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How Elite Sports Coaches Make High-Pressure Decisions
Drawing on interviews with 11 elite coaches across major U.S., European, Australian, and New Zealand professional sports leagues, the authors show that high-pressure decisions aren’t a single “formula” but a set of practices that unfold before, during, and after pivotal moments—and translate directly to business leadership. Top coaches combine disciplined preparation with emotional control and social awareness during crunch time and accountability and continual system improvement after the fact.
The Vera Rubin Telescope Begins Surveying Our Cosmos
The Vera C. Rubin Observatory is beginning the widest, deepest survey yet of the southern sky.
Supreme Court upholds state laws banning transgender athletes
The Supreme Court on Tuesday issued a decision to uphold state laws barring transgender girls and women from playing on school athletic teams.
BWF unveils 2027-28 calendar; India Open moves to February next year: Indian Sports LIVE, June 30
Here are all the updates from Indian sports on June 30, 2026.
Nutanix and the North Carolina School of Science and Mathematics Partner to Expand Computer Science Access Across North Carolina
$250,000 Corporate Grant From Nutanix Establishes Endowed Professorship to Fund Public K-12 Teacher Training and Open-Source STEAM Curriculum NCSSM Nutanix Endowed Professorship Charles Robinson, Nutanix Endowed Professor of Computer Science at the North Carolina School of Science and Mathematics SAN JOSE, Calif., and DURHAM, N.C., June 30, 2026 (GLOBE NEWSWIRE) -- Nutanix (NASDAQ: NTNX), a leader in hybrid multicloud computing, and the North Carolina School of Science and Mathematics (NCSSM), t
America 250 road trip: The elemental power of sports in a desolate land
It's in the scent of a running stream and the feel of sandstone sashay. It's in the sound of a power-play goal and the taste of a ham sandwich. Connection is all around, even in the most unexpected places.
Action! NSF–DOE Vera C. Rubin Observatory Begins Capturing the Greatest Cosmic Movie Ever Made
The wait is over: NSF–DOE Rubin Observatory, funded by the U.S. National Science Foundation and the U.S. Department of Energy’s Office of Science, is now capturing the cosmos in unprecedented detail, transforming the way we study the dynamic Universe.
Biology alumni receive honor for undergraduate paleontology research
Julia Zottola ’26 and Sofia Corsico-Sánchez ’26 earn recognition from the Association for Women Geoscientists and the Paleontological Society
Faculty and staff recognized for professional excellence
Binghamton University faculty and staff have been recognized for their professional excellence and dedication to their work by the SUNY chancellor, the University, and the University’s provost and executive vice president for academic affairs.
ROD Plumbing Inc Strengthens Community Commitment Through Membership with the Round Rock Chamber
Round Rock, TX, June 29, 2026 (GLOBE NEWSWIRE) -- ROD Plumbing Inc, a trusted provider of residential and commercial plumbing services throughou...
Netflix and Superheroes Are Having a Rough Stretch on Streaming....
(Welcome to my weekly streaming ratings report, the single best guide to what’s popular in streaming TV and what isn’t. I’m the Entertainment Strategy Guy, a former streaming executive who now analyzes business strategy in the entertainment industry. If you were forwarded this email, please subscribe to get these insights each week.) I have a quick prediction before we start today’s article: You might see this data in future news articles. Not my specific charts or analysis, but the core trend I’ve been monitoring—Netflix is having a lackluster Q2—will become inescapable. Often, folks want to know “What does the data say?” Well, that’s what it says. I haven’t seen this analysis hit the trades really yet, but I have a feeling some other outlets are going to start making this case soon. Remember, you read it here first. You probably have read about the problems facing superhero films at the box office this weekend. Well, this week, I explore whether superheroes are dying on TV as well! And the data says: definitely maybe! We have a lot to cover in today’s Streaming Ratings Report, which covers the two weeks of 18-May and 25-May. Today, I’m just looking at TV, like Netflix’s disappointing Q2, superhero shows underwhelming, a few TV shows dropping off the charts, The Pitt finally ending its epic run on the viewership charts (and whether “view counts” change its status as one of the biggest shows of all time), all the flops, bombs and misses, and a whole lot more. Tomorrow, I’ve got a great rundown of the film side of things. Let’s dive right in! (Reminder: The streaming ratings report focuses on the U.S. market and compiles data from Nielsen’s weekly top ten viewership ranks, Luminate’s Top Ten Data, Showlabs, TV Time trend data, Samba TV household viewership, company datecdotes, Netflix hours viewed data, Google Trends, and IMDb to determine the most popular content. While most data points are current, Nielsen’s data covers the weeks of May 18th to May 31st, 2026. You can find a link to my terminology here.) Subscribe Television - Netflix’s Q2 Slump Continues Having analyzed streaming ratings for going on half a decade, I have learned to trust my gut, but I’m always relieved when I can find actual data to back it up. For example, after a string of very popular shows like Stranger