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Sam Neill's 'Jurassic Park' costars Jeff Goldblum, Laura Dern pay tribute
Laura Dern and Jeff Goldblum are sharing emotional tributes to their "Jurassic Park" costar Sam Neill.
Laura Dern pays tribute to 'Jurassic Park' costar Sam Neill
Laura Dern is sharing an emotional tribute to her "Jurassic Park" costar Sam Neill.
2 brain-healthy habits a neurologist swears by to prevent disease
A neurologist shared why emotional health is so important for reducing the risk of dementia and Alzheimer's.
Meet the Floating Robot Companion Designed for Safe, Friendly Human Interaction
Robotics researchers are trying to prove that lighter-than-air robots could excel at emotional connection.
Yes, Computer Science Can Teach Social-Emotional Skills. Here's How
Though seemingly disparate, computer science and student mindfulness can mutually reinforce one another.
Dr. Jeff Bird: New Endeavors in Youth Sports
By Dr. Jeff Bird— MUNCIE, IN—Participation in youth sports improves outcomes for children in multiple important parameters. The data is convincing. Youth sports participation is linked to significant improvements in physical health, cognitive function, and social-emotional development. I ha
Marina Moscone Presses Pause on Her Business
In an exclusive interview, sisters and cofounders Marina and Francesca Moscone, weigh in on their decision to suspend operations—for now. “This has definitely been a heavy, heartfelt decision, a very emotional one for us,” the designer said. “We knew entering this industry and this business of our own, fashion is turbulent and joyful all the time.”
Winwin, the Latest Member to Leave NCT and SM Entertainment, Pens Emotional Letter to Fans
“These past 10 years will remain one of the most precious chapters of my life."
Winwin, the Latest Member to Leave NCT and SM Entertainment, Pens Emotional Letter to Fans
“These past 10 years will remain one of the most precious chapters of my life,” the star said in a letter to fans.
A Dog Named Dug: The Science Behind Therapy Animals
Through the Cornell Companions program, volunteer therapy animals on campus bring emotional and neurochemical benefits to students during stressful times.
WHO calls for urgent action as new cancer cases are projected to nearly double by 2050
Millions of people are facing physical, emotional and financial toll of cancer, a disease that claims more than 26 000 lives every day, according to a report released today by the World Health Organization (WHO). With an estimated 20.6 million new cases and close to 10 million deaths annually, cancer remains the second leading cause of death globally, after cardiovascular disease.
Stop Shaming Yourself Into Better Habits. Science Says This Emotion Works Better
New research says joy, not shame, is what makes better habits stick. Here's the 5-step method two UBC psychologists use to build them.
Nearly 3 in 4 scam victims say it harmed mental health, report finds
Americans lost an estimated $68 billion to scams in 2025, while many victims reported lasting emotional and financial impacts, according to Gallup and the Stop Scams Alliance.
Eliezer Alfonzo has emotional day as Dodgers lose to Padres
Eliezer Alfonzo goes 0 for 2 in his major league debut, but there were more important things for the Dodgers catcher to think about.
Watch: Emotion and politics merge in Tehran at funeral of former supreme leader
The BBC's chief international correspondent Lyse Doucet is in Tehran, where funeral events are taking place in honour of Iran's former leader, Ayatollah Ali Khamenei.
Real Madrid player apologises for World Cup showing
Real Madrid midfielder Fede Valverde has released an emotional statement following Uruguay’s exit at the World Cup. The future Real Madrid captain has endured a tough season both at club and interna...
Letters: Mixed emotions over LeBron james leaving Lakers
Readers of the Los Angeles Times Sports section give their thought on LeBron James parting ways with the Lakers, Kawhi Leonard, Dave Roberts and the Sparks.
Letters to Sports: Mixed emotions over LeBron James leaving Lakers
Readers of the Los Angeles Times Sports section give their thought on LeBron James parting ways with the Lakers, Kawhi Leonard, Dave Roberts and the Sparks.
Mixed emotions as England face Mexico
England take on co-hosts Mexico in the round of 16 at 01:00 BST on Monday morning.
Mississippi firefighter suicides bring focus to mental health
Kyle Hill of the Mississippi Fire Chiefs Association reported that four firefighters died by suicide in the past year, citing the emotional toll of their work.
The politics of feeling: why did ‘boring’ prime minister Keir Starmer provoke such visceral reactions?
In the post-2008 world, the political climate is often determined by emotion rather than ideology.
Olivia Wilde says Jeff Bridges uses an unhinged technique before emotional scenes
The actress recalls her time working with the Oscar winner on "Tron: Legacy."
Riley Gaines and women's sports activists share honest reactions, emotions to SCOTUS Title IX ruling
Riley Gaines says the Supreme Court women's sports ruling is worth celebrating but admits the years-long fight has left her deeply exhausted.
Recovering emotionally from the gut punch trade
Unpacking the emotion of the Jaylen Brown trade for Celtics fans
Opinion: When politics becomes personal
Political losses can trigger emotions similar to grief, as people's identities and values become tied to their political beliefs.
10 reasons Wimbledon still feels like sports’ greatest summer ritual
Every summer, the tennis world turns its attention to the grass courts of the All England Lawn Tennis and Croquet Club in London. The 2026 Championships, Wimbledon has already produced memorable moments in the first round, with established champions, emotional…
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.
North Dakota opens wellness equipment funding opportunity for rural hospitals | Health and Human Services North Dakota
From fitness and recovery equipment to mindfulness tools and wellness spaces that help reduce burnout, North Dakota Health and Human Services (HHS) is investing in the health and well-being of rural healthcare workers through a new funding opportunity for rural hospitals.Applications are now open for the Hospital Wellness Equipment funding opportunity through the North Dakota Rural Health Transformation Program (RHTP), providing resources to help rural North Dakota hospitals create healthier workplaces and support the physical, mental and emotional well-being of their workforce.
