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  • Harrison Ford Lands First-Ever Emmy Nomination For ‘Shrinking’

    Harrison Ford Lands First-Ever Emmy Nomination For ‘Shrinking’

    Harrison Ford is finally an Emmy nominee.

    The superstar landed his first nomination on Tuesday for his role as therapist Dr. Paul Rhoades in Shrinking, in the category of best supporting actor in a comedy series. He is nominated alongside Shrinking co-star Michael Urie as well as Ike Barinholtz (The Studio), Colman Domingo (The Four Seasons), Jeff Hiller (Somebody Somewhere), Ebon Moss-Bachrach (The Bear) and Bowen Yang (Saturday Night Live).

    Ford — also in the awards race this year for his role in Taylor Sheridan drama 1923 — was previously considered majorly snubbed after not being recognized for the first seasons of Shrinking and 1923, but season two of the Apple TV+ comedy finally made it happen. The 83-year-old was nominated for a Golden Globe, SAG Award and Critics Choice Award for the show’s first season as well.

    Shrinking is coming into this year’s ceremony with an impressive nominations haul, as star Jason Segel landed a nod for lead actor in a comedy series and Jessica Williams is up for supporting actress in a comedy series. The show is also nominated for outstanding comedy series opposite Abbott Elementary, The Bear, Hacks, Nobody Wants This, Only Murders in the Building, The Studio and What We Do in the Shadows.

    Nominations for the 77th Emmy Awards were announced via livestream by Harvey Guillén and Brenda Song; winners will be presented at the Emmys primetime ceremony hosted by Nate Bargatze and broadcast live Sunday, Sept. 14, on the CBS Television Network and available to stream live and on demand on Paramount+.

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  • Fitbit’s Charge 6 fitness tracker is at its lowest price ever at Walmart

    Fitbit’s Charge 6 fitness tracker is at its lowest price ever at Walmart

    The Fitbit Charge 6 is one of the best fitness trackers we’ve tested, and down to an all-time low price of $93 ($66.95 off) at Walmart. The deal includes a six-month subscription to Fitbit Premium, a service that includes guided workouts, a wellness report, and other perks, and usually costs $10 per month or $80 per year. You can get the Charge 6 for $99.95 ($60 off), along with the same six-month subscription, at Amazon.

    The Charge 6 is the only fitness tracker under $200 with an FDA-cleared EKG reader, and it’s better at measuring your heart rate than its predecessor. It can also track your blood oxygen level, sleep, and activity. Fitbit made strides to reach feature parity with fitness smartwatches by adding Bluetooth compatibility with exercise equipment and an NFC chip to the Charge 6, which allows you to use Google Wallet. It also has apps for Google Maps and YouTube Music, so you can use those services without reaching for your phone.

    Verge reviewer Victoria Song’s chief complaint with the Charge 6 was that enabling its always-on display reduced its battery life from seven days to two. You’ll also need to have an active Google account because Fitbit has migrated away from its own account system. For an in-depth view of the Charge 6, you can read our review.

    Three more deals we think you’ll like

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  • The Lyle and Erik Menendez Story Nominations

    The Lyle and Erik Menendez Story Nominations

    The Netflix limited series Monsters: The Erik and Lyle Menendez Story has been nominated for four Emmy Awards for the 2025 Emmys, the National Academy of Television Arts & Sciences announced on Tuesday morning. 

    Ryan Murphy’s controversial nine-episode series, looking at the wealthy brothers who in 1989 gunned down and killed their parents in their Beverly Hills home and were later imprisoned for life without parole, was nominated for outstanding limited or anthology series. Cooper Koch, who portrayed the younger brother Lyle Menendez and previously received a Golden Globe nomination for his breakthrough performance, was nominated for outstanding lead actor in a limited or anthology series or movie. Javier Bardem was nominated for supporting actor and Chloe Sevigny was nominated for supporting actress.

    The nominations come weeks after the Menendez brothers cleared a major legal hurdle to regain their freedom; they also reflect the influence the show ultimately had on both the public and California lawmakers in buoying the movement for the reconsideration of their legal case. 

    Responding to a resentencing petition in May, a judge reduced Erik and Lyle Menendez’s sentences to 50 years to life, making them immediately eligible for parole. They will next appear before the California Parole Board in August.

    This reversal of the brothers’ fate came nine months after the premiere of Monsters (which was followed by an unrelated documentary on the brothers, also released on Netflix, weeks later). Both led to an uptick in interest and public pressure surrounding their case; in October, as their story regained major attention, Los Angeles’s outgoing district attorney wrote a letter to a local judge, asking him to look into the sentencing for the 1989 murders. 

