race theory in schools.
Club Science: Pride
School may be out for summer, but the Science Museum of Minnesota in Saint Paul is keeping the curiosity alive with something exciting for grown-ups. Caillean Kapoor, visitor experience manager at the Science Museum, joined Minnesota Live to share details about Club Science: Pride, a vibrant 21-plus night happening Saturday, June 13 starting at 5:30 p.m. Tickets are still available and include museum admission, an Omnitheater show and a drink ticket.
Council revises school buffer zone bill after mayoral veto
Mayor Zohran Mamdani vetoed the original legislation in April.
‘CoComelon’ turns to UCLA to prove its videos aren’t addictive
Moonbug Entertainment, the studio behind the popular preschool cartoon 'CoComelon,' enlisted UCLA researchers to win over skeptical parents.
Ohio lawmakers send math intervention bill to Gov. Mike DeWine with science of reading exemption
An academic intervention bill that would also exempt Ohio’s classical schools from teaching the science of reading curriculum is heading to Ohio Gov. Mike DeWine’s desk.
Is There Any Room for Politics in Judicial Impeachment? The Moliné O’Connor Case in the Inter-American System of Human Rights
--Emiliano Vitaliani, Fox Fellow, University of São Paulo; LL.M., Yale Law School The Inter-American Court of Human Rights (ICtHR) is currently consid
Texas Tech University Health Sciences Center Appoints New Graduate School of Biomedical Sciences Dean and Vice Dean
TTUHSC has named Lance R. McMahon, Ph.D., as the new Graduate School of Biomedical Sciences dean and Kendra P. Rumbaugh, Ph.D., as vice dean.
Texas Tech University Health Sciences Center Appoints New Graduate School of Biomedical Sciences Dean and Vice Dean
TTUHSC has named Lance R. McMahon, Ph.D., as the new Graduate School of Biomedical Sciences dean and Kendra P. Rumbaugh, Ph.D., as vice dean.
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, […]
WSU expands program to address critical middle school STEM teacher shortages
June 11, 2026 — Wichita State University is expanding its Teacher Apprentice Program™ (TAP) to include new middle-school level math and science pathways aimed at addressing critical teacher shortages across Kansas.
HOMETOWN ENTERTAINMENT: Community theatre in Roanoke to stage ‘Romeo and Juliet’
Bear Theatre presents Romeo and Juliet at Community High School
Democrats try to repeal tax credit from 'Big Beautiful Bill'
Milwaukee Congresswoman Gwen Moore called it a “national voucher scheme.”
Changes to come for high school sports next year
FHSAA Board of Directors approve new Open Division championship classification for 11 sports.
Cultivating future scientists through plants and partnerships
Students from Buffalo's McKinley High School — home to one of the few high-school horticulture programs in New York state — visited Cornell May 19 to view the work of the Center for Research on Programmable Plant Systems (CROPPS).
Calvert Hall to open sports performance center
Calvert Hall College High School and The Huffman Family Foundation have announced the start of construction on The Huffman Family Sports Performance Center.
From YouTube to Disney+: Preschool hit 'Gracie's Corner' lands streaming and development deal
The educational series “Gracie’s Corner” is joining Disney+.
From YouTube to Disney+: Preschool hit 'Gracie's Corner' lands streaming and development deal
The educational series “Gracie’s Corner” is joining Disney+.
College Enrollment Trends: Certificates and Health Majors See Big Surge
Undergraduate enrollment in health fields jumped between 6.0% and 7.1% this spring, with more than 1 million students in those majors at four-year schools, according to National Student Clearinghouse Research Center’s Final Spring Enrollment Trends 2026 report. Short-term undergraduate certificate ...
Rice Business partners with Service to School to expand opportunities for veterans and service members
Rice Business has partnered with Service to School (S2S), a national nonprofit that helps veterans and service members access higher education, adding a new admissions and outreach partner to the school’s growing ecosystem of support for military-affiliated students.