Things, Bridgerton, The Lincoln Lawyer and The Night Agent came out, week after week, in January and February, my gut wondered if Netflix had enough new and returning TV shows to sustain them throughout the year. Since then, Netflix’s post-March slate of shows has not impressed me. This week seemed to feature a potential new hit, but then, like a classic Duffer Bros. TV show, there was a twist. I speak of The Boroughs, Netflix’s latest (and last) Duffer Bros. produced show. The pitch is “Stranger Things with older actors”. And it topped the Nielsen charts: With just two weeks of viewership, The Boroughs would have been a top 25 debut show last year: But here’s the twist: Netflix has already cancelled The Boroughs! What happened? Likely a few things. First, the show didn’t do as well globally as it did in the US. As What’s on Netflix showed, it lagged behind several other shows that got cancelled. Second, its completion rate was likely low; after an initial burst of interest, it quickly dropped off on the Samba TV and Luminate charts. Third, the Duffer Bros. left Netflix for Paramount, and that may have factored into Netflix’s decision here. (Though I tend to believe that if a show is doing well, Netflix would have kept greenlighting seasons.) Still, just because I can explain why Netflix may have cancelled this show doesn’t mean I’m justifying it. In particular, as I’ve noted before, Netflix is losing a lot of their bigger shows as they reach their natural ends, and they need to replace those shows. This show had the hallmarks of a big new genre show, and it’s their biggest hit of the last few months (in the US at least), but now it’s done. Netflix’s other show this week—The Four Seasons, the second season of the “hit” show from last year—definitely disappointed. Its sophomore season had about half the viewership of the first, only 12.7 million hours. It also only had a two week run on Samba TV, and its numbers were all down on Luminate too. In other words, even with two successes, the Q2 slump for Netflix looks real: I could add to the list of disappointments: Both Lord of the Files and Man on Fire had short runs on the Nielsen charts. Running Point’s sophomore season also opened to about half its viewership, similar to The Four Seasons. A Good Girl’s Guide to Murder’s second season—see below—didn’t even make any of the three viewership charts I track, unlike the first season. Netflix is absolutely having a dismal second three months of 2026. If this Nielsen data is any indication, and I think it is, I think this will show up in Netflix’s engagement report, and maybe even their financial outcomes. And the rest of June doesn’t look much better. We have two hit shows coming back—Sweet Magnolias, one of their quietest big shows, and Avatar: The Last Airbender, a big hit for them in 2024—but the other big swings are limited series crime thrillers i.e. no future season potential. Like I said above, sometimes when I uncover a juicy nugget like this, other outlets end up writing very similar articles mimicking the data without credit. We’ll see if that happens this time! Share Television - The State of Superhero Shows on Streaming When I first heard the pitch for Spider-Noir—a Sony TV show on Prime Video that binge-released eight episodes first on MGM+ then on Prime Video two days later—I had my doubts. It’s a live-action Spider-Man show set in the 1930s, starring Nicholas Cage, based on a cameo of a character in Spider-Man: Into the Spider-Verse. No, seriously, that’s the pitch. That could either go terrifically well or horribly wrong. Great because, Spider-Man. He’s the biggest superhero we have. I’ve seen tracking numbers that put the new _Spider-Man: Brand New Da_y as the blockbuster of the year and initial pre-sales back that up. And yet this Spider-Noir pitch feels very esoteric. (Also, the eight-episode binge release feels very “Amazon copying Netflix” again.) So what’s the data say? And what does this say about the future of superhero shows?
A new political party could be coming to Nebraska; state Democratic Party officials call foul
The sponsor behind the push for the new party is Robin Richards, according to paperwork obtained through the Secretary of State's office.
RWJBarnabas Health Invests $1.7 Million to Support Community Health Initiatives in Hudson County
On June 16, 2026, RWJBarnabas Health announced a combined $1.7 million investment to support local organizations working to address barriers to care, food insecurity, and economic stability among underserved communities in Jersey City and Hudson County.
Healthcare AI's next big leap: Removing friction from clinical workflows
Rather than just adding more applications, one CMIO says, organizations should focus on using automation and intelligence to eliminate unnecessary steps, reduce clinician burden and streamline care delivery.
How six venture capital giants are reshaping startup financing
The venture capital landscape is becoming increasingly concentrated, with six megafirms— Andreessen Horowitz, Sequoia Capital, Thrive Capital, Lightspeed Venture Partners, Founders Fund and General Catalyst—now raising more capital than all other U.S. venture firms combined over the past two years, Inc. reports. Their growth has been fueled by the enormous capital requirements of AI startups, […]
Why ‘Cyberpunk 2077’ Just Hit Its Highest Playercount In 2.5 Years
Cyberpunk 2077 is climbing the Steam charts 5.5 years after its release, and it's a great time to pick it up if you haven't.
