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Emory gets $15M NIH grant to research Superfund sites’ health effects
Emory University has been awarded a five-year, $15 million grant from the NIH to study the link between environmental contaminants and human health in Brunswick, Georgia, which is home to four of the state's 23 Superfund sites.
Texas A&M advocates nutrition education for tomorrow’s nurses
The Nutrition-to-Nursing pathway provides a deeper understanding of the biological systems that underpin health and disease.
POP Culture Group Reports Stellar Half-Year Results: Robust Business Growth with Revenue Surging 141% Year-Over-Year
During the reporting period, the Company recorded net revenue of $68,902,790, representing a year-over-year increase of 65% compared to $41,813,266 in the same period of 2024, marking a leapfrog expansion in business scale. Revenue from the digital entertainment segment increased from $37.18 million for the six months ended December 31, 2024 to $66.57...
Google TV Streamer update unlocks a major hidden upgrade for your smart home setup
The Google TV Streamer received its first major 2026 update, adding the April patch and Thread 1.4 for a convenient smart home experience.
Marvel Rivals - The Super Hero Team-based PVP Shooter
Play for free Now!! Get ready to Ignite the Battle with Marvel Rivals!
Business Restructuring Review Vol. 25 No. 3 May-June 2026
In This Issue Texas Bankruptcy Court Adopts Barnet Rule Requiring Foreign Debtor to Have U.S. Assets to Be Eligible for Chapter 15 Relief In In re Siu-Fung Ceramics Holdings Limited, No. 24-33299, 2026 WL 382424 (Bankr. S.D. Tex. Feb. 10, 2026), the court denied petitions for chapter 15 recognition of Hong Kong bankruptcy and liquidation proceedings commenced on behalf of an individual debtor and a group of companies that he owned or controlled. According to the court: (i) the corporate debtors' Hong Kong liquidation proceeding was not eligible for chapter 15 recognition because the attorney retainer upon which such relief was based was not funded until nine months after the chapter 15 petition date; and (ii) the individual debtor's Hong Kong bankruptcy case could not be recognized because the debtor's "center of main interests" on the chapter 15 petition date was not in Hong Kong, and he did not even maintain an "establishment" there. [read more …] Southern District of Texas Clarifies Post-Purdue Course for Consensual Third-Party Releases and Gatekeeping Provisions In In re Container Store Group, Inc., 676 B.R. 356 (S.D. Tex. 2026), appeal filed, No. 26-20166 (5th Cir. Apr. 14, 2026), cross appeal filed, No. 26-20166 (5th Cir. Apr. 24, 2026), the U.S. District Court for the Southern District of Texas addressed consensual third-party releases and gatekeeping provisions in the aftermath of the U.S. Supreme Court's ruling in Harrington v. Purdue Pharma L.P., 603 U.S. 204 (2024). Consistent with existing Fifth Circuit precedent, the court confirmed that, in appropriate circumstances, consent for third-party releases may be obtained through a creditor's failure to opt out of granting that consent. But, the court ruled, consent through an opt-out mechanism essentially can never be inferred for creditor classes that stand to receive no recovery under a chapter 11 plan and that are deemed to reject the plan by operation of applicable bankruptcy law. Instead, those classes must affirmatively opt in to any release. The court also narrowed and remanded the bankruptcy court's acceptance of a broad gatekeeping provision, ruling that such provisions must correspond to the restrictions established by Fifth Circuit precedent. [read more …] Delaware Bankruptcy Court: Initial Transferee Need Not Be Defendant in Fraudulent Transfer Avoidance and Recovery Litigation The Bankruptcy Code gives a bankruptcy trustee the power to avoid asset transfers that are either made with the intent to defraud creditors or that are "constructively" fraudulent because an insolvent debtor did not receive adequate value in exchange. The Bankruptcy Code also permits recovery of an avoided transfer from not only the initial recipient, but also from subsequent transferees. Courts disagree over whether a transfer must actually be avoided before the trustee can seek recovery from a subsequent transferee and whether the initial transferee must also be a defendant in the recovery litigation against a subsequent transferee. The U.S. Bankruptcy Court for the District of Delaware weighed in on this debate in Phillips v. SS Associates LLC (In re ONH AFC CS Investors, LLC), No. 23-10931 (CTG), 2026 WL 312892 (Bankr. D. Del. Feb. 4, 2026). The court adopted the majority view, ruling that the initial transferee need not be a defendant in avoidance and recovery litigation against a subsequent transferee, but that the trustee must establish the elements necessary to avoid the initial transfer as part of the recovery litigation. [read more …] New York Bankruptcy Court Weighs In on Adequate Assurance of Future Performance under Assigned Leases and Chapter 11 Plan Exculpation Provisions In order to assume and assign an executory contract or unexpired