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Artemis II crew captures rare double auroras on the dark side of Earth as they zoom toward the moon — Space photo of the week
The four astronauts on NASA’s Artemis II mission captured more than they bargained for when they photographed the nightside of Earth, right after starting their historic journey to the moon.
18,467 Shares in Live Nation Entertainment, Inc. $LYV Purchased by Dockside LLC
Dockside LLC acquired a new position in Live Nation Entertainment, Inc. (NYSE:LYV - Free Report) in the fourth quarter, according to its most recent filing with the Securities and Exchange Commission (SEC). The firm acquired 18,467 shares of the company's stock, valued at approximately $2,632,000.
Artemis II is already changing what we know about the Moon. I'm a geologist – this is how the mission science is unlocking key lunar secrets | BBC Sky at Night Magazine
How the Artemis II mission is helping lunar science and revealing the secrets of the Moon, Earth's natural satellite.
Chairman Anthony Rodriguez Introduces Legislation to Strengthen Oversight, Accountability, and Long-Term Success of Miami-Dade Mental Health Center
Miami-Dade County Commission Chairman Anthony Rodriguez announced legislation that will be considered by the Miami-Dade County Commission on June 16 to establish enhanced oversight, transparency, and accountability measures for the new Miami-Dade County Mental Health Center. While emphasizing his support for expanding mental health services, Chairman Rodriguez said the County must ensure that this significant
Doña Ana County OKs more back pay for health workers at detention center
EL PASO, Texas (KTSM) — Doña Ana County commissioners voted on Friday, June 12 to provide additional back pay to employees working for the healthcare provider at the County Detention Center. …
SBA moves to revise 8(a) rules while preserving tribal, ANC eligibility
Details By Brian Edwards Native Contracting June 13, 2026 The U.S. Small Business Administration has proposed changes to its 8(a) Business Development Program that would eliminate race-based presumptions of social disadvantage for individually owned businesses while leaving eligibility standards unchanged for tribally owned enterprises, Alaska Native corporations and other Native entity-owned participants. In both the title and summary of the proposed rule published in the Federal Register, SBA emphasized that the changes only apply to individually owned firms and “do not impact entity-owned firms,” including tribes, Alaska Native corporation, Native Hawaiian organizations and community development corporations. The proposed rule, announced June 11, would require all individual applicants seeking admission to the 8(a) program to submit evidence demonstrating social disadvantage. Membership in a racial or ethnic group alone would no longer establish eligibility, according to the SBA. For Indian Country, the agency said eligibility standards for businesses owned by federally recognized tribes, Alaska Native corporations, Native Hawaiian organizations and community development corporations would remain unchanged. The proposal comes after the Department of Defense reaffirmed that participation by tribes and Alaska Native corporations in the 8(a) program is based on their political status under federal law rather than diversity, equity and inclusion initiatives. In a May 28 letter to Alaska's Republican Sens. Lisa Murkowski and Dan Sullivan, Under Secretary of Defense for Acquisition and Sustainment Michael P. Duffey wrote that participation by federally recognized tribes and Alaska Native corporations in federal programs is “grounded in their political status as Native Americans, not DEI initiatives.” The SBA proposal follows a 2023 federal court ruling that found unconstitutional the program's rebuttable presumption that members of certain racial and ethnic groups were socially disadvantaged. SBA Administrator Kelly Loeffler said the proposed rule would establish a single standard for individually owned applicants by requiring evidence of social disadvantage. The 8(a) Business Development Program provides participating firms with business development assistance and access to federal set-aside and sole-source contracting opportunities. The program remains a major source of federal contracting revenue for tribal enterprises and Alaska Native corporations. Native-owned firms received $16.1 billion of the program's approximately $26 billion in federal contract awards during fiscal 2024, according to data previously reported by Tribal Business News. The proposal also arrives amid ongoing concerns from Native contractors about SBA administration of the program. In May, the Native American Contractors Association and 53 Native-owned businesses urged SBA to address delays in processing 8(a) applications, saying some reviews had stretched beyond regulatory deadlines and appeared to have stalled since August 2025. The proposed rule is open for public comment through July 13. The Federal Register notice does not reference tribal consultation or indicate whether SBA determined consultation was unnecessary because tribal eligibility standards are unchanged. The SBA has not announced when the proposed rule would take effect. The agency is expected to accept public comments before issuing a final rule.About The AuthorAuthor: Brian EdwardsBrian Edwards is associate publisher and associate editor of Tribal Business News and Native News Online. He is a longtime publisher, editor, business reporter and serial entrepreneur. Subscribe Today!Other Articles by this authorDefense Department reaffirms tribal, ANC eligibility in SBA 8(a) programTribal heritage projects eligible for up to $100K in federal funding through NPS programIHS launches tribal long-term care construction initiative with three projectsIḷisaġvik College acquires site for long-planned Utqiaġvik campus This article is available to paid digital subscribers. Click here to sign in or get access.