    Before all of this was set in motion, the brothers had filed a habeas corpus petition based on new evidence that emerged in 2023, which backed up their claims of abuse at the hands of their father. This included an unearthed letter written by a teenage Erik to his late cousin, penned before the murders and which discussed Jose Menendez’s ongoing abuse. Meanwhile, a former member of the Puerto Rican boy band Menudo came forward as a victim of Jose Menendez, then a powerful RCA Records executive. The new district attorney fought back against these claims, but their habeas petition is still working its way through the courts. On July 7, an order by L.A. County Superior Court Judge William Ryan demanded that D.A. Nathan Hochman explained to the court why his office rejected the new evidence. He has 30 days to explain why he believes it does not merit a new trial for the brothers.

    This was not the only avenue available to the brothers, and their attorney soon filed the resentencing petition based on what the former D.A. has set in motion, arguing that the brothers have been rehabilitated over their 30-plus years behind bars, where they have, by all accounts, been model inmates and mentors to other prisoners. In May, flying in the face of Hochman’s wishes, a local judge ruled to reduce Erik and Lyle’s sentences to 50 years to life.

    The co-creator of Monsters, star producer Ryan Murphy, spoke about the then-growing movement to free the Menendez brothers and the series’ intent back in November. 

    “I can’t say I was unsurprised, because when we finished shooting it and I saw the episodes, I thought they were incredibly powerful from several different points of view,” Murphy explained while speaking at a Netflix panel for the series in Los Angeles. “That was always the purpose of the show, to show different complicated points of view, but I thought really what it did about raising and asking questions about sexual abuse was very, very powerful.”

    The series, which features abrupt swings in tone, shows a kaleidoscope of perspectives on the 1989 crime, its aftermath, and the multiple trials that followed. This didn’t play well with all viewers and controversy immediately emerged when the family of the Menendez brothers denounced Murphy’s portrayal of their relationship, particularly the brief suggestions that there was an element of incest between them. A war of words erupted in the press and with public statements from the family and the brothers from prison. Over the months since its release, that tiff has settled as the focus shifted toward hope for their release after three decades in prison. 

    At the Netflix panel, Murphy summed up his intent in resurfacing the Menendez story with Monsters and re-framing their narrative around the trauma they endured. 

    “Love it or not, there’s a movement with young people who want to talk about that in a way that wasn’t available in 1989,” he said, “So whether you believe them or not is kind of beside the point. What it did, I think, which is why I wanted to make it, was launch a conversation about that topic. And people were really drawn to it, and a lot of people got involved and made their opinions known after they watched the show, which was very, very interesting.”

    The 77th Emmy Awards will be hosted by Nate Bargatze and broadcast live Sunday, Sept. 14, (8-11 p.m. ET/5-8 p.m. PT) on the CBS Television Network and available to stream live and on demand on Paramount+.

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  • A Summary of the HCC-CARE Symposium: Collaborative Approaches to Reach

    A Summary of the HCC-CARE Symposium: Collaborative Approaches to Reach

    Introduction

    In 2016, hepatocellular carcinoma (HCC) was the sixth leading cause of cancer deaths in the United States (US) but is expected to rise to the third leading cause by 2040.1 The US has significant disparities in HCC incidence and survival. Asian and Black individuals have an HCC incidence nearly double that of White individuals (8.1, 8.2 and 4.3 diagnoses per 100,000 person-years, respectively).2 Among SEER-Medicare populations, Asian patients with HCC have the best median survival of 14.2 months, compared to 9.5 and 5.6 months for White and Black patients, respectively (C Manz, Dana-Farber Cancer Institute, personal communication, June, 2025). HCC disparities are amplified in Boston, Massachusetts, which have HCC mortality rates that are 42% higher than the rest of the state and the country (9.2 for Boston vs 6.5 for both Massachusetts and nationally, per 100,000).3 In Boston, Asian men have double the HCC incidence (33 vs 17 cases per 100,000) with similar mortality (13 per 100,000 for both) compared to White men, while Black men have similar incidence (17 per 100,000 for both) but 38% higher mortality (18 vs 13 per 100,000 men).3

    Disparities in HCC incidence are related to disparities in underlying causes of HCC such as alcohol-related liver disease, viral hepatitis and metabolic dysfunction-associated steatotic liver disease (MASLD), as well as disparities in treatment of these conditions.4–6 Moreover, HCC disproportionately affects key patient populations that are already vulnerable to poor health outcomes, such as immigrant communities with limited English proficiency as well as those experiencing homelessness or incarceration.7,8 After an HCC diagnosis, survival disparities may be driven by several factors, including differential access to gastroenterology care, HCC screening and receipt of HCC treatment (C Manz, Dana-Farber Cancer Institute, personal communication, June, 2025).9,10 While targeted interventions have successfully improved treatment and survival for cancers such as colorectal and lung, there are few, if any, interventions that have improved HCC disparities.11–15 Given that many contributors to HCC disparities may occur upstream of a cancer diagnosis, collaborative approaches across institutions and clinical roles are necessary to improve HCC outcomes equitably.

    HCC care in the Boston region is primarily delivered at seven academically affiliated healthcare institutions. Historically, there have not been concerted efforts to advance HCC care across institutions across the Boston region. The HCC-CARE (Collaborative Approaches to Reaching Equity in Hepatocellular Carcinoma) Symposium was organized to convene stakeholders across clinical roles and institutions in the Boston area to identify goals and strategies to eliminate HCC disparities in our community by 2030.