lease, a bankruptcy trustee must cure most defaults under the agreement and provide "adequate assurance" of the assignee's future performance. However, the Bankruptcy Code provides no guidance as to the meaning of "adequate assurance" other than with respect to shopping center leases. In In re Broadway Realty I Co. LLC, No. 25-11050, 2026 WL 147505 (Bankr. S.D.N.Y. Jan. 19, 2026), the U.S. Bankruptcy Court for the Southern District of New York examined this issue in connection with a proposed assignment of thousands of residential leases as part of a free-and-clear sale of debtors' properties. The court held that "adequate assurance" does not mean a guarantee of the assignee's future performance, but merely demonstration that the assignee has the ability to satisfy the underlying obligations. The bankruptcy court also ruled that an exculpation provision in the debtors' chapter 11 plan exonerating non-estate fiduciaries from liability for actions taken in connection with the chapter 11 case was unobjectionable, provided it was limited in scope to postpetition conduct and actions taken in connection with implementation of the plan after its effective date. [read more …] Newsworthy Corinne Ball (New York) (Hall of Fame), Bruce Bennett (Los Angeles), Carl E. Black (Cleveland), Jeffrey B. Ellman (Atlanta), Brad B. Erens (Chicago), Gregory M. Gordon (Dallas), Heather Lennox (Cleveland/New York), Joshua M. Mester (Los Angeles), and Kevyn D. Orr (Washington) were included in the 2026 edition of Lawdragon 500 Leading Bankruptcy and Restructuring Lawyers. The Daily Business Review selected Isel M. Perez (Miami) as an "On the Rise" winner for the Florida Legal Awards. The Florida Legal Awards annually recognize those who have made significant contributions to the legal industry in Florida. Dan T. Moss (Washington/New York) was inducted as a Fellow in the 37th Class of the American College of Bankruptcy at its Annual Meeting in March 2026 in San Antonio, Texas. Christine Borries (Munich) was ranked in the practice area Restructuring/Insolvency in the 2026 edition of Chambers Germany. The 2027 edition of The Best Lawyers in Singapore™ recognized Sushma Jobanputra (Singapore) in the practice area Insolvency & Reorganization. The restructuring transaction involving Eissmann Automotive North America, Inc. received the "2025 Turnaround of the Year (Large Company)" at the Turnaround Management Association (Detroit) Annual Awards Reception. T. Daniel Reynolds (Cleveland) and Nick Buchta (Cleveland) represented subsidiaries of Eissmann Group Automotive in connection with the parent company's German insolvency proceedings. Roger Dobson (Sydney) is among 40 Jones Day lawyers recognized by The Best Lawyers in Australia 2027 for his contributions in Banking and Finance Law; Distressed Investing & Debt Trading; Insolvency and Reorganization Law; Litigation. An article written by Corinne Ball (New York) titled "Ard Finance—A Global Enterprise Combining an LME With a Foreign Insolvency Proceeding and Chapter 15" was published in the April 21, 2026, edition of the New York Law Journal. An article written by Alex Sapp (New York) titled "Recent Developments in Section 510—Subordination" was published in the 2025 edition of the Norton Annual Survey on Bankruptcy Law. An article written by Brad B. Erens (Chicago) titled "New York Bankruptcy Court Approves Insider DIP Litigation Financing" was published on April 6, 2026, by Lexis Practical Guidance. An article written by Corinne Ball (New York), Dan T. Moss (Washington/New York), David S. Torborg (Washington), and Isel M. Perez (Miami) titled "New York District Court Affirms Narrow Scope of 'Public Policy Exception' in Chapter 15 Cases" was published on April 6, 2026, by Lexis Practical Guidance. An article written by Jeffrey B. Ellman (Atlanta) titled "Statutory Cap on Lease Rejection Damage Claims in Bankruptcy Applies to Solvent Debtors" was published on April 6, 2026, by Lexis Practical Guidance. An article written by Trisha L. Mowbray (Real Estate; Chicago) and Ryan Sims (Washington) titled "Chapter 11 Plan that Abridged Non-Debtor Lessee's Rights to Remain in Possession After Rejection Unconfirmable as Having Been Proposed in Bad Faith" was published on April 6, 2026, by Lexis Practical Guidance. Lawyer Spotlight: Ben Rosenblum Ben Rosenblum, a partner in the New York Office, represents debtors, creditors, and other parties in out-of-court restructurings and court-supervised proceedings, including chapter 11 cases, municipal bankruptcies, international insolvency matters, and stockbroker liquidations. His experience spans industries such as manufacturing, shipping, mining, aviation, energy, real estate, and telecommunications. Ben's notable debtor representations include Peabody Energy, the City of Detroit, Chrysler LLC, Spansion Japan, and Dana Corporation. Significant creditor representations include General Maritime Corporation, Calpine Corporation, American Home Mortgage, and Murray Energy. He currently represents creditors in Puerto Rico's restructuring. He also has extensive experience advising financial institutions on bankruptcy law as applied to derivatives.