'Staying away from the middle will be hardest': Sachin Tendulkar's emotional message to Ben Stokes after retirement
Sachin Tendulkar led heartfelt tributes to Ben Stokes following his retirement from international cricket. Tendulkar lauded Stokes' fearless approach, match-winning ability, and inspirational leadership, calling him one of England's finest all-rounders and captains. Stokes, who bowed out after a Test series loss, expressed contentment with his decision, citing years of physical and mental demands as the primary reason for stepping away.
Scam Victims Report Billions Lost and Harm to Mental Health
Scam victims in the U.S. lost an estimated $68 billion in 2025, suffering widespread financial and emotional harm.
Patrick Mahomes Shares Emotional Four-Word Message After NFL Legend’s Heartbreaking Health News
Patrick Mahomes was among the NFL stars sending support after Chris Johnson announced his ALS diagnosis. The post Patrick Mahomes Shares Emotional Four-Word Message After NFL Legend’s Heartbreaking Health News appeared first on HEAVY.
Alicia Keys cries, Springsteen speaks during emotional Clive Davis funeral
Bruce Springsteen, Alicia Keys and more stars are turning out to honor Clive Davis.
Patrick Mahomes Shares Emotional Message Following NFL Legend’s ALS Announcement
Kansas City Chiefs quarterback Patrick Mahomes had four words after unfortunate announcement
Running through challenges: Elite runner returns to Missoula Half Marathon after health complications
Abby Rodseth finished as the 11th woman in the Missoula Half Marathon, completing an emotional return to competitive running.
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
Science & Medicine: Scanning the brain to improve treatment for traumatized teens
Around 20% of teens who have experienced emotional trauma don't respond to talk therapy. UT Health San Antonio is using neuroimaging to track brain changes in traumatized teens during a course of therapy to see if they can figure out why, which could lead to the development of more personalized treatments that will help more teens heal.
Dear Abby | Mom's rekindling with abusive father feels like a betrayal
Dear Abby: I am estranged from my father and have been since I was 12. (I'm currently 26.) He was emotionally, psychologically and physically abusive to me, and cutting ties
The war for Burnham’s ear: politicians and wonks fight for influence over a PM
There is high emotion, a deluge of policy papers and an ‘excruciating’ jostle for jobs as Labour’s probable next leader settles back into Westminster life
Andy Cohen cries as he mourns 28-year-old 'WWHL' producer who died of brain cancer
Andy Cohen became emotional mourning 'Watch What Happens Live' production manager Kyra Samson, 28, who died of brain cancer earlier this week.
Plan Intl: ‘Mental health impact of Venezuelan quakes can last for years’
Men’s Health: Caring for the Body, Mind and Spirit
FORT POLK, La. — Seeking help is often viewed as a vulnerability in military culture, but healthcare providers at Bayne-Jones Army Community Hospital are reframing it as a tactical strength. In observance of Men's Health Month, a BJACH family physician, a mental health provider and the hospital chaplain have partnered to deliver a unified message: peak military readiness requires actively maintaining the body, mind and spirit. From utilizing routine screenings to leveraging physical discipline to build mental resilience and cultivating a strong spiritual community, the team outlines actionable steps to overcome the physical, emotional and isolation barriers that uniquely impact men.
Ravens rookie Ja’Kobi Lane details emotional draft-day moment
Ja’Kobi Lane recalls the intense stress and emotional relief of the moment he finally received his NFL draft call.
A heartfelt and emotional ‘Tick, Tick... Boom!’ from Triune Entertainment
Jonathan Larson’s autobiographical musical is performed with a wonderful blend of harmonies in the ensemble numbers.
A Major ‘House Of The Dragon’ Death Exposes What’s Wrong With The Series
The HBO series can't seem to have the same emotional impact.
Is watching England play bad for your health?
Watching football is an emotional rollercoaster - but is it good or bad for your health?
Researchers develop new 'emotionally aware' model for classifying mental health conditions
Researchers have developed a new "emotionally aware" AI-based model for classifying mental health conditions, which could help clinicians better diagnose patients' mental health conditions. The Emo-MHC ...
Kyle Busch's wife pays tribute to late NASCAR driver: 'The Father’s Day cards that were already made'
Kyle Busch's wife, Samantha Busch, shared an emotional Father's Day tribute to the NASCAR driver after his death. 'Watching these memories hurts more than I can explain,' Samantha wrote.
Sandra Bullock shares photo of late dad holding her kids in emotional Father's Day tribute
Sandra Bullock has shared a moving tribute to her dad, John Wilson Bullock, who died at 93 in 2018, in which she wished the WWII vet a 'Happy Heavenly Father's Day.'
Reese Witherspoon gets emotional as 'Legally Blonde' cast reunites ahead of 'Elle' prequel series
Reese Witherspoon got emotional while celebrating the 25th anniversary of 'Legally Blonde' with her castmates Jennifer Coolidge, Victor Garber, Selma Blair and more.
Beyond the World Cup... 5️⃣ stories shaping Sunday
Spanish football is experiencing a day of high emotion, with the offices and the pitch sharing the spotlight.While the Costa del Sol celebrates a historic return to the top flight after an agonizing j...
2026 MCWS finals: Will Oklahoma's win or UNC's loss carry more of an emotional impact in Game 2?
Instead of dwelling on a win or loss, both UNC and Oklahoma are looking forward to Game 2.
'The Pitt' star Katherine LaNasa on Dana's emotional breakdown over sexual assault survivor
Katherine LaNasa explains how her own battle with cancer and ex-husband Dennis Hopper's death informs her work on 'The Pitt' — and why her character had an emotional breakdown over a sexual assault survivor.
Massive N.J. country music festival gets strangely emotional as 2 stars cry on stage |Review
Barefoot Country Music Festival was full of surprises this year
Mangione lawyers abandon psychiatric defense over health CEO’s killing
Legal team of alleged gunman, 28, reverses position on ‘extreme emotional disturbance’ defense after one day
Lionel Messi’s father undergoing treatment for health issues, family says
Family statement comes two days after an emotional Messi wiped away tears in Argentina's World Cup match against Algeria.