Austin Home Theater Helps Central Texas Homeowners Reimagine Entertainment With Custom Home Theater Design
Locally owned integrator combines decades of experience with personalized design to deliver cinema-quality systems across the Austin area
This Compact, Emission-Free Gas Turbine Is Rocket Science
This week’s Current Climate newsletter also looks at America lagging in EVs and charging infrastructure, and Sunrun’s transformation into a company
Milei Taps Lifetime Politician to Lead His Cabinet After Scandal
Argentine President Javier Milei tapped a seasoned politician he once openly insulted on the campaign trail to become the fourth cabinet chief of his government plagued by corruption scandals.
Millions of exploding stars could soon reveal dark energy's secrets
A new AI-powered framework could transform how astronomers measure the expansion of the Universe. By analyzing images of Type Ia supernovae and modeling their environments in unprecedented detail, researchers can estimate cosmic distances with near-spectroscopic accuracy. The technique is designed for the flood of data expected from the upcoming Vera C. Rubin Observatory and may greatly improve our understanding of dark energy.
Genesis Celebrates Science Behind Baking
(Southeastern IN) – Genesis: Pathways to Success is celebrating the successful conclusion of Science Behind Baking Camp, an engaging A Summer of STREAM experience that combined nutrition education, teamwork, and hands-on baking. Throughout the camp, […]
Talawar Therapeutics and JATT II Acquisition Corp. Announce Definitive Business Combination Agreement to Create Publicly Listed Biotechnology Company Developing Potentially Best-in-Class Bispecifics for I&I Diseases
Oversubscribed $225 million concurrent private investment in public equity ("PIPE") with available cash to the combined company at closing anticipated to fund...
Passback finds new life for old sports equipment, equipping youth to take the field
Magdalen Sparrow grew up on St. Louis’ soccer fields chasing after stray balls and picking up lost water bottles to put in overflowing lost and found bins. Then known by her maiden name, Magdalen Pike, she went on to play D1 soccer at Southeast Missouri State University, accumulating a closet full of sports gear in […]
UK Political Angst Turned Foreigners Into Gilt Sellers in May
Foreign investors, long an anchor for the UK government bond market, turned net sellers of gilts in May as climbing yields failed to offset concern about the country’s political turbulence.
BT and Verizon Agree to Merge Global Business Ventures
Verizon CEO Dan Schulman says the joint venture will create an “AI-ready and secure” platform with a combined annual revenue of US$4bn
Scottsdale Golf to host fan entertainment and retail hub in Birkdale during Open Week
Southport & Birkdale Sports Club to become free entry experience, combining golf, retail, entertainment and hospitality.
South Korean tech giants to build a $518 billion chipmaking hub to serve soaring AI demand
South Korean tech giants Samsung Electronics and SK Hynix plan to invest a combined $518 billion in a new computer chip manufacturing hub, capitalizing on surging artificial intelligence-driven demand.
🎧 When belief returned: Episode five of new Coventry documentary
The relegation from League One to the bottom tier of English football starts episode five of Back Where We Belong. Under Mark Robins, Coventry City found their identity and stability on the pitch, with fans finding joy in small and shared moments. With Wasps still owning the Ricoh Arena, the Sky Blues were forced to ground-share with Birmingham City at St Andrew's.
AB Science reports completion of the step 3 of phase 1, evaluating the combination of AB8939 with venetoclax for the treatment of refractory or relapsed AML
PRESS RELEASE AB SCIENCE REPORTS COMPLETION OF THE STEP 3 OF PHASE 1, EVALUATING THE COMBINATION OF AB8939 WITH VENETOCLAX FOR THE TREATMENT OF REFRACTORY OR RELAPSED ACUTE MYELOID LEUKEMIA THE COMBINATION OF AB8939 WITH VENETOCLAX GENERATED A 67% OVERALL RESPONSE RATE (ORR) AND A 100% DISEASE CONTROL RATE (DCR), WITH NO DOSE-LIMITING TOXICITIES (DLT) OBSERVED, IN A POOR-PROGNOSIS POPULATION WITH ADVERSE GENETICS TREATED IN THE SECOND - TO FOURTH-LINE RELAPSED OR REFRACTORY SETTING Paris, June 2
Verizon, BT Are Said to Near JV Deal for International Business
Verizon Communications Inc. is in advanced talks to combine some of its international business with that of the UK’s BT Group Plc, according to people familiar with the matter.
Kidambi Srikanth loses US Open final: Indian Sports LIVE, June 29
Here are all the updates from Indian sports on June 29, 2026.
Tucson summer heat brings business slowdown to Catalina Foothills shops
A Catalina Foothills Vietnamese restaurant owner says summer heat and fewer snowbirds are slowing sales near Sabino Canyon.
Khalid Robinson takes next step as Warriors' head coach for NBA Summer League
As he enters his 11th season with the Warriors, Khalid Robinson is about to step into a new role as Golden State's NBA Summer League head coach
These fat-filled brain cells may be making multiple sclerosis worse
Scientists have uncovered a surprising clue that may help explain why multiple sclerosis (MS) progresses rapidly in some people but not others. In brain tissue from patients with severe MS, researchers found large numbers of “foamy” immune cells packed with fat droplets after absorbing damaged myelin. These overloaded cells appear to switch from helping repair the brain to fueling ongoing damage and inflammation.