850 good news: Local high school student competes at international science fair
A Magnet Innovation Center STEAM High School student competed against top young scientists from around the world at the International Science and Engineering Fair.
Hope College Sports Year in Review: Top 5 sports stories of 2025-26
Relive the top five sports stories from Hope College this school year.
‘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.
New Data Center, Student Collaboration Space Put People at the Heart of Computer Science
The Computer Science and Engineering Department unveiled a new on-site data center that will accelerate computing and artificial intelligence research advances, while giving graduate students and other computer science researchers hands-on access to cutting-edge computing infrastructure.
GCSU hosts Summer Science Program as top high schoolers research asteroids
This June, Georgia College & State University (GCSU) is hosting the prestigious Summer Science Program (SSP), where top high school researchers will track aster
‘It can affect your attention, your cognition’: D.C. expert describes extreme heat’s mental health harms
Plenty of people report having the wintertime blues, but a George Washington University School of Medicine professor said extreme summer heat can also have negative impacts on mental health.
PHOTOS: High school students explore healthcare careers at UNK camp
The one-day event is hosted by UNK’s Health Sciences Department.
Unconventional Right
Unconventional Right are a Republican-oriented group with conservative values in many areas – but not across the board. Largely supportive of restrictions on immigration and concerned about its impact on the country, they are also skeptical of efforts to promote diversity in workplaces and schools. Unconventional Right are one of nine groups in Pew Research […]
Pressure Points: Engineering AI for the future of healthcare | Harvard T.H. Chan School of Public Health
Pressure Points is a webinar series co-hosted by The Studio and the Advanced Learning Academy at Harvard T.H. Chan School of Public Health bringing you
Maryland District Shops Elementary Science Curriculum; Texas System to Buy K-12 Instructional Materials
A Maryland district is looking for elementary science materials, while a Texas school system seeks instructional materials and teacher aides across grades and subjects.
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 […]
Visceral fat loss associated with better long-term cardiometabolic, cognitive health | Harvard T.H. Chan School of Public Health
Irrespective of weight loss, maintaining a lower level of visceral fat—fat stored deep within the abdomen, wrapping around vital organs—may lead to better long-term cardiometabolic and cognitive health, according to two new Harvard Chan School studies.
Five faculty recognized among nursing’s top leaders
Five School of Nursing faculty members were inducted into prestigious national organizations, highlighting their impact on nursing and healthcare.
I On Politics
DUTCH KILLS ASSN MEETING JUNE 11: The Dutch Kills Civic Association will hold their final General Meeting of the season on Thursday, June 11 at 7:00 pm at the Growing Up Green school, located at 39-27 28th Street in Long Island City. Officers from the 114th Precinct will give updates about the community. QUEENS HOMEOWNERS
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.
GVSU Sports School Year in Review: Top 5 stories of 2025-26
There were plenty of big stories involving Grand Valley State sports this year. Check out the top five.
Ferris seniors place second in world in environmental science competition for research on smoke and agriculture
Sitting at the awards ceremony for the largest international high school science fair in the world this May, Ferris High School students Teddy Osborne and Anders Thogerson were a bit disappointed as the judge read off the fourth-place winners for projects in environmental science.
Middle School Students Take Turn Teaching, Showing Off Science Experiments
Swampscott Middle School student Gavin Campbell had always wanted to incorporate animals into a school project. He finally got his chance this spring as the school held their first science...
New Florida law leads Polk County Schools to add $400 sports fee for non-public student-athletes
The Polk County School Board voted unanimously Tuesday to approve a new $400 activity fee for certain non-traditional student-athletes participating in district sports.
FHSAA votes to add Open division in multiple sports beginning this year
The Open division is now a reality in high school sports, ushered in by a unanimous vote by the Florida High School Athletic Association’s board of directors on Tuesday morning.