Largest-ever global review calls for integrated mental health care after brain inflammation
A major new study has found that mental health and behavioral changes such as depression, anxiety and emotional instability are common in people who survive encephalitis—inflammation of the brain that ...
What Happened to Lionel Messi's Dad? Health Scare Behind Emotional World Cup Moment
Lionel Messi was visibly emotional after scoring his first goal during Argentina's FIFA World Cup 2026 opening match against Algeria
She called police in an emotional crisis. She says the responding officer raped her.
A Westchester County woman has filed a lawsuit against a former Harrison Township Police Lieutenant, alleging he sexually assaulted her after she called police headquarters during a mental health crisis in August of 2023.
'Disclosure Day' anchor Courtney Grace breaks down that unforgettable ending
Her name is Courtney Grace and she carries Steven Spielberg's sci-fi thriller to its emotional climax. She discussed her experience working on the film.
Q&A: Term-limited Sioux Falls mayor reflects on Republican fractures, conflict with legislators
TenHaken became emotional Monday while reflecting on positive relationships with city leaders and his staff’s accomplishments.
Katie Thurston Delays Biopsy, New Treatment for Stage 4 Breast Cancer for 'Mental Health Reasons’: ‘I Need a Break’
Katie Thurston has been open about her fear of needles and the emotional toll of her stage 4 breast cancer journey. The ‘Bachelorette’ alum said she’s now pushing back a biopsy and new treatment to prioritize her mental health.
'Alf' star Anne Schedeen dies at 77, family highlights her 'burning hatred for Trump'
'Al'f actress Anne Schedeen has died at age 77, the star's family announced in an emotional Facebook post, saying she left behind 'burning hatred for Trump.'
How Serena Williams’ tennis comeback felt as a fan after four years away
Williams' return brought a sense of nostalgia to the grass of Queen's Club in west London.
Mind, Body, Soul: Self-Care Is Health care Community Health Day
Ethan Temple Seventh-day Adventist Church invites residents throughout the Miami Valley and surrounding communities to attend its “Mind, Body, Soul: Self-Care Is Healthcare: Community Health Day” on Saturday, July 25, 2026, at Ethan Temple SDA Church, 4000 Shiloh Springs Road, Clayton, Ohio 45315.The free community event is designed to promote holistic wellness by addressing physical, mental, emotional, and spiritual health while connecting individuals and families with valuable healthcare and community resources.The day opens with Morning Worship at 11:00 a.m., featuring guest speaker Alberta Scruggs, a licensed registered dietitian and nutritionist, who will share practical guidance on nutrition, self-care, and healthy living. Following the service, attendees will enjoy refreshments and a light lunch before taking part in the afternoon's health screenings, community resource fair, and wellness-focused activities.From 2:00 p.m. to 5:00 p.m., attendees will have access to free health screenings provided through a partnership with Premier Health, along with information and resources from local health and human service organizations.A Community Health Fair from 2:00 p.m. to 3:30 p.m. will feature representatives from several organizations such as Black Women’s Health Initiative, CareSource, and many more.Recognizing the growing importance of emotional wellness, the event will also feature a Mental Health Panel Discussion from 3:30 p.m. to 5:30 p.m. led by respected professionals in behavioral health and counseling. The panel will provide an opportunity for open conversation, education, and community engagement around mental health awareness, treatment, and support.In addition to health services and educational opportunities, attendees will receive complimentary lunch bags while supplies last, and school supplies will be distributed to students and families while supplies last.The Community Health Day is open to the public and free of charge. No registration is required.
Community wellbeing programme launches in Truro for residents
Sessions will focus on areas including physical health, emotional wellbeing and stress management.
Lewis Hamilton Claims Emotional First Ferrari Victory
Barcelona-Catalunya Grand Prix Race Report: Hamilton Wins in Red Lewis Hamilton won the 2026 Barcelona-Catalunya Grand Prix to claim his first victory for Scuderia Ferrari, producing…
Rep. James Gallagher on Iran, President Trump and his priorities in Congress
California’s newest Congressman, James Gallagher, described his first few days in Washington as "overwhelming” and filled with emotions as he steps into his new role representing California's U.S. House District 1.
An emotional Victor Wembanyama laments NBA Finals loss to Knicks
Wemby needed a moment while discussing his team's NBA Finals loss.
Your brain can keep improving into your 90s, study finds
A three-year study of nearly 4,000 adults ranging from age 19 to 94 found that brain health can improve at any age, challenging the common belief that mental sharpness must decline as we get older. Participants spent just a few minutes a day on brain-training activities, and researchers found measurable gains across multiple aspects of brain health, including thinking clarity, emotional well-being, and sense of purpose.
Your brain can keep improving into your 90s, study finds
A three-year study of nearly 4,000 adults ranging from age 19 to 94 found that brain health can improve at any age, challenging the common belief that mental sharpness must decline as we get older. Participants spent just a few minutes a day on brain-training activities, and researchers found measurable gains across multiple aspects of brain health, including thinking clarity, emotional well-being, and sense of purpose.
Real Madrid legend could make emotional return in new capacity
Luka Modric’s remarkable playing career could be approaching its final chapter, but his connection with Real Madrid may be far from over.The Croatian midfielder spent 13 trophy-laden years in Madrid...
Our favorite photos of ecstatic high school sports celebrations
This high school sports postseason brought out some big emotions.
Why grandparents matter more than ever for children's mental health
A child psychologist says grandparents are more important than ever as youth mental health challenges continue to rise. He argues that children need supportive relationships, meaningful conversations, and a sense of purpose—not just pressure to achieve. Grandparents can help by listening, encouraging, and creating positive experiences that strengthen emotional resilience.
Why grandparents matter more than ever for children's mental health
A child psychologist says grandparents are more important than ever as youth mental health challenges continue to rise. He argues that children need supportive relationships, meaningful conversations, and a sense of purpose—not just pressure to achieve. Grandparents can help by listening, encouraging, and creating positive experiences that strengthen emotional resilience.