Efzimfotase alfa demonstrated improvements in bone health in treatment-naïve pediatric patients with hypophosphatasia achieving median difference of 1.67 vs placebo in RGI-C Score at week 25 in MULBERRY Phase III trial
Positive results from the MULBERRY Phase III trial showed that efzimfotase alfa (ALXN1850), an investigational enzyme replacement therapy, demonstrated a statistically significant and clinically meaningful improvement in bone health in children (2 to
France, Argentina top World Cup odds; U.S. puts sportsbooks at risk
Star-powered France and Argentina top the odds board to win the World Cup as the tournament moves into the knockout stage, while the United States' positive momentum will have sportsbooks sweating more with each game it wins.
Srikanth reaches US Open final; India vs England in hockey Pro League; final day of Inter-State Athletics: Indian Sports LIVE, June 28
Here are all the updates from Indian sports on June 28, 2026.
Caminero to the moon: Rays 4, D-Backs 2
Before you could grab your hot dog, popcorn, and preferred pilsner beverage, the Diamondbacks took a 1-0 lead on a Geraldo Perdomo double, Corbin Carroll single, and a whiff of a tag from catcher Hunter Feduccia. In the bottom half of the first, Junior Caminero hit a thunderous, sky-scraping blast for his sixth homer in […]
New York Knicks Champion Mitchell Robinson Makes Heartfelt Post
Mitchell Robinson is coming off his eighth season in the NBA.The 28-year-old has become an extremely valuable player for the New York Knicks in that span.He is coming off a season where he averaged 5.7 points, 8.8 rebounds and 1.2 blocks per contest while shooting 72.3% from the field in 60 games.Knicks Champion Robinson Makes […] The post New York Knicks Champion Mitchell Robinson Makes Heartfelt Post appeared first on HEAVY.
The Weird, Disturbing Origins of the Paleo Diet
Should we all be eating manatees and whales?
Indians in action at BWF US Open quarterfinals; Inter-State Athletics continues: Indian Sports LIVE, June 27
Here are all the updates from Indian sports on June 27, 2026.
7 Best of the Best Prime Day TV Deals Under $1,000 I Recommend Looking at Before They Expire Tonight
From gaming-ready to budget-friendly, these TV discounts are worth grabbing before Prime Day ends.
Good Sports: Former Bulldog track and field athlete aims to be flag football Olympian
Last June, Kaja Bins didn't know what flag football was. Kaja now has the potential to become an Olympian in a sport she learned a year ago.
Audio: RFK Jr. urges Libertarian candidate to drop out race to help GOP keep House
OutFront obtains audio of US Health and Human Services Secretary Robert F. Kennedy Jr. urging a Libertarian congressional candidate in Iowa to drop out of the race to improve Republicans’ chances of winning - and keep control of the House. Rick Stewart, who had no prior relationship with RFK Jr., tells Erin Burnett it’s “ludicrous” a Trump cabinet official would make such an offer.
CAKE, Smokey Robinson headline annual Memorial Park concert in Omaha on Friday
Crowds began filling the park earlier in the day, with some attendees arriving at dawn to secure their preferred spots.
Falcons Roundtable: Kyle Pitts Extension Done, Is Bijan Robinson Next?
The Falcons continue to lock up the core of their roster for the future. This week's Falcons Roundtable breaks down Kyle Pitts' new extension, whether his deal or Drake London's is the better value, and why Bijan Robinson appears to be the next superstar in line for a record-setting contract.
Roy Cooper brings 'Make Stuff Cost Less' tour to Asheville, targets health costs, tariffs
Former North Carolina Governor and U.S. Senate candidate Roy Cooper brought his "Make Stuff Cost Less" tour to Asheville on Friday.
Sports Intelligence Project explores high-end decision making in multifaceted industry
A new co-curricular offering tasks students with combining data, AI and the human element of athletics.
Biggest offseason question for every East team: Will Knicks duck second apron? What's next for Celtics, Heat?
Can New York keep its championship roster together? What will Boston do with Jaylen Brown?
Climbing gym planned in former Summerlin-area movie theater
The gym, which will fill the old Regal Theater on 9400 W. Sahara Ave. in Summerlin, is set to open later this year or early next.
New Linux pedit COW Exploit Enables Root Access by Poisoning Cached Binaries
CVE-2026-46331 lets local users gain root on affected Linux systems by corrupting page-cache memory through act_pedit.
Securitize and Cantor Equity Partners II Business Combination Expected to Raise Approximately $400 million in Gross Proceeds and Announce Expected Closing of Business Combination and NYSE Listing
/PRNewswire/ -- Securitize, Inc. ("Securitize" or the "Company"), and Cantor Equity Partners II, Inc. (Nasdaq: CEPT) ("CEPT"), a publicly traded special...