    Symposium Design

    HCC-CARE was a one-day symposium that took place in Boston on October 22, 2024, and convened 66 participants from across the Boston region. To ensure the inclusion of perspectives across clinical roles, participants were invited using snowball sampling of gastroenterologists, transplant hepatologists, surgeons, diagnostic radiologists, interventional radiologists, medical oncologists, radiation oncologists, infectious disease specialists, and primary care providers from each of Boston’s seven main healthcare institutions; ancillary staff such as patient navigators; and other key stakeholders including Federally Qualified Health Centers, public health officials and payors from across the state (Supplemental Figure 1). The symposium aimed to bridge the gap from data to action on HCC disparities. By convening individuals across institutions and role groups, HCC-CARE sought to catalyze the development of a collaborative, regional strategy to achieve equity in HCC diagnosis, treatment and survival by 2030.

    Informational Sessions to Frame the Issue and Policy Environment

    Introductory sessions aimed to establish a common understanding of care standards for HCC screening and treatment and to identify survival disparities and possible drivers of these disparities. The published literature describing HCC treatment and survival disparities in the US was summarized using race/ethnicity as a lens, though there was widespread recognition that other characteristics such as preferred language, health literacy, socioeconomic status, and geography also contribute to HCC disparities. Compared to White or Asian patients, studies showed lower rates of screening, gastroenterology care, locoregional therapy, and curative-intent treatment, as well as worse survival for Black patients with HCC.9,10,16 The contribution of health-related social needs to disparities in these outcomes was also illustrated.16

    To help participants systematically think about cancer disparities, participants were introduced to the National Cancer Institute (NCI) conceptual model illustrating how HCC disparities arise across the care continuum, the National Institute of Minority Health and Health Disparities research framework on health disparities, and HCC-specific conceptual models illustrating where disparities may propagate across levels of influence.17–19 Three case studies were then highlighted as successful multilevel interventions that incorporated these conceptual models: the Delaware Cancer Consortium’s work that reduced racial disparities in colonoscopies and colorectal cancer mortality in Delaware; the ACCURE project that eliminated racial disparities in receipt of and time to treatment for patients with lung cancer at cancer centers in Pennsylvania, North Carolina and South Carolina; and the TRIP partnership that implemented a city-wide navigation and registry program to address breast cancer disparities in Boston after convening stakeholders in a meeting similar to HCC-CARE.11–15,20

    Finally, presenters illustrated how concerted efforts to address care disparities can be successful even in the most vulnerable of patient populations, using a program to treat Hepatitis C in Boston’s homeless patients as an example. Additional presenters summarized the policy environment in Boston and Massachusetts, highlighting city and state efforts to improve cancer disparities, including a recently announced plan to eliminate Hepatitis C.21

    Local Healthcare Institution Perspectives on HCC Disparities

    The next session highlighted the perspectives of local healthcare institutions on HCC disparities. Prior to the symposium, representatives from each of Boston’s seven main healthcare institutions along with an association of community primary care clinics in Massachusetts were invited to prepare brief remarks summarizing their institutional strengths, challenges, and opportunities for collaboration. Institutions were heterogeneous with respect to the sociodemographic makeup of their patient populations, treatment offerings including the availability of liver transplantation, and research infrastructure, but several best practices emerged from their presentations.

    Many institutions reported having a dedicated multidisciplinary HCC clinic in which patients with newly diagnosed HCC could be quickly triaged and evaluated by all relevant medical subspecialties including transplant hepatology, transplant surgery or surgical oncology, interventional radiology, medical oncology, and radiation oncology, often within the same clinic visit. Patient navigation was highlighted as another effective strategy for engaging patients in their HCC care and for systematically screening for and addressing health-related social needs such as transportation barriers and difficulty paying medical bills. Some institutions shared their efforts to coordinate upstream services in the HCC care continuum, such as treating HCC risk factors, systematically screening patients at high risk for HCC, and linking patients newly diagnosed with HCC with cancer care. No single institution reported following all these best practices, so most of the discussion emphasized the importance of partnering with other local institutions to leverage each other’s respective strengths.

    There were several challenges identified across all institutions. Institutional presenters highlighted the need to address limited health literacy, language barriers, and financial constraints that are common among patients with HCC, which can make serial screening, therapeutic interventions, and longitudinal follow-up difficult. Care coordination across multiple medical subspecialties and healthcare institutions was also identified as another challenge. Difficulty of ascertaining screening rates was identified as a key barrier to improving screening, as only two institutions were able to provide baseline screening rates (ranging from 44 to 60%). Finally, collaborative research efforts were highlighted as an important but underutilized mechanism to conduct both observational and prospective studies to improve screening, treatment, and care delivery for patients with HCC.