Europe's top sports official talks Panini stickers and World Cup picks - Live Updates
POLITICO caught up with European Sports Commissioner Glenn Micallef in Brussels last week to get his top tips for the World Cup.
Miami-Dade Must Act Now on the Miami Center for Mental Health and Recovery
On June 16, the Miami-Dade Board of County Commissioners is expected to take a vote that has been years in the making—whether to finally open the Miami Center for Mental Health and Recovery or allow it to continue sitting empty. The seven-story facility is fully constructed, renovated, certified, and ready to serve the community. It
Outlining concerns, SEC\'s Sankey worries Senate bill could produce more lawsuits, not fewer
One of Southeastern Conference Commissioner Greg Sankey’s concerns with a recently introduced Senate bill designed to fix college sports was that it could increase the likelihood of the very type
Maryland Science Center celebrates 50 years with discounted admission and festivities
The Maryland Science Center is celebrating a milestone on Saturday, marking 50 years since its opening. The science center opened on June 13, 1976.
Science facility in Newport News breaks ground on new center
The Thomas Jefferson National Accelerator Facility broke ground Friday for a new center that will expand its mission into high-performance computing, artificial intelligence and the data-driven research to meet the demands of modern science.
Science facility in Newport News breaks ground on new center
The Thomas Jefferson National Accelerator Facility broke ground Friday for a new center that will expand its mission into high-performance computing, artificial intelligence and the data-driven research to meet the demands of modern science.
Colorado Politics Calendar June 15-21
CoPo’s weekly political calendar helps you find political and public policy events throughout Colorado. It includes candidate and issue campaign events, public policy meetings, court hearings, state and local party conventions, assemblies, debates, rallies, parades, speaking engagements, traveling dignitary appearances, water meetings, book signings, county commission hearings, city council meetings and more. As a subscriber, […]
Sharon O'Keefe
As president of the University of Chicago Medical Center and chief operating officer of the 1,286-bed University of Chicago Medicine health system, Sharon O’Keefe oversees a clinical enterprise with annual operating revenue of $2.21 billion. In the past 18 months, UChicago Medicine opened an expanded adult emergency department—a $39 million investment—and an adult trauma center. Since 2011, the system has generated annual growth of nearly 5 percent in revenue and 4 percent in patient admissions. O’Keefe previously was president of Loyola University Medical Center and executive vice president and chief operating officer at Boston’s Beth Israel Deaconess Medical Center. She serves on the Illinois Hospital Association finance and audit committee and is on the American Heart Association’s Midwest affiliate board.
EAST TEXAS POLITICS: Texas ag commissioner contacts White House over USDA screwworm handling
Sid Miller criticizes federal response to New World screwworm outbreak
EAST TEXAS POLITICS: Texas ag commissioner contacts White House over USDA screwworm handling
Texas Agriculture Commissioner Sid Miller criticized the USDA’s response to the New World screwworm on this week’s edition of East Texas Politics on East Texas Now with Blake Holland. Smith County Pct. 3 Commissioner J. Scott Herod, a cattle rancher and owner of Cut Beef in Tyler, also appeared on the program. Plus, State Rep. Cody Harris talks data center water usage.
Mississippi Department of Health urges caution with ticks and mosquitoes during summer months
Mississippi Public Broadcasting is MPB. Mississippi is Our Mission. Get the latest news on Tate Reeves, the Election and updates on Television, Radio and Online
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.
His Creative Business Has Made $2.5 Million and Can’t Be Replaced By AI: 'Price Continues to Go Up'
Tyler Loftis is on a mission to make art more accessible.