DOJ reaches second settlement on youth gender care
A new era of American sunscreen, NIAID taps new acting director, and more health news from Morning Rounds
Entertainment calendar
Please email entertainment listings to entertainment518@digitalfirstmedia.com. Thursday, June 11, 2026 SARATOGA PERFORMING ARTS CENTER: 108 Avenue of The Pines, Saratoga Springs. BalletX, 7:30 pm and 10 pm. www.spac.org. CAPITAL REPERTORY…
Rubrik launches Autonomous Business Recovery to rebuild cloud applications after cyberattacks
Rubrik launches Autonomous Business Recovery to restore cloud applications, identities, networks, and data after attacks.
iPhone 17's 8GB Limit Costs It These Two Siri AI Features in iOS 27
Apple this week revealed what its most advanced on-device AI model does, and the feature list is shorter than the hardware requirements might suggest. In its Siri AI announcement during WWDC 2026, Apple confirmed that the model powers two things: more expressive Siri voices and a major accuracy gain for systemwide dictation. Both require 12GB of unified memory.
Are Republicans turning against medications for treating opioid addiction?
Federal actions and proposals have reignited debate over methadone and buprenorphine, worrying addiction experts and patient groups.
Large language model helps radiology department boost patients’ report comprehension
Emory University has utilized OpenAI’s GPT-5 to create LLM-produced radiology report summaries, clickable terms with embedded educational content, and AI-generated videos.
Solis Mammography expands in Florida with 2 new centers
The Addison, Texas-based breast imaging provider is opening outposts in both Boynton Beach and Delray Beach, expanding its footprint in the “vibrant” Miami metro area
P. Terry’s redefines its business model; initiates employee ownership, profit sharing
The Employee Ownership Trust (EOT) will benefit 1,800 employees across 38 locations, allowing employees to share in the long-term values of the business.
New Iowa law first step in efforts to combat fraudulent businesses, Iowa secretary of state says
Iowa Secretary of State Paul Pate said he is working with organizations like the Better Business Bureau to help address fraud in the state.
Neemias Queta’s Breakout Season Should Earn Him an Extension
When the 2024-25 season ended, the Boston Celtics were faced with frontcourt issues. With Al Horford and Luke Kornet departing in free agency and Kristaps Porzingis being traded to the Golden State Warriors, Boston needed to find help in the frontcourt. Instead of targeting another big man in the market, the Celtics decided to give developing center Neemias Queta a chance. This […] The post Neemias Queta’s Breakout Season Should Earn Him an Extension appeared first on The Lead.
Starlink takes page from cable firms with $10 monthly rental fee for hardware
Starlink, SpaceX's top moneymaker, also raised service prices by $5 to $10.
Maryland Science Center to celebrate its 50th anniversary by breaking ground on plaza renovations
For its 50th anniversary, the Maryland Science Center is giving its Harbor Plaza entrance a facelift, starting June 13.
Live Results: North Dakota midterm primaries
North Dakota’s lone U.S. House member faces a partial rematch of her 2024 nomination race in a state primary on Tuesday.
Live Results: Nevada midterm primaries
Nevada Gov. Joe Lombardo will face six Republican challengers in a state primary on Tuesday, while six Democrats will compete for the nomination to reclaim the seat in November.
Google Fi lands some major improvements ahead of the summer, expanding to 22 new regions
Much appreciated ahead of a busy travel season
Microsoft June 2026 Patch Tuesday fixes 3 zero-day, 200 flaws
Today is Microsoft's June 2026 Patch Tuesday, with security updates for 200 flaws and three publicly disclosed zero-day vulnerabilities.
GOP primary for U.S. House seat and Democratic governors race among Nevada's key contests
Nevadans are choosing their party nominees Tuesday for two closely watched congressional seats and the governor’s race, among others, as the state grapples with an affordable housing shortage, exploding energy demand from data centers and federal cuts to key state programs.