Boniakowski: Electrical supply business buys Princeton commercial buildings for $1.9 million
An electrical supply company has acquired two adjacent buildings in Princeton for a combined $1.9 million, in a set of deals arranged by The Boniakowski Commercial Real Estate Group.
Karl Stefanovic Speaks Out on Nine Exit After Tommy Robinson Scandal
The 'Today' host declares himself 'free' in a YouTube statement after Nine ends his contract following a deleted Tommy Robinson podcast episode.
CNBC's Most Valuable Sports Empires 2026: Here's how the world's top 20 stack up
The world's 20 most valuable sports ownership groups are worth a combined $269 billion, according to CNBC's Most Valuable Sports Empires 2026.
Elroy Air to Become Publicly Traded Company via Business Combination with Inflection Point-led SPAC
Elroy Air, Inc., a leading U.S.-based technology developer of autonomous heavy-cargo drones for defense, rapid response and commercial logistics, and Columbu...
College Sports Commission to continue reviewing deals by multimedia rights companies
A judge ruled that multimedia rights companies that represent university athletic departments can continue to be subject to the same rules governing millions in third party name-image-likeness payments to players that are reshaping college sports.
College Sports Commission to continue reviewing deals by multimedia rights companies
A judge ruled that multimedia rights companies that represent university athletic departments can continue to be subject to the same rules governing millions in third party name-image-likeness payments to players that are reshaping college sports.
Making Our Own Luck
We are cross-posting a piece that former NIH official Kris Willis wrote for Macroscience. Kris is now the President and Founder of the Woodley Park Institute, for which I’m a board member. Picking winners or hedging bets? Federal science agencies have long wrestled with the question of how to ensure their billions of dollars of grants and contracts result in maximum benefits for Americans. On the surface, it might seem that a goal-oriented, interventionist style of management would be the best policy: prioritize our most pressing problems and distribute funding accordingly.This top-down strategy creates a unique hazard, though: bad choices can send resources in the wrong direction, resulting in slow progress that impedes the delivery of tangible benefits to citizens. Moreover, if decision makers pursue an applied advance when the underlying scientific principles remain poorly understood, they risk costly failures and a loss of support for the research enterprise at large. Examples include Nixon’s 1971 War on Cancer, undertaken on the premise that a cure could be achieved in less than a decade, the drive to build an operational commercial fusion plant by the mid-1990s, and the National Plan to Address Alzheimer’s Disease, which failed to produce the effective treatments and prevention strategies promised by 2025. The contrasting laissez-faire approach is to hedge your bets. If the path to an advance is impossible to predict, then the wisest choice might be to distribute funding to as widely as possible. The main risk of this strategy is that spreading funding thinly may limit the resources available to the most promising research, resulting in the same negative outcomes as the interventionist approach: limited support for the most promising topics, slow progress, and delayed returns. In reality, at science agencies like the National Science Foundation and National Institutes of Health, program managers navigate between these two extremes, setting some funds aside to target high-priority areas and using the rest to cover the widest possible range of meritorious proposals. This middle path seems like the most rational way to proceed, but it still requires making choices. How much should be set aside for high priority topics? What should those topics be? How should we define merit? Expert opinion can provide a helpful guide, but leading experts can have remarkably different opinions about what matters and what should be prioritized. Moreover, experts and administrators alike can be risk averse, giving an edge to high-profile, well-established concepts. What’s really needed is a data-driven framework to help guide decision-making, one that doesn’t simply repackage prestige or incumbency. Recognizing breakthroughs years in advance Many breakthroughs fail to attract funding or recognition at the earliest stages of development. Katalin Karikó, for example, spent years struggling to win grants for work on mRNA that would eventually win her and Drew Weissman a Nobel Prize. Similar stories can be told about Jim Allison’s groundbreaking studies leading to the development of cancer immunotherapy, Stan Pruisner’s demonstration that prions can self-replicate without DNA, or Robin Warren and Barry Marshall’s proof that Helicobacter pylori, not stress, causes ulcers. Yet at some point, the scientific community recognizes and responds to transformative breakthroughs like these. How does that change happen? And what if science funders could identify the areas that are on the cusp of a breakthrough? Those questions led my collaborators and me to study how scientists responded to past breakthroughs. Based on patterns in that data, we developed a means of predicting future breakthroughs, using biomedicine as a proof of concept. It’s worth taking a moment to describe how our approach works. Briefly, our prediction process begins by grouping the 18 million or so peer-reviewed papers in PubMed, the authoritative database of biomedical research, into roughly 50,000 unique topics. A small subset of these topics are so widely acclaimed as breakthroughs that they have been recognized with a major prize like a Nobel or a Lasker Award. We theorized that studying the development of these outliers over time, especially before they gained acclaim, was the key to identifying future instances of them. After defining topics, we chose 21 representative breakthroughs and asked what they looked like before they won prestigious prizes. To answer that question, we re-ran our topic-mapping algorithm repeatedly, winding back the clock one year each time, stringing together the years to follow the progress of each field as it grew and advanced. We found that in each case, the years leading up to a discovery followed a pattern: a burst of papers