Taylor Swift pauses speech after getting emotional on stage in moving family tribute
Taylor Swift cried on stage in a moving speech dedicated to her family after she broke a major music industry record: 'They uprooted their entire lives.'
Systematic review identifies key barriers preventing Indian adolescents from seeking mental health care
For many adolescents in India, seeking help for anxiety, depression or emotional distress remains far more difficult than it should be. A new review led by The George Institute for Global Health finds ...
Netflix's New #2 Series Is a Crime Drama with a 100% Rotten Tomatoes Score
A new British true-crime drama is climbing Netflix’s Top 10 and earning strong reactions for its intense, emotional retelling of a devastating real-life case. Get all the details here.
For better or worse, young people are turning to AI chatbots for emotional support
Millions of young people use AI chatbots when they feel upset, nervous or stressed, a new study says. Here’s what to know about this mental health strategy.
What Brands Get Wrong About Sports Sponsorships—and How to Get Them Right
Companies spend billions sponsoring major sporting events, yet many still evaluate success primarily through exposure metrics such as logo visibility and immediate brand recall. New research suggests those measures increasingly misrepresent sponsorship effectiveness because consumers form long-lasting, overlapping associations among brands, events, and competitors within crowded sponsorship ecosystems. Brands generate more enduring value when they focus less on visibility and more on authentic participation, distinctive experiences, and emotional engagement that strengthen trust and meaningful long-term recall.
Her boyfriend is handsome, attentive and always emotionally available. The catch? He's made of pixels.
Romance role-playing otome games, like "Love and Deepspace," have exploded in popularity in recent years and offer a reprieve from the bleak dating scene for many of their female fans.
Mother and daughter learn to live again in "Honeyjoon"
“Laughter through tears is my favorite emotion,” Truvy Jones (Dolly Parton) said in “Steel Magnolias.” First-time feature film director Lilian T. Mehrel applies that notion to her film “Honeyjoon.” What
We can create the future of science right now
Paul Litvak is the founder and Executive Director of the Robyn Dawes Institute and a Visiting Scholar at UC Berkeley. He has a PhD in Behavioral Decision Research from Carnegie Mellon where he studied emotions and the sunk cost bias. Over 15 years in industry, he solved a wide range of challenging technical problems. At Meta he created models optimizing the ad review process. At Google he ran experiments to measure social influence. At Airbnb, he was a product manager leading machine learning teams optimizing search ranking and price suggestions. He also co-founded and led product at Rhythmic Health, a venture-backed biosensing startup, creating an accurate low cost system using a color changing strip and a smart phone to measure salivary lactate. The bottleneck At this point, it is uncontroversial to say that science needs to stop using the PDF article as the unit of knowledge and currency. The unbearable slowness of scientific publishing, the profit motive and margins: I’m not saying anything new. The PDF also sucks because it’s hard to extract structured information, which makes it hard to do evidence synthesis. As a result, we do much less evidence synthesis than is needed. And evidence synthesis ultimately undergirds most policy and medical decision-making. I can see second-by-second real-time odds for any sporting or newsworthy event, but a school board can’t see the best evidence on whether their 8th graders should be taught algebra. As a society, we don’t treat this as an important problem. Again, not controversial. Not only is the problem well understood, but the solution has already been laid out. What we need is AI-assisted living evidence synthesis - (1) an open knowledge graph of atomic claims, (2) claims linked to evidence, (3) assessment and synthesis of each piece of evidence, and (4) continuous updating with new data. What few realize (yet) is that the technical capacity to build this vision for a significant portion of science already exists. Not only that, scientists and startup teams are already building many of these components. I know this because I’ve been surveying the space and talking to many of the builders. There are some missing pieces: for example, evaluations of how well some of the components work. But at this point, most of what’s missing is a fully end-to-end working integration of all of these parts. In the rest of this essay, I’m going to lay out all the parts of a working living evidence layer for science and who is working on them, and propose concrete next steps for building this system. What’s now possible The diagram above outlines the components of a living evidence synthesis platform, including some of the teams working on each component1. Scientific PDFs are processed into claims with associated evidence. The evidence is subjected to a forensic audit, methodological evaluation and robustness and reproducibility checks. Finally it’s given a weight in a continuously updating synthesis. What follows is a description and status of each component and a few of the teams working on them. Document understanding The first thing you need to be able to do is turn an article into structured data. Mostly that means parsing PDFs. There are often multicolumn layouts that confuse non-specialized PDF to text processing libraries. For scientific papers, there is the added complexity of parsing formulas and tables and figures. This is a really hot area - there are startups offering APIs, and it seems like a new open source package gets posted to Github every few weeks. What follows isn’t exhaustive. A package called GROBID was the state of the art for a while, they didn’t update their package for nearly two years until very recently. In the meantime reducto.ai released an AI powered PDF extraction API, PaddleOCR became popular, IBM released a model called Docling, and both Mistral and Gemini created models and libraries. I also know of at least one other well-funded psychology research group working on a paper parser. By contrast, there are few open evals in this space, with no extensive evals for complex table comprehension in particular. Nonetheless, I’m confident this will be a solved problem soon, given the combination of LLM advances and developer interest. Hypothesis level extraction There has been increasing interest in comprehending the extracted text of papers and linking information to evidence for each hypothesis. A lot of work has already been done. Trialstreamer (Marshall et al. 2020) and RobotReviewer LIVE (Marshall et al. 2023) demonstrated automated extraction of trial population, intervention, and outcome at scale on clinical RCTs. PaperQA2 (Skarlinski et al. 2024) and Ai2 ScholarQA (2024) extended this to retrieval-augmented question answering with citation grounding. Elicit, Consensus, and SciSpace operationalized claim-level extraction for end users. OpenEval (Booeshaghi et al. 2026) is the most recent and most ambitious: 1.96 million atomic claims extracted from 16,087 eLife manuscripts using Claude Sonnet 4.5, grouped into ~299,000 results, with LLM evaluations showing 81% agreement with human peer review on a 2,487-paper subset. None of these solutions link claims to test-statistics, as you would need to evaluate randomized controlled trials. This is why I built the evidence.guide API - to extract hypotheses and associated test statistics from behavioral science papers. The best public eval of this kind of extraction I’m aware of comes from the recent SCORE project - they had humans code thousands of psychology papers to extract