    Workshop 1: Identifying Goals to Reduce HCC Disparities

    The objective of the first workshop was to identify priority goals that are necessary for eliminating HCC disparities in Boston by 2030. Organizers assigned participants to one of the nine working groups to ensure that each group had a relatively even representation of role groups and institutions. Each group brainstormed concrete goals to eliminate HCC disparities over 5 years using S.M.A.R.T. (specific, measurable, achievable, relevant, and time-bound) goal setting, a commonly used framework for identifying actionable goals.22 To prompt brainstorming of goals across the care continuum, we provided a diagram of the NCI’s conceptual model for multilevel interventions.17 Each group selected the three goals they felt were most important to reducing HCC disparities, wrote these goals on flip charts and briefly presented their goals in a report-back session, resulting in 26 goals (Figure 1, Supplemental Table 1). Facilitated discussion highlighted goals that were thematically linked (eg, goals related to HCC screening).

    Figure 1 Goals and voting patterns. On the left, goals are listed in order of highest vote total and converge into themes in the center. See Supplemental Table 1 for a description of each goal. On the right, votes by role group converge into the themes in the center.

    Abbreviations: GI, gastroenterology; IR, interventional radiology; Med Onc, medical oncology; Rad Onc, radiation oncology.

    Participants were then given color-coded stickers based on their role groups (eg, gastroenterology/hepatology, medical oncology, etc.), which they used to vote for the three goals they felt were most important to eliminating HCC disparities by 2030. Organizers aggregated votes across themes in real-time based on the facilitated discussion during the workshop, with four overarching themes emerging as having the strongest support (Figure 1):

    1. Improve HCC screening rates to enable early detection, which may enable equitable treatment, particularly of curative-intent treatments.
    2. Develop relationships with communities at high risk of HCC to facilitate patient education on HCC prevention and screening through community engagement and outreach.
    3. Develop a multi-institutional HCC registry to enable timely referrals to specialty care and data-informed care delivery improvements.
    4. Connect patients with and at risk for HCC to support services to address common practical and social barriers to care.

    The goals shared broad support across all role groups (Figure 1). A fifth theme – reducing treatment disparities – emerged out of post-symposium review of goals and vote tallies, as well as participant feedback.

    Workshop 2: Developing Strategies for the Top Four Themes

    Participants split into their original working groups and selected one of the four themes to devise an initial action plan. In the report-back session, one group per theme proposed their action plan and other participants discussed and modified the plans. Theme-specific action plans are summarized in the Table 1. To improve HCC screening rates, participants highlighted the importance of improving the identification of patients who are eligible for HCC screening, raising awareness about HCC screening guidelines among clinicians, and ensuring that patients with positive screening were linked with HCC care in a timely manner. Community engagement and outreach included the need to build relationships with communities at high risk for HCC and leverage those connections to raise awareness about HCC risk factors and screening. Developing a multi-institutional HCC registry would require clear identification of registry objectives, scope, and collaborating institutions followed by construction of the registry infrastructure itself. To better connect patients to support services, participants emphasized the importance of systematically identifying health-related social needs among patients with and at risk for HCC and linking those patients with resources and organizations that could address their unmet needs. All plans emphasized collaborative approaches to addressing drivers of disparities that occur within, between and outside of healthcare institutions. Participants noted that the action plans were just a starting point, and more in-depth discussion and wider engagement was necessary to develop comprehensive strategies to address each theme.

    Table 1 Themes, Action Plans, and Levels of Intervention

    Immediate Symposium Perspectives

    At the conclusion of HCC-CARE, 55 (83%) of participants completed an online survey to provide feedback on the symposium (Supplemental Figure 2). The vast majority of survey respondents reported somewhat or strongly agreeing that the symposium improved their understanding of barriers to diagnosis and treatment faced by patients with HCC (n=49, 89%), the goals that must be achieved to advance equity among patients at risk for or diagnosed with HCC (n=52, 95%), and the necessary actions and steps to advance equity among patients at risk for or diagnosed with HCC (n=52, 95%). Over 70% of participants committed to engaging in each of the four symposium themes (n=41, 75% for HCC screening; n=39, 71% for multi-institutional registry; n=39, 71% for linkage to support services; and n=48, 87% for community engagement and education). In free-text responses, some participants also highlighted the importance of addressing treatment-related disparities among patients with HCC and expressed interest in engaging in these efforts as well.

    Conclusions and Next Steps

    HCC-CARE represented the first step in creating comprehensive and collaborative solutions for achieving equitable HCC outcomes in Boston. The symposium successfully accomplished three objectives. First, HCC-CARE established a knowledge base and raised the saliency of HCC disparities. HCC disparities receive a fraction of the attention paid to breast or colorectal cancer disparities. By establishing a factual framework that described HCC treatment, outcomes, and drivers of disparities, we fostered a shared understanding of the impact of HCC disparities in our region among primary care clinicians, specialists and public health officials. Second, HCC-CARE created a multi-institutional consortium of individuals committed to addressing HCC disparities. This consortium included clinicians across the care continuum, ancillary staff such as patient navigators who are key to addressing needs in this patient population, and representation from multiple parts of the state and local government that are essential for overcoming barriers to care at all levels of influence. Third, HCC-CARE leveraged the wide-ranging expertise of the participants to identify key goals and strategies for achieving equity in HCC outcomes. HCC disparities manifest well before a patient develops HCC, and multi-disciplinary and multi-institutional expertise was critical for broadening the focus beyond single-center experiences with HCC treatment.