on a new, rapidly evolving topic, many of which quickly became influential. These characteristics—the percent of papers that are new, the percentage of papers that are brought in from other topics, and the influence of each individual paper—can all be measured separately for any given topic. Together, they act as a predictive signal that is detectable an average of five years before a transformative discovery is made, and up to thirty years before the discovery receives a major prize. Scanning the current research landscape for topics that display this signal allows us to predict what work will likely produce a future breakthrough. Each year we analyzed includes four or five signals, a number that appears to have remained constant across a twenty year time frame. In their classic work on the sociology of science, Bruno Latour and Steve Woolgar established that the desire to participate in a major discovery is an important motivator for scientists as they consider whether they should take up (or abandon) a research problem. Although further work is needed, the simplest explanation for our results is that this behavior is widespread enough to detect at scale. A foundational advance, or something like it, draws the attention of scientists and causes them to change the direction of their research. They vote with their feet, staking their own reputation and careers by publishing on and citing the new idea. That upswell of interest is the foundation of our breakthrough signal. What kind of research does our model identify as a breakthrough? After building a model based on the patterns in our 21 preselected breakthroughs, we tested it by identifying all early signals of discovery from 1994 through 1997. Of the 18 signals we found in that time period, 17 can be traced forward in time to a breakthrough. Examples include super-resolution fluorescence microscopy (see the image above), the directed evolution of proteins and enzymes (Chemistry Nobel, 2018), and sequencing the human genome (National Medal of Science, 2008). The discovery of the role of leptin signaling in obesity is a particularly interesting case study. Around 1950, scientists noticed the existence of a type of lab mouse that suffered from a unique inherited form of obesity. When given the freedom to choose their own diet, these mice ate more than normal and preferred food that was high in fat. Researchers had few clues as to why the animals overate; early experiments pointed to the existence of a soluble ob factor found circulating in the bloodstream that regulated appetite, but its identity was unknown. In 1994, Jeffrey Friedman and colleagues identified and sequenced the ob gene, noting that the protein it encoded appeared to fit the profile of a circulating factor. A year later, a trio of high-profile publications demonstrated that ob was a hormone that regulated body weight and fat deposition by regulating appetite. One of these was co-authored by Friedman, who christened it leptin from the ancient Greek word for thin. Using our model, the data from 1996 make it clear this advance would become a breakthrough. Scientists had flocked to study the biology of the new hormone, generating the flurry of new papers and citations required to produce a signal. One of these demonstrated that serum leptin concentrations reflected the amount of adipose tissue in the human body, providing clinical validation of the earlier mouse studies. Before the identification of leptin, scientists were unable to point to a specific molecule that controlled appetite and adiposity, so that it was impossible to rule out non-physiological causes of obesity; its characterization fundamentally changed our concept of weight gain. In 2010, Friedman and fellow pioneer Douglas Coleman were awarded a Lasker for the discovery. Our work also identifies breakthroughs in clinical practice and behavioral and social sciences, even though these areas are less likely to draw the attention of major prize committees. One example that falls into this category is the introduction of endovascular aneurysm repair, a minimally invasive surgical procedure for the treatment of abdominal aortic aneurysm, a leading cause of death among Americans over the age of 65. Relative to the previous standard of care, it reduces in-hospital mortality by almost four-fold. In 2017, Timothy Chuter received the American College of Surgeons’ prestigious Jacobsen Innovation award for his multiple refinements to the technique. Another under-recognized breakthrough identified by our model is the development of standardized survey instruments to assess the quality of life for HIV+ patients. The antiretroviral cocktails introduced in the mid-1990s reduced AIDS mortality, but treatment came with serious side effects. The new evaluations showed that patients whose disease progressed had worse physical functioning than Americans with other chronic diseases, while those who were asymptomatic maintained a health-related quality of life on par with the overall US population. This evidence made it possible for patients and activists to argue that even in the absence of a total cure, and in spite of the side effects, alleviation of symptoms was a worthwhile priority for clinicians. My colleagues and I have failed to identify any significant recognition for the physicians and health policy experts who pioneered this advance, although in 2016, researchers called for the World Health Organization to set targets for good health-related quality of life as part of its framework to end the AIDS pandemic. From forecasting to funding How should science funders use our predictions? Any serious discussion of what we should do with this new capability needs to begin with an understanding of its limitations. We can’t (and shouldn’t) invest all of our resources in the small number of topics predicted to produce breakthroughs. Innovative new fields are born from existing ones; they rarely arise de novo. If funders don’t maintain a diverse portfolio, the breakthroughs of tomorrow will have no antecedents. Think of this as eating the seed corn, or killing the goose that lays the golden egg. There are also multiple goals of funding beyond basic scientific discovery, including translating discoveries into clinical practice, developing new technologies, supporting economic development, and training new scientists. The investments needed to accomplish these goals are