Entertainment, new attractions announced ahead of patriotic Mississippi State Fair
Commissioner of Agriculture and Commerce Andy Gipson announced Flo Rida as the headliner of the 2026 Mississippi State Fair, which runs Oct. 8-18, as well as several new and special, patriotic attractions fairgoers can expect as part of this year’s theme, “Let Freedom Ring!” at the State Fair. Gipson was joined by Paige Robertson, executive…
Museum of Science and Industry marks Anne Frank's birthday with free admission
To commemorate Anne Frank's birthday, Chicago's Museum of Science and Industry is offering free admission to the museum and its exhibit on her legacy.
FAMU Places 141 Student-Athletes on 2025-26 SWAC Commissioner's Honor Roll
BIRMINGHAM, Ala. — Florida A&M University placed 141 student-athletes on the 2025-26 Southwestern Athletic Conference Commissioner's Honor Roll, the league office announced.
FAMU Places 141 Student-Athletes on 2025-26 SWAC Commissioner's Honor Roll
BIRMINGHAM, Ala. — Florida A&M University placed 141 student-athletes on the 2025-26 Southwestern Athletic Conference Commissioner's Honor Roll, the league office announced.
Exclusive: US military rushed to prepare ground mission to capture Iran’s uranium, but Trump paused it, sources say
The US’ top general made a secret, rushed visit to US Central Command headquarters in Florida late last month to be briefed in person on plans for the US military to send ground troops into Iran to forcibly seize its highly enriched uranium, the key component necessary to produce a nuclear weapon, two sources familiar with the matter told CNN.
Online racism is significantly impacting mental health, First Nations people say: ‘It’s like carrying a bully in your pocket’
Australian Human Rights Commission has called for a digital duty of care to prevent social media algorithms from incentivising ‘racist’ content
Behavioral Health Screening Legislation Advances
The House Health Policy Committee advanced legislation addressing preadmission screening assessments for behavioral health patients, as other healthcare bills advanced in the legislature during the week of June 8.
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.
Hubble Sees Swarm of Galaxies
NASA's Hubble Space Telescope captured this image of MACS0329-0211 with its Advanced Camera for Surveys and Wide Field Camera 3.
Free military health services available in Henderson through June 21
U.S. military members provide medical, dental and mental health care at no cost as part of training mission.
Tennessee Building Commission approves Neyland Entertainment District projects
During Thursday’s meeting, the commission approved several of the arrangements the university had made to get the project built.
Forward Deployed Engineering: Delivering Business Outcomes with AI
Databricks is launching Forward Deployed Engineering: engineers embedded with our customers, with the single mission of delivering business outcomes from data and AI.
Trump plans to nominate U.S. Attorney Jay Clayton as intelligence director
He is the U.S. attorney for the Southern District of New York and a former Securities and Exchange Commission chairman
Tennessee Building Commission approves Neyland Entertainment District projects
Tennessee’s State Building Commission approved Thursday the University of Tennessee’s upcoming major project aimed at building an entertainment district right outside Neyland Stadium.
Douglas County and Children’s Hospital Colorado partner for new youth mental health crisis services
Today’s youth face a fresh set of expectations and societal pressures that can be difficult to manage. That’s why the Douglas County Board of County Commissioners approved an agreement with…
Trump plans to nominate U.S. Attorney Jay Clayton as intelligence director
He is the U.S. attorney for the Southern District of New York and a former Securities and Exchange Commission chairman
Democrats have hope in race for Texas Railroad Commissioner
State Rep. Jon Rosenthal, D-Houston, describes the race for Texas Railroad Commission as experience versus rhetoric.
Fermilab storage infrastructure enables AI-driven scientific and research discovery for DOE’s Genesis Mission
The U.S. Department of Energy’s Genesis Mission is building a new era of AI-driven scientific discovery — and it requires far more than powerful supercomputers to succeed. To support this national effort, Fermilab’s Fermi Data Platform is providing secure, large-scale data infrastructure needed to make advanced AI research possible across the American Science Cloud.
Trump and Hegseth Broadcast U.S. Military Strikes Before They Happen
Commanders do not usually speak publicly about future operations to avoid jeopardizing the mission’s success.
Ahead of October 1 court hearing, Nintendo has zero chance of prevailing over current Palworld versions: it may get $30K chump change
Nintendo and Pocketpair appear to have completed their written pleadings and submissions of evidence. The Tokyo District Court will hear the case on October 1.
Cleveland National Air Show tickets go on sale Thursday
General admission tickets are for specific days — Saturday, Sunday or Monday.