their claims by hand. It would be extremely helpful to the world if all scientific PDFs were available as structured open data. I’ve been working to make this happen, both directly at Berkeley and through coordination with large entities I can’t yet speak of; as hard as it is to do, I think it’s possible2. Forensic audit A lot of work has been done on forensic audit, but some gaps remain. Of course, for biology papers that rely on images for evidence, there are a variety of tools (notably Proofig and ImageTwin) to spot anomalies. These are still well short of what sleuths like Elizabeth Bik can do on her own, but these tools are constant companions among fraud analysts. There’s someone working on auditing Excel files for anomalies, and a number of teams are automating numerical checks like GRIM and SPRITE, including Scrutiny project, the INSPECT-SR team as well as statcheck. The regcheck team is building a way to use AI to compare preregistrations to analyses in papers, to ensure there aren’t significant deviations. Nonetheless, there are many other kinds of anomalies to screen for, both public and less publicly known. And there are no formal evals for anomaly detection that I’m aware of. Still, there’s a lot to draw from in this space and I’m pretty certain we will be able to scan papers for most kinds of obvious anomalies in the near future. Methodological review This area has been white hot, though I fear for many of the startups in this space, because this capability may become commoditized. There are at least six different AI peer review companies, including Refine.ink, Reviewer3, ReviewerZero.ai, Q.E.D. Science, Paper Wizard, and Isitcredible. Coarse (a pun on refine) was also recently created as an open source alternative. These systems provide qualitative feedback on the content of papers, spotting methodological weaknesses and mathematical errors. They seem to work pretty well, and many academics report bitterly that they exceed the average quality of typical peer reviewers. But there are few evals here either. What evals exist so far involve using LLM-as-judge (circularity problems abound) or comparing against human reviews of questionable quality. What you’d ideally want is an eval that measures capturing known errors in papers3. Reproducibility and robustness Another active area has been using AI agents to automate computational reproducibility4 and robustness5 checks in papers that report numerical results. For more recent papers where data and code are available, AI agents can see whether they can re-run the analyses and produce the numbers reported in the published paper. In addition to a handful of individual academics who have been experimenting using Claude Code for this, the Institute for Replication is a leading group working on building an end to end system. The evals related to this problem are the most mature, with CORE-Bench (Siegel, Kapoor, Narayanan 2024) and PaperBench (OpenAI 2025) available to benchmark agents on this task. There is also work on getting AI agents to test alternative ways of analyzing the data to ensure the results are robust to small analytic design choices. Synthesis This is the most underdeveloped area where significant investment is required. Although some automated evidence synthesis systems exist — for example, otto-sr is building an AI agent to write systematic reviews — none of these incorporate the full range of paper level signals to weight evidence appropriately. Nor is there anything like an eval or a gold standard for a good systematic review. Arguably Cochrane reviews are the closest we have to gold standard human systematic reviews, though I’ve heard academics in the know complain about their uneven quality. A key question for a synthesis platform is how to weight anomalies and methodological issues in assessing the quality of a piece of evidence. This is an unsolved problem and one I’m very keen to work on. Continuous updating There are many pieces of basic infrastructure available for monitoring for new research and initiating updates. OpenAlex is the current open citation graph. Retraction Watch integrated into Crossref in October 2023. Scite tracks how citations support, contrast, or mention prior claims. The Living Evidence Network demonstrated continuous-update workflows in clinical guidelines. Engineering this is a relatively straightforward task. When you look over this technical architecture and all the progress being made, it’s hard not to be optimistic that a living guide to scientific evidence will be built. The stakeholders are ready The social infrastructure for this is starting to coalesce — it’s not just a pie in the sky academic exercise to imagine this coming into existence. Institutions like the Center for Open Science, the Institute for Replication, the INSPECT-SR, the Living Evidence Network and more are all working on scaling work to improve research quality. Funders are also aligned. The Sloan Foundation has funded living evidence work through COS. Coefficient Giving supports the Institute for Replication and COS. The Astera Institute and the Institute for Progress have shown interest in this space. NIH has established an Office for Replication and Reproducibility. Although there are (very unfortunately) serious headwinds in science funding generally, there is an active group of funders interested in metascience. A brief word about what I’ve been doing at RDI. First, as a Visiting Scholar at Berkeley I’ve been actively figuring out how a non-profit and a public university can conduct and make public the results of large-scale academic article data mining. With some of the money I raised from donors, I commissioned a legal analysis of recent case law and publisher text data mining (TDM) agreements in order to understand whether a massive open data mining of academic articles is possible (with caveats, it is). I’ve also been working to bring together stakeholders in this space, and identify gaps. I’ve also been doing some software development in this space, with more to come. A pilot proposal The assumption undergirding all of this is that an AI, given all this information, would make the right judgment about a scientific claim with lots of conflicting evidence, weighing all the factors appropriately. That’s the hypothesis we need to test. Randomized control trial research is the best place to focus on first. RCTs are used to make many of the important decisions in society - from medical trials to public policy changes. And they use a relatively uniform set of inferential statistics with lots of known and available diagnostics. Behavioral science experiments, within the broader realm of RCTs, should be first used as a testbed whose results can be generalized. Because behavioral science is at the vanguard of open science practices, replications abound (there are thousands of them) to serve as ground truth training data. Key Hypothesis Therefore the pilot would test, in behavioral RCTs that have been replicated, whether the quality of evidence for a claim can be used to accurately predict whether that claim will replicate. Secondary Hypotheses Compared to claims that replicated, non-replicated claims demonstrate a greater share of forensic anomalies in their source literatures. Hypothesis level claim and statistic extraction is accurate enough to scale living evidence without onerous human review costs. Replication prediction is more accurate than prediction markets6 or journal prestige. If all the different quality signals we gather do accurately predict which studies will replicate, then we can use that model to score evidence to power the living evidence layer. Why this is informative regardless of outcome If the pilot succeeds, the architecture extends to medical RCTs (where Living Evidence already operates and integration is mostly about claim representation), then to slices of