    HCC-CARE was a foundational first step, but further action is imperative. More work is needed to overcome potential barriers to implementation, including funding and resource constraints, competing public health priorities, and current lack of shared infrastructure for clinical collaboration and data sharing. As such, we have set up virtual, multi-institutional committees for each theme identified in the symposium (as well as the fifth theme around HCC treatment, which emerged post-symposium) which will further develop and enact these action plans, with the objective of further advocating for HCC as a public health priority, building shared digital infrastructure across the region, and ultimately eliminating HCC disparities by 2030. We will also maintain an organizational framework to coordinate efforts within and between theme-based action plans, apply for additional funding, and expand our consortium to include roles, institutions and perspectives that were missing from the symposium. We will bolster efforts to incorporate the voice of patients and communities hit hardest by HCC (eg, Asian, Black, homeless populations, communities of substance use), as well as the community clinicians that serve these patients. Our outreach included many stakeholders who were unable to attend the symposium or whom we missed in our symposium development; we will leverage the new relationships fostered during HCC-CARE, particularly among the community engagement and outreach committee, to incorporate these voices going forward.

    While HCC-CARE was organized to address HCC disparities in the Greater Boston region, we believe that the symposium offers several lessons that are broadly applicable to other settings: 1) the strategic design of the meeting organized around an objective of identifying actionable goals; 2) the diverse stakeholders across role groups, healthcare institutions and state and local government, that ensure broad perspectives; 3) the priority goals and strategies identified by participants that are applicable in all US communities; and 4) how a symposium dedicated to action propelled collaborative efforts to address HCC disparities. We encourage HCC communities in other cities and states to build from our experience and replicate this process, developing and implementing plans to address HCC disparities tailored to their local context.

    Acknowledgment

    Please see Supplementary Materials for the collaborators list.

    Funding

    The HCC-CARE symposium was supported by a grant from AstraZeneca. KSL is supported by the National Institutes of Health grant K12CA087723. CM is supported by the American Cancer Society grant CSDG-21-172-01-CPSH.

    Disclosure

    KSL has received honoraria from Wiley and has an immediate family member who is employed by and owns stock in GlaxoSmithKline. AB reports consulting with Agenus and Sirtex and conducts institutional research with Seagen, AstraZeneca, Agenus and Geistlich. CM reports funding related to hepatocellular carcinoma disparities from the American Cancer Society, Flatiron Health and AstraZeneca. The authors report no other conflicts of interest in this work.

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  • Inside Waldorf Astoria New York’s Signature Style

    Inside Waldorf Astoria New York’s Signature Style

    Behind‑the‑scenes look at crafting the new‑era wardrobe for team members at Waldorf Astoria New York

    At Waldorf Astoria New York, fashion and hospitality blend effortlessly. Here, luxury lives in even the smallest of details. So, when it came time to create a new team member wardrobe for this legendary hotel, Managing Director Luigi Romaniello wanted to ensure the attire was as iconic as the building itself.

    “The way you dress is also how you feel,” said Romaniello. “And this is an important element when you are taking care of our guests. We want to usher a new era into hospitality; and along with that, it needs to come with a sense of attitude that is different.”

    To help execute a visionary sense of style for the hotel’s wardrobe, Romaniello turned to Nicholas Oakwell, creative director of Nicholas Oakwell Couture & NO Uniform. Oakwell and his team immediately went to work, drawing inspiration from the hotel’s tradition of setting the standard for luxurious hospitality as well as some of its architectural elements. Oakwell’s team was especially inspired by the metals featured throughout the hotel, which range from platinum and golds to silvers and bronzes. These metals are showcased in the various heritage spaces and iconic aspects of the hotel, from the famous Waldorf Astoria Clock in Peacock Alley to the Spirit of Achievement statue on the Park Avenue entrance of the hotel.

    “Waldorf Astoria New York has always had this legacy of fashion,” said Romaniello. “And there is something about the hotel that when you walk into the doors, you already feel like your energy’s raising a few notches.”

    From the exact cut of a lapel to the choice of a button, the wardrobe was crafted with artistry and intention, just like a couture collection. And the result is nothing short of stunning. For Romaniello, these tailored looks represent more than simply clothing; they offer the hotel’s team members a sense of empowerment.

    These wearable pieces of art reveal the extraordinary attention to detail reflecting the precision, care, and pride that define this unparalleled hotel. This new style-forward wardrobe moves beyond fabric and fashion to reveal the soul of Waldorf Astoria New York: the team members who bring it to life every day.