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.
AMC Entertainment Holdings, Inc. Successfully Completes $150 Million At-the-Market Equity Offering
LEAWOOD, Kan., June 11, 2026--AMC Entertainment Holdings, Inc. (NYSE: AMC) ("AMC" or "the Company"), announced today that it has completed its previously disclosed $150 million at-the-market ("ATM") equity offering launched on February 9, 2026. AMC raised $150.0 million of new equity capital through the sale of approximately 105.3 million shares, before commissions and fees.
Leon County ends minority- and women-owned business program
Leon County commissioners voted to end a program for minority and women-owned businesses due to a new state law.
NBA Finals: MSG Sports calls NYC mayor Zohran Mamdani, police commissioner Jessica Tisch 'party poopers' amid Game 4 watch party dispute
Rocket Integration Complete for Katalyst-NASA Swift Boost
Engineers completed installation of Katalyst's LINK into a Northrop Grumman Pegasus XL rocket on June 9 at NASA’s Wallops Flight Facility.
Trump admin axes ties to dozens of progressive groups in 'direct opposition' to mission: 'Decisive action'
The Interior Department is cutting 43 partnerships and over $4 million in funding for groups tied to DEI, environmental justice and immigration.
NBA Finals: MSG Sports calls NYC mayor Zohran Mamdani, police commissioner Jessica Tisch 'party poopers' amidst continued security efforts ahead of Game 4
MSG Sports criticizes NYPD and Mamdani over Knicks Game 4 security
James Dolan’s company slams mayor and police commissioner as ‘party poopers’ over large restricted zone
'Project Hail Mary' Returns Atop Weekly U.K. Home Entertainment Sales Chart Through June 10
Amazon MGM Studios’ former chart topper Project Hail Mary, starring Ryan Gosling as a lone astronaut on a mission to save humanity, returned to No. 1 from No. 2 the previous week in its fourth week on the weekly Official Film Chart — the U.K. home entertainment sales chart. Last week’s No. 1, Universal’s The Super … Continue reading "‘Project Hail Mary’ Returns Atop Weekly U.K. Home Entertainment Sales Chart Through June 10"
Commissioner Young joined Virtua Health for beam signing celebration at Virtua Our Lady of Lourdes Hospital
On Tuesday, Commissioner Jonathan Young joined local leaders and healthcare professionals for a beam signing celebration at Samson Pavilion, the new six-story tower at Virtua Our Lady of Lourdes Hospital ... More
When is rare good news on climate science actually bad? When News Corp misrepresents it
The worst-case scenario for a high-emissions scenario has been revised downward – but the best-case option is now implausible
NASA Webb Finds Strongest Evidence Yet for ‘Black Hole Stars’
The complex puzzle known as little red dots has become more complete since their initial discovery by NASA’s James Webb Space Telescope in 2022. Now a
Kyndryl Launches AI Orchestration for Business to Accelerate Agent-Driven Transformation
/PRNewswire/ -- Kyndryl (NYSE: KD), a leading provider of mission‑critical enterprise technology services, today announced Kyndryl AI Orchestration for...
business owner says sex offenders used store address without permission
A Flagler County business owner says registered sex offenders have been using his general store’s address as their residence without permission, raising concerns about public safety and oversight of offender registration requirements.
Resolution honoring LGBTQ health center in Arlington rejected by Tarrant commissioners
County commissioners voted along party lines not to honor the HELP Center for LGBTQ+ Health.
Measles outbreak in Sacramento, Placer counties declared over after 42 days
Nineteen cases were tied to the regional outbreak. Health officials said one key factor helped stop transmission.
Class-action lawsuit filed against NCAA, power conferences and College Sports Commission over House settlement
New study recommends 1 alcoholic drink or fewer per day. Its researchers want clearer U.S. guidelines on drinking
One of the officials involved in the study commissioned by Biden's Democratic administration accused Trump's Republican administration of “sidelining” the research — an allegation the Trump administration denies.
What is Nasa’s Artemis III mission and will it go to the Moon?
Artemis III will help test crucial systems needed for the planned Artemis V Moon landing in 2028.
Paranovus launches $194,999,999.75 ATM offering
Paranovus establishes an at-the-market program to sell up to $194,999,999.75 in Class A Ordinary Shares through AC Sunshine Securities LLC, with a 3.5% commission.