basic biology with stable replication structure. If it fails, the field learns which quality signals are load-bearing and which ones metascience has oversold. Either result is a contribution to knowing what the literature supports. Implications for funders Because this burgeoning ecosystem of builders already exists, a well-informed philanthropic or government funder could play a crucial catalyzing role in bringing this future about. They could play at least three roles: creating open structured datasets, publishing open benchmarks and incentivizing the solving of key technical challenges. First, open archives of papers that the government maintains, like PubMed, could be turned into structured data amenable to large scale metascience and claim aggregation. I know the US government already has an interest in doing this, though some key open questions remain unanswered. How do you determine the best models and systems for accurately extracting information from papers? How can you establish a robust way to allow researchers to flag errors and correct them? And finally, how do you create a legal regime in working with publishers to maximize the scope of available papers? For the latter, a university or a private philanthropy may be better positioned to make structured data publicly available under journal subscription terms or fair use. Philanthropists or government funders could also coordinate to create or commission benchmarks that evaluate whether important problems have been solved. For example, an open benchmark for claim extraction from a range of different scientific article types would be extremely helpful. Ensuring the underlying data are accurate is vital for creating these evaluations. I’ve discussed opportunistically using various human-created datasets for this purpose, but a consistent problem is that errors in human data make it difficult for them to serve as a gold standard. Finally, with structured data and benchmarks available, the government or private philanthropy could use them to incentivize groups to develop machine learning systems that meet these benchmarks. Prizes are one potentially valuable tool for this. For example, you could establish a prize for a system that accurately updates a living meta-analysis for a small set of claims. Prizes are particularly useful as signals of problem importance, and can help create vibrant ecosystems of public and private research—see, for example the role the government played in kickstarting the current work on nuclear fusion. Conclusion The drawbacks of the current scientific publishing system are known. Scientists agree, metascientists agree, philanthropists agree: the published PDF plus citation graph isn’t the right substrate for maintaining a representation of the evidence base in science. The pieces needed to build the alternative either already exist or are rapidly taking shape. The community is forming around exactly this problem, with concrete partnerships and shared infrastructure. A pilot should start on behavioral science RCTs because that’s the slice of empirical science most amenable to legibility, where replication ground truth is richest, and where the failure modes are best documented. What’s been missing is the galvanizing mission to assemble these pieces into something that works. That’s what I’m proposing to build. *** 1 I have a broader field map that I’ll release publicly soon. This is me, building in public! 2 If this is something that you are excited about, please reach out and talk to me. 3 More on this very soon too! 4 This tests whether, given the code and the data, you can get the same statistics as reported in the published paper. 5 This tests whether the results are the same as a paper’s given alternative analytical decisions in conducting the analysis (like outlier omission). Closely related is the idea of a “multiverse” where you come up with many different ways of answering the same underlying research question with the same data, and test whether the results hold in all those alternative methods. There’s been work on the latter as well. 6 Some of the replications, e.g. those from the SCORE project, had paired the experiments with forecasts from prediction markets. So we get to look at this for free.
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The metaphor I use in the book is that psychedelics sponge the windscreen. Suddenly you realize: wow, there’s a windscreen, there is this phenomenon that’s mediating my relationship to reality. This is not an unusual realization on psychedelics. I think a lot of people are called to think about consciousness after psychedelic experiences. So that was the proximate inspiration for A World Appears: A Journey Into Consciousness (2026).And then there was a more specific way in which psychedelics influence the book. That was a particular experience I had on psilocybin. I had the sensation that the plants in my garden were conscious and returning my gaze, with their own point of view and agency, and I got curious as to how to evaluate an insight like that. I mean, what’s the truth quotient of insights you have on psychedelics? And I was reading William James—who, of course, wrote beautifully about mystical experience—and he said, we can’t judge the metaphysics here, but we should pay attention to two criteria: (1) How useful is it to think this is true? He was a pragmatist, of course. And (2) can we subject it to other ways of knowing to validate it? Because maybe we should treat these insights as hypotheses. And that’s kind of how I approach psychedelics, as a great generator of hypotheses, but they need to be tested against other ways of knowing. And so that led me down this long path exploring the science of plant intelligence and plant sentience.AC: I love your phrase, “smudging the windowpane of conscious experience.” So do you now start to think, actually, even when I’m not on psychedelics, I’m just seeing a screen all the time, which is not reality, but rather is my conscious experience, behind which reality is hidden?MP: Well, you know, not when I’m brushing my teeth and making breakfast! But yes, in meditation, certainly. I mean, one of the things you realize is that my experience happens to be this way now, but it could be another way. And many things can affect it. My morning coffee changes the screen in various ways, sharpens certain things.___The only tool we have to understand consciousness is consciousness.___There’s this wonderful metaphor in Aldous Huxley’s book, The Doors of Perception, where he thinks we channel consciousness, and that what the brain does is edit it, and there’s a reducing valve. And psychedelics open the reducing valve wider. I don’t know that I’m ready to buy into the idea that consciousness exists outside brains, but I do love that metaphor because there are times when you are more conscious than others. I know I’ve switched from window pane to valve, but you know, a camera aperture can open wider or narrower. And I do have a sense of that. I have a sense of when I’m being less conscious, and when I’m being more conscious, by which I mean, you know, more present, taking in more sensory information. So when you start thinking about consciousness as a matter of degree, that changes things also.I think when we scroll on social media, obviously, we’re conscious. But minimally so, because we don’t have to generate our own thoughts. We’re basically taking these little hits from other people and thinking their thoughts.The process of writing this book made me kind of relativize everyday consciousness as just one type, which is exactly what William James said. Normal consciousness is one type, separated by the flimsiest of screens from the other types.AC: If we stick with the metaphor of the smudge on the window that you get when you take psychedelics, it seems like we’re saying that consciousness