    Earn 1,000 Bonus Points on every stay

    Get free nights even faster. Register now for the Points Plus Promotion and earn 1,000 Bonus Points on all stays from June 1 – August 15, 2025.

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  • U-M Unveils AI Model to Predict Human Behavior

    U-M Unveils AI Model to Predict Human Behavior

    Imagine a self-driving car navigating downtown traffic. To avoid a collision, it must judge whether the pedestrian at the corner is about to cross. Or consider an investment algorithm trading stocks-it needs to anticipate how human investors will react to news before making a move.

    In both cases, machines must do more than compute-they must understand human behavior. But today’s general-purpose AI models, like GPT or LIama, aren’t built for that.

    Enter Be.FM, short for Behavioral Foundation Model, a new AI system developed by researchers at the University of Michigan, Stanford University and MobLab. Be.FM is one of the first AI systems designed specifically to predict, simulate and reason about human actions.

    Unlike traditional models that rely on generic text corpuses, Be.FM is trained on behavioral science-specific data-from controlled experiments to surveys and academic studies.

    Yutong Xie

    “We’re not feeding it Wikipedia,” said Yutong Xie, a doctoral student in information science at U-M and the study’s lead author. “We built a behavioral dataset-more than 68,000 subjects from experimental data, approximately 20,000 survey respondents and thousands of scientific studies-to help the model reason about why people act the way they do.”

    That specialized training gives Be.FM an edge over general-purpose AIs, which often overlook minority behaviors or misread complex social cues. For instance, the team’s prior work, published in the Proceedings of National Academy of Sciences, shows that off-the-shelf AIs tend to imitate average human behaviors, but fail to cover the diversity of the human distributions. More importantly, Be.FM demonstrates a range of emerging capabilities-skills that researchers did not explicitly program-that fall into four key application areas.

    The first and most visible strength of Be.FM is its ability to predict human behavior in real-life situations. For example, Xie described a scenario where a banker offers a few investment options to a group. Be.FM can be used to predict which choices people are likely to prefer and how many will cooperate or take risks. This behavioral forecasting could support economic modeling, product testing or public policy analysis, offering a way to simulate group behavior before launching costly real-world trials.

    Be.FM can also deduce psychological traits and demographic information from behavior or background data. In applications, this might mean inferring whether a person is extroverted or agreeable based on their age and gender, as well as other demographic data, or estimating someone’s age based on their personality traits. This capability could help researchers segment users more effectively, guide personalized interventions or inform product design.

    Human behavior often shifts in response to context, such as changes in timing, social norms or environmental signals. Be.FM can help detect and reason about these drivers.

    For instance, when user behavior in an app changes from January to February, Be.FM can help identify what contextual factors might be influencing the shift-such as a design update, a seasonal trend or changes in how information is framed. By analyzing patterns across scenarios, the model can surface insights about the environmental cues shaping decision-making.

    This makes it a potentially valuable tool for researchers, designers and policy analysts seeking to understand why behaviors change and how to respond effectively.

    Finally, Be.FM can organize and apply behavioral science knowledge to support research workflows. Built on a large language model architecture, it can generate new research ideas, summarize literature or solve applied behavioral economics problems.

    For scholars and practitioners, it could become a tool to brainstorm hypotheses, plan studies or even simulate scenarios before field testing.

    Across these four categories, Be.FM consistently outperformed commercial and open-source models like GPT-4o and LIama in matching human behavior, particularly in tasks such as personality prediction and scenario simulation. Its predictions more closely reflected real-world patterns, especially at the population level.

    Still, the model has limits-its performance beyond these four areas remains untested. It is not yet designed to forecast large-scale political events or predict outcomes like elections or peace deals.

    Qiaozhu Mei
    Qiaozhu Mei

    The research team is already working to expand Be.FM’s domain coverage.

    “Behavior in health, education, even geopolitics-the goal is to make Be.FM useful wherever people make decisions,” said Qiaozhu Mei, U-M professor of information and the corresponding author of the study.

    The Be.FM models are available upon request. The team invites researchers and practitioners to use the model and share their feedback.

    /Public Release. This material from the originating organization/author(s) might be of the point-in-time nature, and edited for clarity, style and length. Mirage.News does not take institutional positions or sides, and all views, positions, and conclusions expressed herein are solely those of the author(s).View in full here.

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  • Researcher Spotlight: Violeta Sanchez i Nogue’s Journey to Bioprocess Development at NREL

    Researcher Spotlight: Violeta Sanchez i Nogue’s Journey to Bioprocess Development at NREL

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    On a Christmas morning in the early 1990s, in a small town north of Barcelona, a young Violeta Sanchez i Nogue’s interest in chemistry was born. She unwrapped a junior chemistry lab kit that would ignite a love of science and lead to a successful career as a senior researcher at NREL.