likely different from those required to support emerging breakthroughs. Finally, we must be aware that we may not capture every instance of a breakthrough. The concept is fuzzy, and not every significant discovery is recognized with a major award. Further, breakthroughs are rare, meaning that our dataset is, by necessity, small. This makes formal estimates of accuracy challenging. Although our overall success rate appears to be high, any one signal may turn out to be a false positive. We found one apparent example: the development of the third generation COX-2 inhibitors, Vioxx and Celebrex, which were much celebrated in the early 2000s as effective but non-addictive pain relievers, meets all the algorithmic criteria of a breakthrough. Five years after it received FDA approval, researchers demonstrated that Vioxx was associated with serious cardiovascular complications, and the manufacturer voluntarily pulled the drug from the market. Celebrex remains available, although like other NSAIDs, it carries an FDA warning for increased cardiovascular risk. Decision makers who were overly focused on the breakthrough potential of this research might have wasted substantial resources nurturing an area that ultimately proved to be a failure—but so would those who relied on expert opinion at the time. That said, the potential benefits of funding the next mRNA vaccine or cancer immunotherapy years earlier than we might have are large. When we can’t assume the outcome of an action, it’s worth conducting an experiment. Can targeted support for areas that are poised to produce a breakthrough increase the return on scientific investment without cannibalizing future advances? With the necessary administrative infrastructure in place, conducting this experiment would be straightforward. First, identify all the breakthrough signals between 2018 and 2023, select half at random, and commit to a decade of investment. For biomedicine, a six year window should yield about 30 topics with the potential to produce a breakthrough. Providing strong support to half of these might be accomplished for $300 million a year. That’s roughly half of the recent annual budget of the NIH Common Fund or around 20% of the fiscal year 2025 budget for ARPA-H. After five years, then again at ten, compare to see which group — the one that was actively managed, or the control — produced more breakthroughs, and on what timescale. Although we used biomedicine as an example, the same experiment could just as well be run for physics, materials science, or any other discipline. Any attempt to undertake such an experiment should keep three points top of mind. First, we can predict the topic of future breakthroughs, but the people and vision for how to move the work forward are still important. In practice, this means success requires active program managers with the expertise to develop the science and the authority to do so, including by recruiting investigators. Second, we would be wise to learn from the failures of past attempts to fund transformative research. High among these are funding modestly repackaged work, confusing the genuinely novel with the merely unfamiliar, and relying too much on incumbent investigators. All of these risks can be mitigated by thoroughly and intelligently integrating high quality data into portfolio management. Finally, we need to have patience. Even with strong funding support, producing a breakthrough takes time. If supporting breakthroughs is the best way to nurture the birth of new fields, we also need to accurately describe and properly manage the other two stages, so that we invest wisely throughout the productive lifetime of ideas and divest once they reach the point of diminishing returns. We would benefit from more study of all of these phases, especially the transition from one to another. More research could answer questions like: When does a breakthrough become an established field? How do the availability of funding, the size and characteristics of the available workforce, and the accumulation of evidence that disagrees with prevailing models affect a field’s decline? Exactly how do old ideas give birth to new ones, and can we speed up the process? The more we understand about the dynamics of scientific progress, the better we can maximize the odds that our curiosity leads to results. I’d call that finding a way to make our own luck.
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How should European scientists respond to the US AI kill switch?
Earlier in June, Europe’s worst fears of technological dependence were confirmed when the White House ordered the AI firm Anthropic to stop non-US citizens using its leading models. This kill-switch moment crystalised anxieties in Brussels that the continent, lagging the US on the creation of leading-edge AI models, is now a technological of vassal of Washington. The shock has specific implications for European scientists and universities. Some governments are now worried that with AI being integrated into labs, Donald Trump now has his finger hovering over an off switch for European science. “Having restrictions on this tool, it can have an impact on our own research,” said France’s research minister, Philippe Baptiste, at the VivaTech conference in Paris on June 18.Baptiste, himself a former academic, said that colleagues in mathematics had recently warned him they were now cut off from leading-edge US models, risking their work. “This model is not available anymore now because of the US restriction, and for the first time this had an impact on mathematics,” a field where large language models (LLMs) are making a significant contribution, said Baptiste. So, should European scientists avoid relying on US models in the future? Or would this be a self-harming overreaction? And how is AI being used in science, anyway? What happened?On June 12, it emerged that Washington, citing cybersecurity concerns, had ordered Anthropic to stop non-US citizens using two models: Claude Mythos 5, and Claude Fable 5, a version of Mythos but with guardrails to prevent abuse. Anthropic said Washington’s concerns were overblown. But forced to follow the order, yet with no way to check who was using the models, the company suddenly shut down access for everyone, US citizens included. There’s still no agreement on how to restore broad access. But last week, Bloomberg reported that select US companies, and the US