Brendan Sorsby fallout: Georgia, Nebraska boycott future games vs. Texas Tech as Big 12, Big Ten mull action
Athletic directors and conference commissioners are reacting strongly to an injunction that restored Brendabfrn Soraby's for the 2026 season
Oklahoma Ethics Commission, political leaders weigh future of AI-generated ads
In response to concerns from candidates, elected officials and the public, Oklahoma's Ethics Commission began exploring the regulation of AI-generated campaign ads at a special meeting Friday.
EU Says Decision Not to Launch Siri AI in Europe Is Apple's Alone
The European Commission has responded to Apple's announcement that Siri AI will not launch in the EU, saying the decision is entirely Apple's and that the company sought an exemption from its legal obligations rather than a compliant solution. Commission spokesperson Thomas Regnier told reporters in Brussels (via Reuters) that Apple had failed to develop interoperability solutions meeting EU privacy and security standards, and instead asked to be let off the hook entirely.
Sidelined U.S. study on alcohol's health effects published in independent journal
A study that found even low levels of drinking alcohol can increase health risks was published in full on Tuesday in an independent journal after being sidelined by the Trump Administration, which opted not to consider the federally-commissioned research to inform new U.S. drinking guidelines set out earlier this year.
GREX-PLUS Science Book v2
GREX-PLUS (Galaxy Reionization EXplorer and PLanetary Universe Spectrometer) is a mission candidate for a JAXA strategic L-class mission to be launched in the 2030s
China delivers first samples collected from far side of the moon to Russia
The rocks were collected during the Chang’e-6 mission and the handover is the first time foreign scientists will have a chance to study them.
We’re back: Proba-3 ready for more science
The Proba-3 mission’s Coronagraph spacecraft and its main scientific instrument, ASPIICS, are both at full health, ready to resume routine formation flying operations and deliver more breathtaking artificial eclipses.
Questions over Nashville Entertainment Commission as mayor proposes restructuring
The future of Nashville’s Entertainment Commission could soon look different as city leaders consider changes to how the program operates.
Oklahoma Ethics Commission, political leaders weigh future of AI-generated ads
In response to concerns from candidates, elected officials and the public, Oklahoma’s Ethics Commission began exploring the regulation of AI-generated campaign ads at a special meeting Friday.
Alaskans Reel From the Loss of National Science Foundation Ocean-Monitoring Instruments
In the nation’s fastest-warming state with a multi-billion-dollar fishing industry and storm-threatened coastal communities, scientists say the federal government’s decommission of a deepwater sensor system is ill-timed and wrong-headed.
What a study at odds with Trump officials’ health guidance found on alcohol limits
The federally commissioned report was published in the Journal of Studies on Alcohol and Drugs.
Alcohol study discarded by Trump officials is published in scientific journal
A government-commissioned study had been meant to inform new dietary guidelines, and found risks associated with even light drinking.
Two Ballad Health hospitals at risk of closure
Two Ballad Health hospitals are at risk of closure, according to a new report from the Virginia Joint Commission on Healthcare.According to the report, Dickenso
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.