    A portrait of Violeta Sanchez i Nogue.
    Violeta Sanchez i Nogue, now a senior researcher, started her career at NREL as a postdoctoral researcher. Photo by Werner Slocum, NREL

    “With the kit, you could run lots of different assays inside glass tubes with different chemical compounds,” Sanchez i Nogue said. “It even had an alcohol burner! In retrospect probably not the safest game, but you can imagine lots of color changes and fume generation when reactions were taking place. I had lots of fun playing with this game with my sister, and I was just fascinated by it.”

    With visions of someday working in a chemistry lab, Sanchez i Nogue took an opportunity to expand her horizons by joining an engineering boot camp during the summer before high school graduation.

    “I really enjoyed it, as it gave me exposure to university-level research,” she said. “We spent a couple of weeks taking environmental samples in the Pyrenees and analyzing them in a lab the university had installed at the mountain hostel. Most of the researchers were from the chemical engineering department, so I had the chance to learn about the types of research they were doing.”

    Combining Scientific Passions

    Needless to say, she was hooked. She decided to combine her two interests and pursue a degree in chemical engineering at the Autonomous University of Barcelona. During her undergraduate studies, she completed an internship at Lund University in Sweden, where she later returned to earn a Ph.D. in engineering. It was here that she became familiar with NREL’s leading work on lignocellulosics and bioethanol—the focus of her thesis.

    Sanchez i Nogue worked for a startup company developing yeast strains and processes for second-generation ethanol and other biotech applications. In the summer of 2015, she joined NREL as a postdoctoral researcher working on a project to produce renewable carbon fibers.

    “It just felt like a once-in-a-lifetime opportunity when a colleague from grad school sent me the job posting,” Sanchez i Nogue said. “It was a relatively big project with universities, other national labs, and industrial partners. This first project was ambitious, and the fermentations I was running were really fast, but it was an amazing experience to be able to work with a highly multidisciplinary team. After a few months of being at NREL, I had the opportunity to join another project, which I am still part of.”

    Working With Microorganisms

    “While one might think the challenges an organism faces when we put them in bioreactors are really different compared to their native environment, you can actually leverage lots of natural strengths and weaknesses from learning about their origins,” Sanchez i Nogue said.

    A person sitting in a chair in a lab, smiling.
    Violeta Sanchez i Nogue works with digesters in NREL’s Field Test Laboratory Building. Photo from Violeta Sanchez i Nogue, NREL

    Most of her projects have parallel efforts across the laboratory in metabolic engineering, separations, catalysis, and analysis.

    “Working on multidisciplinary projects with people who all have unique sets of expertise and backgrounds can be challenging at times,” Sanchez i Nogue said. “But it always feels like a pivotal moment when synergies occur because people work together.”

    “I love the fact that I learn something new every single day,” she said. “I have what I consider one of the greatest privileges in a job: I work with dedicated, hard-working, and kind people, and this is a pleasure not everyone has.”

    Seeking New Challenges

    While the development of core capabilities happens on a laboratory scale, Sanchez i Nogue also works at the pilot scale in NREL’s Integrated Biorefinery Research Facility and externally with different industrial and university project partners.

    Given her proclivity for collaboration, Sanchez i Nogue is not one to shy away from a new challenge. In 2023, she worked to onboard new operations in NREL’s Field Test Laboratory Building to be able to use different types of organic waste (including food waste, manure, and wastewater). Today, she is doing similar work on setting up an aerobic gas fermentation system in NREL’s new Research and Innovation Laboratory that will allow the use of hydrogen, oxygen, and flue gases.

    “Deploying new capabilities in the lab is often challenging,” Sanchez i Nogue said. “Who do we bring to the table to help moving things forward? How does it fit into the current lab operations? Which changes will be needed to implement it safely? It is a lot of work behind the scenes.”

    Sanchez i Nogue’s behind-the-scenes work has a history of paying off.

    “Over these last years, I have been fortunate to work with people who took our challenges as theirs, and that has allowed for instrumental changes to the system,” she said. “I am happy to contribute to expanding NREL’s bioeconomy and sustainable transportation research capabilities!”

    Living Beyond the Lab

    Outside of work, Sanchez i Nogue enjoys cooking, baking, reading, gardening, and raising her 2-year-old daughter, which includes answering endless whys about people and nature’s curiosities.

    “We recently had a nice opportunity to see a couple of robins nesting in our front yard, so we talked about how and why they were constructing the nest, laying the eggs, incubating them, feeding them, teaching them to fly, and more,” she said. “She is also fascinated by butterflies and has just started to distinguish ants from spiders.”

    Her daughter’s expanding love of learning about the world around her mirrors that of her own, nurtured by the fateful junior chemistry lab kit from many Christmases ago.

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  • RNA viruses may differentially shape carbon recycling in the ocean

    RNA viruses may differentially shape carbon recycling in the ocean

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    Dr. Chana Kranzler, Goodman Faculty of Life Sciences, Bar-Ilan University


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    Credit: Courtesy Bar-Ilan University

    A new study by researchers at Bar-Ilan University has uncovered that certain ocean viruses—specifically RNA viruses—may disrupt how carbon and nutrients are recycled in the ocean, potentially altering the global carbon cycle.