What to watch in Tuesday's primaries as Platner seeks Senate nomination in Maine
Voters across Maine, Nevada, South Carolina and North Dakota head to the polls Tuesday for another day of primary elections in America, but much of the political world will be focused on Maine's high-stakes U.S. Senate contest.
Boise Metro Chamber names finalists for 2026 Small Business and Excellence Awards
The Boise Metro Chamber has announced finalists for its annual Small Business and Chamber Excellence Awards, with winners to be recognized at a luncheon June 23 at Boise Centre East. The event begins with a trade show reception at 11 a.m., followed by the awards program at noon. The ceremony will also include induction of
McGuireWoods Ranked Again on American Health Lawyers Association’s ‘Top Honors’ List
The American Health Lawyers Association selected McGuireWoods for its annual “Top Honors” list. Serving more than 14,000 health law professionals nationwide, the AHLA is the nation’s largest nonpartisan, nonprofit educational...
Marvel Rivals - The Super Hero Team-based PVP Shooter
Play for free Now!! Get ready to Ignite the Battle with Marvel Rivals!
US Small-Business Optimism Falls to Lowest Since October 2024
An index of US small business optimism fell in May to the lowest level since October 2024, erasing almost all of the gains seen since President Donald Trump was elected for a second term.
Letters: Citizens United upended politics | Uncle Lou and the rule of law | UFC is a step too far
The 2010 court case, which brought corporate influence squarely into the middle of elections, tipped the scales.
Federal court vacates $100,000 visa fee opposed by radiologists
Judge Leo T. Sorkin on June 8 declared the charge unlawful, contending it “exceeds the fee-setting authority delegated by Congress.”
New Jersey Democrats advance bill criminalizing interference with abortion, transgender healthcare
New Jersey Assembly committee advances bill that would criminalize interference with abortion services and transgender healthcare access statewide.
New Jersey Democrats advance bill criminalizing interference with abortion, transgender healthcare
New Jersey Assembly committee advances bill that would criminalize interference with abortion services and transgender healthcare access statewide.
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.
World Pork Expo discussions driven by swine disease and herd health
Swine disease pressure and herd health were major topics during last week’s World Pork Expo in Des Moines. CBS Bio Platforms vice president of innovation and commercialization Rob Patterson says the threats aren’t universal. “Every producer has their own challenge, their own way of doing business.” He tells Brownfield their technology and innovative approach is […]
Galaxy Digital Stock Surges on AI Data Center Business
Shares of Galaxy Digital surged on Monday, with investors betting that the crypto financial services company’s expansion into AI data centers will turbocharge its growth. The stock jumped 24% Monday afternoon and was on track for its largest percent increase since November 2024. Mike Novogratz, Ga
Science Museum Oklahoma offers free admission for dads on Father's Day
Science Museum Oklahoma invites fathers to enjoy free admission on Father's Day with a child's ticket purchase, encouraging family learning and exploration.
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%.
The State of Politics: New Elections Chief Wary of Disruptive Court Orders
Court cases changing how Wisconsin's fall elections handled could come too late, he warns.
Your YouTube Premium Price is Going Up Right Now
When Google told us that a YouTube Premium price increase was coming, they set June 8 as the day most would see it arrive on their bills. Well, today is June 8, so be ready for that monthly...
Barbie Harden Hall suspends campaign in CD 11
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Governor Spanberger Reappoints Board Rector and Business Leader Murry Pitts to the Board of Visitors
Old Dominion University is pleased to announce that Governor Abigail D. Spanberger has reappointed alumnus, corporate executive and current Rector P. Murry Pitts ’80 of Charlottesville to the University’s Board of Visitors. Rector Pitts will serve a four-year term, continuing his leadership and service through June 30, 2030. First appointed to the Board in 2020 to an unexpired term, Rector Pitts has served in his current leadership role since 2024, steering the University’s governance through a period of historic transformation.
GBTA: U.S. business travel spending hits record $538.5B in 2024
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AP Decision Notes: What to expect in North Dakota’s state primary
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Business briefs: Bishop Noll student wins Congressional art competition
News and events around the area
Eric Bieniemy returns Chiefs' focus to fundamentals
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Report: Child poverty is down in Kentucky, but education and health lag
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HCA, VCU Health seek dismissal of Bon Secours legal challenges to Chesterfield hospital projects
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Niall Horan Hints at Australian Return as New Album ‘Dinner Party’ Arrives
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Today's NYT Connections: Sports Edition Hints, Answers for June 8 #623
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With qualifying days away, 5 competitive House seats remain unchallenged
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Brandon Rose has transferred back to Utah
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How To Watch The 79th Annual Tony Awards
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Business Weekly Agenda for June 9
Events for the Greater Berks business community.