U.S. Open Qualifying Sends High School Stars to Shinnecock
Miles Russell and Giuseppe Puebla, both 17, earned spots Monday.
Take a look at the first BHS Scholastic Science Fair
Students at Binghamton High School participated in their first science fair as part of New York’s PLAN pilot program.
Vernier Science Education Welcomes Seven New STEM Teachers to The Vernier Trendsetters Community
Vernier Science Education recently added seven new STEM teachers from high schools nationwide to the Vernier Trendsetters Community. This professional learning community, which now includes nearly 40 individuals, gives teachers the opportunity to grow their leadership and knowledge of modern, relevant STEM instruction as they connect with and learn from fellow teachers throughout the school year.
Robert Charles details Maine's political climate and need for change
Robert Charles, Maine gubernatorial candidate, discusses his strong polling lead despite being outspent. He highlights Mainers' frustration with 'woke' schools, high taxes, crime and insiders, emphasizing a grassroots movement for 'massive change.'
What new business is being planned beside Lexington High School? What we know
The new business would be along a busy Lexington highway that includes the high school, a major grocery store, restaurants and more.
A San Antonio middle school is banking on the sports medicine industry
The sports medicine field is expected to grow in Texas. One San Antonio middle schools hopes it can shape the industry’s future physicians.
Judge upholds Iowa law banning campaign signs at businesses
A federal judge ruled Iowa's law banning political signs on corporate property does not violate the Constitution.
Why this teen founder walked away from his multimillion-dollar company
MyFitnessPal acquired Cal AI, an AI-powered calorie-tracking app that 19-year-old Zach Yadegari cofounded while he was in high school, last year.
CPS unanimously approves budget, discusses Health Science High School
The Columbia School Board met Monday and approved the 2026-27 budget and also talked about a new Health Science High School.
CPS unanimously approves budget, discusses Health Science High School
The Columbia School Board met Monday and approved the 2026-27 budget and also talked about a new Health Science High School.
Shepherd's Hope offers free sports and school physicals
The nonprofit is partnering with Nemours Children's Health and Who We Play For to provide physicals for uninsured youth ages 18 and younger.
University of Miami joins new NOAA Cooperative Institute to advance sustainable U.S. aquaculture
Rosenstiel School researchers will contribute expertise in ocean science, environmental forecasting, and aquaculture innovation through a national partnership focused on strengthening America's seafood supply.
Dr. Jessica A. Johnson: How race, politics and sports intersect
Toward the end of the spring semester, I sent a final email to students in my Sports Icons class at Ohio State University’s Lima campus regarding the NAACP’s proposed boycott urging Black football players to avoid attending Power 4 conference schools in Southern states that have redrawn their congressional and local legislative districts. I explained […]
Race, politics, sports intersect
Toward the end of the spring semester, I sent a final email to students in my Sports Icons class at Ohio State University’s Lima campus regarding the NAACP’s proposed boycott urging Black football players to avoid attending Power 4 conference schools in Southern states that have redrawn their congressional and local legislative districts. I explained […]
Georgia, Nebraska ban teams from scheduling Texas Tech in wake of Brendan Sorsby ruling
The memo from the school's compliance director comes after Sorsby was granted a temporary injunction to play despite a history of gambling.
Science Museum Oklahoma offers family fun with upcoming Space Day and Sally's Night
With school out and summer in full swing, Science Museum Oklahoma is inviting families to spend the day and night exploring the science of space this Friday.
Coaches, ADs 'disgusted,' 'stunned' with Brendan Sorsby ruling
A judge's decision to rule Texas Tech's Brendan Sorsby eligible Monday drew the ire of college coaches and athletic directors, with reactions ranging from doomsday predictions to informal talk about Big 12 schools attempting to not play the Red Raiders.
19 more medical schools join RFK nutrition ed program
Eight accrediting organizations have also joined the initiative to incorporate nutrition education into doctors' training
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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