government, still had access to Mythos despite the ban, but the EU’s cybersecurity agency Enisa had been shut out. Class division of researchersIn the longer term, access outside the US should be restored, said Marcel Salathé, co-director of the AI centre at the Federal Polytechnic School of Lausanne (EPFL), because a permanent restriction would be financially ruinous to US AI firms. “Even Trump will eventually budge to economic pressure,” he said.However, US AI firms might end up operating rather like banks, doing due diligence on users of their leading-edge AI models, he went on.European scientists are unlikely to fall foul of such checks, he said. But having a Chinese postgraduate in their lab, or doing a type of research the US disapproved of, could potentially result in access being denied. “It will create a sort of class division of researchers,” he said. More than frontier modelsHowever, successfully deploying AI in science is about far more than just having access to leading LLMs such as Mythos.Instead, many science-specific tools, most famously Alphafold, which predicts protein folding structures, require “far less” computing power to train than frontier models, well within the capabilities of European supercomputers, according to a recent analysis by the Arq Foundation, a Brussel-based AI think tank. Instead, tools such as Alphafold are possible because certain fields, like protein folding, weather prediction or astronomy, have large, clean, standardised datasets that can be used to train predictive models. Rather than compute, “data is the central constraint for AI for science,” the report says. For example, a less powerful physics model trained on CERN’s data “will be more valuable than the best model without certain data,” said Bengüsu Özcan, author of the report. European advantage?Europe could therefore steal a march by using its scientific data and infrastructure to create models US digital giants cannot. “They might actually match or go even beyond what these big [US] companies are doing,” said Özcan.Indeed, some European start-ups hope to create automated testing labs to create the kind of standardised data that could speed up the discovery of new materials. Materials scientists say there’s currently too little data to train models. AI scientistsHowever, even if the bottleneck for AI in science is often data, rather than compute, being at the mercy of the US for LLM access could still become a problem for European scientists. A new class of “AI scientists” based on leading LLMs is also emerging, Özcan’s report says.Unlike domain-specific tools like Alphafold, these try to automate day-to-day scientific work, by providing an overarching tool that coordinates specific models to synthesise existing literature, generate hypotheses or run analysis of data. The problem for Europe, however, is that these tools are sometimes based on US leading models. Google Deepmind’s AI Co-Scientist, for example, is built on Google’s Gemini LLM. Systematic failureThese scientific automation tools are still in their early stages, and still exhibit “systematic failures on scientific tasks,” Özcan’s report says. One of the problems is that the messy, day-to-day process of scientific discovery is largely not documented, meaning LLMs don’t have a good source of data to learn how scientists actually work. Meanwhile, some tasks, such as literature synthesis, don’t typically require access to leading edge models.However, the performance of AI scientific assistants could improve as companies such as Google pour resources into developing them. Rely on US“Unfortunately, for scientific assistants, there is not much we can do right now except rely on US frontier AI,” said Antoine Bosselut, a natural language processing expert based at EPFL. Chinese-built open models, which can run on local computers, lessening the risk of a shutdown, are touted as one alternative to US dependence. There’s also Mistral, once seen as Europe’s main AI hope, but the Paris-based company has seen its recent models fall behind in performance. But the Chinese alternatives are generally not as capable as US frontier AI models, said Bosselut, unless paired with fiddly, custom tools that allows them to act as independent agents. “Most scientists do not have the time,” he said. Don’t jump ship yetAlthough the kill switch moment is seen a warning shot for European scientists, it doesn’t mean labs should abandon US AI tools immediately. “I do not think the right response is simply to abandon US-based models and systems under the banner of sovereignty or independence,” said Mattias Björnmalm, secretary general of the Cesaer university association. “That would be an overreaction.”Related articlesEuropean sovereignty in AI requires ‘ugly trade-offs,’ say experts Robotic lab start-up makes case for €500M EU-funded materials testing facilityAI in science: is it useful? Instead, European researchers need to ask themselves whether they’re becoming dependent on technology that could be turned off in Washington, said Özcan. “They might not see this today, but they should really start asking this question,” she said. European researchers need a plan B, said Salathé. “I would recommend to every researcher, very proactively explore alternatives.”Own toolsIn addition, Björnmalm and others want European research institutions to develop their own scientific AI tools.Instead of signing AI deals with US digital giants, European universities should be using this money to create their own models, which may end up being superior for research, said Sabine Leonelli, an expert on the use of AI in science at the Technical University of Munich. “Universities in Europe seem to be happy to sign commercial contracts with US companies on the assumption [their AI tools] are better,” she said. But US frontier LLMs are typically opaque, and have been developed without independent scientific input, she said. “This is not good enough for science.”Last year, Swiss researchers released Apertus, an LLM designed to be completely transparent, from its development methods to its training data. The idea is that this makes scientific tools built on top of the model far more reproducible than with closed, commercial alternatives.“Europe needs more of this: serious capacity-building that gives researchers, universities and companies credible options,” said Björnmalm.
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