Jane Fonda expands mission to address teen health and opportunity in Georgia
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Wake County Commissioners to hear from WakeMed on potential merger with Atrium Health
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Cuyahoga County Women’s Health Commission to host free hormonal health panel Thursday
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How the CDC is building the data infrastructure U.S. public health needs
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Science Museum Oklahoma offers free admission for dads on Father's Day
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College Sports Commission, Georgia reach NIL agreement in arbitration
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What It Takes To Be A Top Tier Entertainment Lawyer in 2026
Share I’ve recently run several popular posts breaking down data related to sought after legal jobs. General Counsel Big Law Appellate Attorney Here is another in this series. Two Lawyers, One Elite Market Entertainment law can sound like a single professional category. In practice, the lawyers who reach the top of the Hollywood market often look quite different from one another. Consider two attorneys from the 2025 top-entertainment-law universe. Lesley Freeman represents one route: the company-side entertainment lawyer. She is chief legal officer of AGBO, where she oversees company-wide business and legal affairs across film, television, video game and interactive experiences, and technological innovation, after senior legal roles at MGM, Amazon MGM Studios, HBO, and O’Melveny. Daniel Petrocelli represents another route: the outside-counsel trial lawyer. He is chair of O’Melveny’s trial practice and a vice chair of the firm, with a national litigation practice that includes entertainment, sports, and media disputes. Their careers differ by platform, role, practice area, and professional identity. One sits inside an entertainment company; the other practices from a major law firm. One is associated with corporate and governance work; the other with litigation. Yet both fall within the same publicly recognized top tier of Hollywood lawyers. That contrast points to the article’s central question. If there is no single mold for a top entertainment lawyer, are the paths simply idiosyncratic, or do they follow recurring patterns? The data suggest the latter. The attorneys recognized on The Hollywood Reporter and Variety’s 2025 top-attorney lists do not follow one career template, but their paths are not random. They cluster around several defined routes: entertainment-focused private practice, company-side or operator experience, corporate and finance conversion, litigation conversion, public-service-to-litigation pathways, and smaller specialized lanes in labor, employment, and celebrity family law. Across those routes, the recurring ingredients are platform strength, educational capital or Los Angeles market proximity, long career tenure, specialized practice identity, and entertainment-industry fluency. The article examines five dimensions of the top-attorney sample: route into entertainment law, firm or organizational platform, education pipeline, seniority, and practice specialization. Data and Methodology The dataset includes 103 attorneys drawn from The Hollywood Reporter and Variety’s 2025 lists of top entertainment or Hollywood attorneys. For each attorney, the dataset tracks current organization, law school, J.D. year where available, first-known bar admission year, practice area, prior roles, platform type, and route into entertainment law. The sample is best understood as a recognized-attorney dataset, not a census of all entertainment lawyers. It captures lawyers who reached public top-tier recognition in 2025, rather than every lawyer practicing in the entertainment sector. Multiple but Defined Routes Into Entertainment Law The first question is how these lawyers entered the entertainment-law market. Because every attorney in the dataset is entertainment-related by definition, the key distinction is not whether they practice entertainment law. It is how they got there. The largest group followed what might be called the entertainment private-practice route. These attorneys appear to have built their practices around entertainment, media, talent, music, rights, production, intellectual property, or adjacent industry work relatively early. That route accounts for 40 of the 103 attorneys in the sample, or 38.8%.
Crazy Taxi World Tour will offer more freedom, bite-sized missions and fishing with a car
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DeVos Students Deliver Business Insight Across Great Lakes Bay Region and Beyond
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AP Decision Notes: What to expect in Nevada’s state primary
Nevada Gov. Joe Lombardo will face six Republican challengers in a state primary on Tuesday, while state Attorney General Aaron Ford, Washoe County Commissioner Alexis Hill and four others will compete for the Democratic nomination to reclaim the seat in November
AP Decision Notes: What to expect in Nevada’s state primary
Nevada Gov. Joe Lombardo will face six Republican challengers in a state primary on Tuesday, while state Attorney General Aaron Ford, Washoe County Commissioner Alexis Hill and four others will compete for the Democratic nomination to reclaim the seat in November.
Kwabena Mintah Akandoh: Ghana health ministry suspend Komfo Anokye Hospital CEO
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PM Pashinyan’s party wins Armenia election, preliminary results show
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Oklahoma Ethics Commission addresses AI in political ads
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‘Strength doesn’t mean silence’: Men talk mental health at Jacksonville field day
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Oliver Gilbert making it official today in CD 24, setting a Miami Gardens collision course with Shevrin Jones
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PGE Seeks Increased Electricity Rates for Data Centers
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How to live stream Mystics vs Dream: WNBA, TV channel
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13 rural hospitals in the Commonwealth at risk of closure, report finds
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Tiny X-ray telescope could unlock the Moon's hidden chemistry
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Colorado Politics Calendar June 8-14
CoPo’s weekly political calendar helps you find political and public policy events throughout Colorado. It includes candidate and issue campaign events, public policy meetings, court hearings, state and local party conventions, assemblies, debates, rallies, parades, speaking engagements, traveling dignitary appearances, water meetings, book signings, county commission hearings, city council meetings and more. As a subscriber, […]
Potawatomi Zoo hosts free admission day for children
Potawatomi Zoo offers free admission for children ages 14 and younger on June 10 during its annual Children's Day event.
SEC's Sankey: Idea of super league 'not consistent with truth'
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NASA’s Artemis II Moon Mission Research Continues on Earth
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Robotic Spacecraft for Swift Boost Mission Arrives at NASA Wallops
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