    The research, conducted in partnership with Rutgers University, focuses on viruses that infect microscopic algae known as phytoplankton, which are essential to life on Earth. These tiny organisms not only generate much of the planet’s oxygen but also play a critical role in drawing down carbon dioxide out of the atmosphere. When phytoplankton are infected and killed by viruses, they release dissolved organic matter (DOM) into the surrounding seawater that serve as food for marine bacteria that help recycle a substantial amount of carbon and nutrients.

    However, the study, recently published in Science Advances, found that not all viral infections lead to the same outcome. Researchers compared the effects of RNA and DNA viruses on a common phytoplankton species and discovered a key difference: DOM from an DNA virus infection supports bacterial growth, while DOM from an RNA virus infection does not. Instead, it makes recycling more difficult— causing bacteria to expend more energy attempting to break down complex proteins.

    These shifts may alter how much organic carbon sinks deeper into the ocean, where it can remain stored for longer periods—potentially keeping it out of the atmosphere and influencing global climate patterns.

    “Viruses don’t just kill phytoplankton; they fundamentally alter the way carbon moves through the ocean,” said lead author Dr. Chana Kranzler, from the Goodman Faculty of Life Sciences at Bar-Ilan University. “We are learning that distinct types of viral infections can impact surrounding microbial communities in different ways, potentially reshaping how carbon is recycled and the amount of carbon that is ultimately sequestered in the deep ocean.”

    Given that every drop of seawater contains millions of viruses, these findings suggest a hidden layer of complexity in how oceans regulate climate. While both RNA and DNA viruses are widespread, their ecological roles are only beginning to be understood.

    This study opens new avenues for research into how phytoplankton and viruses shape the ocean’s biogeochemical cycles—and how those processes, in turn, affect Earth’s climate.


    Disclaimer: AAAS and EurekAlert! are not responsible for the accuracy of news releases posted to EurekAlert! by contributing institutions or for the use of any information through the EurekAlert system.

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  • John Torode to leave MasterChef after allegation of using racist language | MasterChef

    John Torode to leave MasterChef after allegation of using racist language | MasterChef

    The MasterChef presenter John Torode will not return to the BBC cooking show after its producers, Banijay UK, said his contract would not be renewed.

    Torode had earlier said he was the subject of an allegation of using racist language that was upheld as part of an inquiry into the behaviour of his former co-presenter Gregg Wallace.

    A Banijay spokesperson said: “In response to John Torode’s statement, it is important to stress that Banijay UK takes this matter incredibly seriously.

    “The legal team at Lewis Silkin that investigated the allegations relating to Gregg Wallace also substantiated an accusation of highly offensive racist language against John Torode which occurred in 2018.

    “This matter has been formally discussed with John Torode by Banijay UK, and whilst we note that John says he does not recall the incident, Lewis Silkin have upheld the very serious complaint. Banijay UK and the BBC are agreed that we will not renew his contract on MasterChef.”

    A BBC spokesperson said the allegation against Torode “involves an extremely offensive racist term being used in the workplace”, which was “investigated and substantiated” by the independent investigation led by Lewis Silkin.

    They said: “John Torode denies the allegation. He has stated he has no recollection of the alleged incident and does not believe that it happened. He also says that any racial language is wholly unacceptable in any environment.

    “The BBC takes this upheld finding extremely seriously. We will not tolerate racist language of any kind and, as we have already said, we told Banijay UK, the makers of MasterChef, that action must be taken. John Torode’s contract on MasterChef will not be renewed.”

    More details soon …

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  • Leah Williamson: England captain says ‘relentless’ Sweden ‘deserve more recognition’

    Leah Williamson: England captain says ‘relentless’ Sweden ‘deserve more recognition’

    England captain Leah Williamson says Euro 2025 quarter-final opponents Sweden are “relentless” at major tournaments and “deserve a little bit more recognition”.

    Sarina Wiegman’s side finished runners-up in Group D, while Sweden won all three group matches to finish top of Group C and set up Thursday’s match (20:00 BST).

    Sweden beat Euro 2022 finalists Germany 4-1 with an impressive performance in their last match and conceded just one goal in the group stage.

    Alongside England and France, they are the only nations to have reached the quarter-finals in all five major tournaments since 2017.

    And aside from their 4-0 loss to England in the Euro 2022 semi-finals, Sweden have won six of their past seven games in the competition.

    “Sweden’s previous results at tournaments are incredible. They are relentless when it comes to tournament football,” said Williamson.

    “Maybe disrespectful is too strong a word, but I do think they deserve a little bit more recognition.

    “When you have a team who work for each other like Sweden, then you don’t need to necessarily have a crazy standout threat because everyone plays their roles.

    “They are hard to prepare for in that sense. The discipline for them all to complete their jobs on the pitch makes them a dangerous side.”

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