Gears of War: E-Day PS5 Placeholder Listing Appears Online as Xbox Games Showcase Looms
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Gil M Soffer
Scope of work: A former federal prosecutor, Soffer became chairman of Katten in 2024, leading 1,500 attorneys and professionals. Previously, he was Chicago managing partner and co-chaired the firm’s litigation practice.Significant case: He serves as a five-year independent monitor in a global opioid settlement and was previously a DOJ/SEC-appointed corporate compliance monitor in a major Foreign Corrupt Practices Act case.Other contributions: Soffer is on the U.S. District Court for the Northern District of Illinois' Racial Justice Diversity Committee, is WLS-TV/Channel 7's chief legal analyst and headed the Chicago Bar Foundation Investing in Justice Campaign that raised $1.4 million for pro bono services.
Construction causes power outage at PitCo Health and Human Services
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Today's NYT Connections: Sports Edition Hints, Answers for June 7 #622
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Carey Baker launches run to succeed Daniel Webster in CD 11
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Democrat Benjamin Sandlin launches another run in HD 12
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Number of students failing UC Berkeley computer science, engineering classes ‘soars’
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Close to Home: Safeguarding science to safeguard our communities
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UW diabetes researcher removed from conference by police
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Stellar Blade Follow-Up Blood Rain Announced, Trailer Has Some Eye-Opening Moments
This year’s Summer Games Fest brought a surprise in the form of a reveal of the next game from Stellar Blade developer Shift Up much sooner than. The game is Stellar Blade: Blood Rain and looks to continue on the high octane action delivered by the highly popular 2024 game. The game revealed in a...
UT Health San Antonio named among Becker’s Top 50 ACOs to Know
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San Bernardino County restaurants shut down by health inspectors, May 28-June 4
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Helmy gets key promotion at RWJBarnabas Health
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Local health districts share firearm safety rips for National Gun Violence Awareness Day
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Clearwater City Council again approves Scientology request for Garden Avenue, but it’s not quite final
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Pennsylvania man gets 2 life sentences for 2024 Maryland shooting targeting business partner
A Pennsylvania man was ordered to serve two life sentences, one without the possibility of parole, for a 2024 shooting in Carroll County, Maryland, that targeted his business partner, according to the Carroll County State's Attorney's Office.
Michigan Matters: Influential voices emanating from Mackinac Island
Michigan Small Business Job Openings Decline in May
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Maryland Small Business Job Openings Decline in May
Main Street owners contend with increased labor costs.
Vanderbilt Health Pets of the Day: Freddy and Cooper
Today’s first Dog of the Day is Freddy, submitted by Beth Piazza of the Vanderbilt-Ingram Cancer Center. “Freddy was adopted on Valentine’s Day of 2024 from the Nashville Humane Association. He is the cuddliest 90-pound lap dog.“ Today’s second Dog of the Day is Cooper, submitted by Brandie Taylor of Medicine. “Cooper is a 14 year old chocolate lab. He loves eating and going to get pup cups!” Freddy and Cooper were featured in the June 9, 2026, edition of MyVUMC News. To see the archived collection of Vanderbilt Health Pets of the Day, go to: https://news.vumc.org/section/voice/pets-vumc/. Pet photos wanted! The Vanderbilt Health Pets of the Day are posted to the Voice section of Vanderbilt Health News and included in regular editions of the MyVUMC News newsletter, which is published twice a week by Vanderbilt Health News and Communications. Now through July 6, we especially want to see photos of your pets enjoying spring and summer. That might be having fun at the lake or beach, hanging out in the backyard, lying on the couch, or in the case of a pet fish, just living the life aquatic (we’re not too strict about what constitutes enjoying spring and summer). If you have a pet picture you would like to send in for consideration, go to the submission form here and follow the guidelines.
Indiana Small Business Job Openings Decline in May
Main Street owners contend with increased labor costs.
Florida's 2026 Sessions deliver wins for homeowners as budget heads to Governor
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Dallas mayor warns 'the wolf is up the tollway' as big businesses move north
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Entertainment: A Weekend of Festivals and Parades
Including PrideFest, Metal Fest, Highland Games and Fiesta Puerto Rico.
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Entertainment this week: Maker Show, Art Walk, Food and Wine Faire and more
Friday, June 5 2026 Music at Ski Beach – 4-7 p.m., Fridays at Ski Beach in Incline Village – IVGID passes required For more information, visit https://business.ivcba.org/event-calendar/Details/2026-music-at-ski-beach-1745156?sourceTypeId=Hub. First Fridays – 5:30-8 p.m., Historic Downtown. Type...