has become like an object that you’re looking at, right? You’re looking at the smudge and that just is consciousness. But sometimes we’ll talk about consciousness as a state that you’re in, rather than an object you can perceive. You’re either conscious or you’re not conscious. So it’s difficult to really know what sort of thing we’re talking about when we talk about consciousness, right?MP: Yeah. When you say that consciousness is an object, what’s the subject? Consciousness also? The only tool we have to understand consciousness is consciousness. So we’re in a closed loop and when we get a perspective on consciousness, we’re not achieving any distance from it. That’s one of the problems with studying consciousness. Science is predicated on an objective, God’s eye view of things, and you never get that. There’s no such thing. SUGGESTED VIEWING The brain filters consciousness With Àlex Gómez-Marín But, yeah, there is this sense, I think, that consciousness is something you can approach. Certainly, when you’re writing and trying to recreate a conscious experience, it’s a fiction, but you’re standing back from it, and looking at it. But there’s no real subject-object distinction.AC: That’s so interesting, because when philosophers start talking about consciousness, they often talk about what they call “qualia”, which is their word for the felt experience of, say, the color red. And I think that way of speaking often makes us think of the qualia as an object, which you can see out there: the redness of red. But, as you say, we also want to collapse the subject-object distinction when we talk about consciousness. So there’s something strange going on here…MP: Oh, yeah, there are many strange things going on! *AC: Let’s talk about the varieties of consciousness. Apart from perceptions, there are, pains, emotions, thoughts, and so on. What is it that holds all this diversity together so that they all count as instances of consciousness? What is it that they all have in common?MP: Yeah, that’s a really good question. I mean, there is sensory information, right? Which we perceive coming from the world outside ourselves. And then there’s internal information, which is what’s called interoception. And this is very important too. This is where feelings come from—what are sometimes called homeostatic feelings—that are intended to get the brain to keep us in these narrow ranges of temperature and glucose and so on. That’s a very important part of consciousness. And according to some researchers, who I think are probably right, this is where consciousness begins, with these very primal feelings, like hunger and thirst and warmth and itch, and things like that. And then there’s this third thing, which is our thinking about thinking.And what holds all this together is, I think, the sense of self. Consciousness generates a self: it is probably an organizing principle. All this stuff is happening to the self. It’s a construct, I think, but it is very useful. It can connect all these different streams of consciousness to a single being or a place, metaphorically speaking.* AC: The first half of your book is about the science of consciousness. Is consciousness just another thing, like black holes or the origin of life, which we don’t yet understand, but which we should have every hope that science will one day get to the bottom of, or is there something special about consciousness that makes this unlikely?MP: It depends how you define science. As we define science now, it’s going be very difficult. Science since Galileo has had a set of rules or assumptions, which is that the proper remit of science is to deal with the objective, quantifiable, third-person world. And the physical sciences have done amazing work under that set of limitations. Galileo—for tactical reasons, not for philosophical reasons—said science should not deal with the soul, which at the time was what consciousness was considered to be. So what is subjective, what is qualitative, what is first person, we’re going to leave to the church, he said. And this was a good agreement, and it probably kept many scientists from getting burned at the stake. But it leaves science in an awkward spot, now that it wants to venture into that territory of qualities, of first-person experience. And I don’t think it has the proper tools. I think it will have to add to its toolkit in some way, and find a way to bring in phenomenology, or lived experience and introspection, which science is usually dismissive of.The challenge—we alluded to it earlier—is that the only tool you have to study consciousness with is consciousness. And what I mean by that is, the whole scientific enterprise is a manifestation of consciousness. As much as scientists like to flatter themselves with this idea that they attain a godlike perspective on what they study, when it comes to consciousness, there’s no such thing. And it’s fine for all the things you can step outside of and study from that perspective. But two areas it won’t work are consciousness and cosmology.___It could be that we live in this anomaly of not believing nature is conscious. And maybe psychedelics are teaching us something we’ve forgotten.___With cosmology, too, you have to study the universe from inside the universe. It’s not that cosmologists haven’t made progress. We know a lot about the age of the universe and expansion and things like that. But we can’t penetrate what happened before the Big Bang. We just don’t have the tools because we can’t stand outside.The fact that there are 22 full-scale theories of consciousness tells you all you need to know: we’re kind of lost. And I was surprised to find that we are more lost than I thought we were when I started this. I thought that there’d be leading theories, or that we had experiments that we could conduct that would nail some of this down. And the fact is, we don’t.So, I don’t know if science can solve it. But, of course, we can change the rules of science. A really influential book for me was a book called The Blind Spot, by two physicists, Marcello Gleiser and Adam Frank, and a philosopher, Evan Thompson. It’s a reminder that science is a social practice. It’s organized in a certain way and it can be organized in a different way. But it has this huge blind spot at the center of it, which is its failure to recognize that it is a form of consciousness itself, and it doesn’t have a good way of taking account of lived experience.AC: On the one hand, I think you want to resist traditional dualism, which would say that consciousness is something magical, something supernatural, right? But on the other hand, you’re accepting that there is this division in reality between the stuff that you can investigate objectively and measure, and so on—the stuff that science has been good at finding out about—and consciousness, which, for some reason, you can’t objectively measure. Some would take this to suggest that the dualism is actually right. Is there a way of reconciling these two strands of your thinking?MP: To call it magical is full of value judgement. I mean, you could just say immaterial. The interesting thing is, I think, that intuitively we’re all dualists. And I don’t know whether that’s because we’re children of Descartes and other cultures are less dualist than we are. Or it may be because that’s how consciousness feels. It feels different than the body. It feels separate from the body. But I don’t think we should trust that intuition.AC: So let’s think about ways that science might be changed to get at consciousness. I suppose the starting point would be the way that you begin the second half of your book. You have this nice line from William James, where he says, “We now begin our study of the mind from within.” Could you give us some sense of the ways of studying the mind from within? What does this involve?MP: I don’t know what that science looks like. But one of the points I’m making is that it depends on the humanities. I found that I learned as much, if not more, about consciousness, from reading novels and poetry. There is a sense of the fullness and complexity of consciousness that you don’t get in any scientific account. I interviewed this stream-of-consciousness writer and I approached her as an expert on consciousness, and she is. So I think that dialogue is really important.I’m reading Ben Lerner’s new novel, Transcription. Just read the first page of this novel: it’s a man falling asleep on a train, going to conduct an interview, and there is the experience of being in the train, facing backwards, there’s the view outside, but there’s a reflection of himself through which he’s seeing outside. There’s the memory of dropping his kids off at school. All this is going on in one moment of consciousness. Scientists aren’t going anywhere near that. But I think it’s useful for them to think about. That’s where we’re trying to go: like, how does such a layered experience happen? You know, it also makes you wonder, could a computer ever do this? And it gives you some doubt.*AC: Before we get to computers, perhaps we could talk briefly about plants. How did you come to feel that they are sentient?MP: Well, it was a psychedelic experience, and it’s not unusual on psychedelics. In fact, there’ve been studies about how people become animists during psychedelic experience. Their belief in animism arises after a single psychedelic experience.You know, most scientists would say this is all a myth. But we have only 400 years of the age of enlightenment and science. Before that, we were animists, and if you go around the world, most indigenous cultures are still animists, and children are animists, by and large, until they go to school. So it could be that we live in this anomaly of not believing nature is conscious. And maybe psychedelics are teaching us something we’ve forgotten.As I said, I wanted to test this idea, and see whether there was conventional scientific evidence for it. And there’s fascinating work going on in a field that calls itself—in a rather cheeky way—plant neurobiology. These are people who fully realize there are no neurons in plants, but they’re trolling conventional botanists! And they’re doing experiments that are demonstrating that plants can learn and remember, which is kind of amazing: how do you store a memory without neurons? They’re finding plants that can solve problems, that can hear and see. In fact, they have 20 senses to our five or six. For example, a bean plant looking for something to twine, and given a pole within eight inches or so of it, knows where that pole is and will aim its spiraling reach at that pole. What is that about? Is it bouncing signals off of it?One of the spookiest things is the fact that the same anesthetics that put us out put plants out. You might think that plants are already out, but they’re not. They’re just slow. If you take a plant with a fast behavior, like a Venus flytrap, and give it an anesthetic, it will stop reacting. So you have to ask yourself, what is lost when the plant is anaesthetized? Some state of alertness, of awareness, of its environment, of reactivity. I’m not prepared to call that consciousness, but maybe it’s sentience—which is a simpler form of consciousness, and involves the ability to sense what’s going on in your environment and assess what’s good and bad for you and act appropriately. That may be a universal quality of life.AC: Let’s turn from plants to AI. You point out that LLMs are trained on the internet rather than direct interactions with reality. You put this really nicely when you say the internet is not the world so much as a shadow cast by the world. So LLMs are living in this kind of shadow world, or in Plato’s cave, as you put it. What’s the significance of this for AI consciousness and moral consideration? And, to recall the beginning of our conversation, if we’re stuck behind a veil or screen of consciousness, are we also stuck in a kind of shadow world?MP: I don’t think they’re the same shadow worlds because our world includes nature and other people. And even if it’s mediated in some ways... There is a reality out there, and we are in relation to it, through consciousness. There’s friction with it. What’s missing from the LLMs is that friction with the real world. There’s more to the world than human representation, which is what they’re dealing with. And that means that so far, AI is a cultural technology for combining thoughts we’ve already had. SUGGESTED VIEWING Cracking the code for thought With Roger Penrose, Sabrina Gonzalez Pasterski, Max Tegmark, Güneş Taylor Genuine creativity is more than collage. A lot of what AI does now is tantamount to collage, putting this with that and you know, that’s part of art, certainly. But there are also genuinely new ideas that come into the world that don’t come in through manipulating the representations we already have. So it remains to be seen whether AIs can be truly creative in that more radical sense.But my arguments against AI becoming conscious have to do with the fact that the idea of AI consciousness is based on this faulty metaphor that the brain is a computer. There are dimensions in which the brain is like a computer—it certainly does its share of computation. But computers have this sharp distinction between hardware and software, and brains don’t. In a brain, hardware and software are identical. Every memory is a physical change to the brain. Brains are not interchangeable in the way computers are. So this idea that you could take the consciousness out and somehow run it on another substrate, a silicon substrate, seems foolhardy.Anyway, it’s a more extended argument, and I may be wrong. And when we move to computers that aren’t based on silicon—neuromorphic computers and things like that—all bets may be off.AC: Regarding your point about LLMs being stuck in the world of our representations—the internet or whatever—and not being able to interact with reality, are these representations, the world of the internet, themselves part of reality? We’ve created the internet, but it’s still a real thing that exists. And so while the LLMs may be trapped within that part of reality, they’re nevertheless within reality and interacting with it and so on. So it’s not obvious that there’s a barrier there to them becoming conscious and being creative.MP: Yeah, I mean, if our consciousness is built out of human culture, which is what we’re talking about with all those representations. But I tend to think consciousness comes a bit more out of nature and friction with the natural world, but...AC: So there’s a fundamental divide between the natural world and human artefacts?MP: And we lose track of that, and especially people in this computer world. You know, the people who are creating these AI systems, my guess is they’ve been into video games since the age of three, and they didn’t go outside a lot. And their own contact with nature is somewhat limited. I could be wrong, it’d be a very interesting thing to ask, all the wizards of AI, whether they like to go fishing and hiking and do things like that. Or were they on computers from a very early age? I interviewed Blake Lemoine, the Google engineer who came to believe that LaMDA, the Google LLM out at the time, was conscious and deserved personhood. It was very clear that he didn’t see a distinction between this bubble in which he lived and the real world. And I think we’ve all been distanced from the natural world, and this is taking us even further away. But it’s still there, you know, and we still have bodies, and we’re still mortal, and we don’t live in a simulation.AC: I think that’s a great place to finish. Michael Pollan, thank you very much!
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