Neuroscience.com Alzheimer’s Risk? Comment: Highly recommend people with memory issues focus on their “cognitive reserve”

Want to Know Your Alzheimer’s Risk? Many Change Their Minds

FeaturedNeurologyNeuroscience

·May 7, 2025

Summary: New research reveals a striking gap between people’s theoretical desire to know their Alzheimer’s disease risk and their real-life decisions when results are actually offered. In a study of cognitively normal volunteers, only 60% chose to learn their estimated risk when given the chance, despite 81% expressing prior interest.

Concerns about anxiety, burden on family, and the lack of effective treatments were major reasons for declining results. The findings highlight the ethical and psychological complexities of sharing predictive health information and stress the importance of offering participants genuine choice without pressure.

Key Facts:

  • Interest vs. Action Gap: Only 60% of participants chose to receive their Alzheimer’s risk despite 81% expressing earlier interest.
  • Emotional Burden a Key Factor: Common reasons for declining included fear of anxiety and the absence of treatment options.
  • Need for Sensitive Approaches: Findings emphasize designing studies that respect participants’ right to decline risk information.

Source: WUSTL

As researchers make progress in understanding how Alzheimer’s disease develops, there are growing opportunities for healthy research participants to learn their risk of developing Alzheimer’s disease dementia in the future.

While many organizations often advocate for investigators to share risk estimates with individual participants, there are ethical concerns around doing so, given that there are no medical interventions to change that risk.

This shows a woman holding an envelope.
Before deciding, participants received an information guide explaining how risk is estimated and listing some examples of pros and cons of learning their results. Credit: Neuroscience News

A new study from Washington University School of Medicine in St. Louis examines the choices such healthy research volunteers make when given the opportunity to learn their risk of developing Alzheimer’s disease dementia.

The researchers found a large discrepancy between the percentage of participants who said they would like to learn their risk if such estimates became available and the percentage who followed through to learn those results when given the actual opportunity.

The knowledge could help researchers design studies that offer the option of receiving results in ways that don’t pressure participants into making one choice over another.

The study also emphasizes the importance of ensuring participants truly want their research results because hypothetical interest does not necessarily translate into wanting to learn one’s risk of Alzheimer’s disease dementia when it is actually offered.

The study is published May 6 in JAMA Network Open.

“In general, there is movement toward giving research participants and patients their test results, even in situations when nothing can be done with those results,” said senior author Jessica Mozersky, PhD, an assistant professor of medicine at the Bioethics Research Center and an investigator at the Charles F. and Joanne Knight Alzheimer Disease Research Center, both at WashU Medicine.

“But our study suggests that in sensitive cases — such as when estimating the risk of developing a debilitating and deadly disease — people should have the option to not know.”

In recent years, the National Academies of Sciences, Engineering and Medicine have recommended that research study designs in general include the option to return test results to participants, even when such results can’t be acted on.

Similarly, a committee of study participants, their care partners and members of dementia advocacy organizations recently proposed a bill of rights for Alzheimer’s disease research participants that advocates for access to such results.

At the same time, ethical concerns remain because of the possibility of causing anxiety and other harm to participants who learn they are at high risk of developing a debilitating and incurable dementia.

Unlike preventive options for individuals who learn they are at high genetic risk of certain cancers, for example, there are currently no approved preventive treatments or medical interventions available to stave off Alzheimer’s disease dementia.

To get a clearer picture of who declines Alzheimer’s disease dementia risk results and why, Mozersky and her colleagues turned to long-running research at WashU Medicine’s Knight Alzheimer Disease Research Center. Since 1979, the Memory & Aging Project has provided a framework to study brain function in participants as they age.

Over the decades, the project has evolved and expanded into several long-running studies of the development and progression of Alzheimer’s disease, including the development of biomarker tests to determine risk.

For the current study, Mozersky’s team focused on cognitively normal volunteers who underwent a battery of tests, including genetic tests, blood draws and brain scans, from which researchers could estimate their probability of developing Alzheimer’s disease dementia over the following five years.

Participants originally joined the long-term study understanding that they would not have the option to receive their own risk results. Even so, Mozersky said, over the years many have expressed a theoretical interest in learning their results.

The study, co-led with Sarah M. Hartz, MD, PhD, a professor of psychiatry at WashU Medicine, offered results to a subset of participants in the Memory & Aging project — 274 participants — to assess the psychological impact of learning their risk, and the factors they consider when making that decision.

Before deciding, participants received an information guide explaining how risk is estimated and listing some examples of pros and cons of learning their results. For example, on the pro side, some people may learn their risk is lower than they might have expected.

And if biomarker test results suggest a participant is at high risk of developing Alzheimer’s disease dementia over the next five years, they may become eligible to participate in clinical trials of investigational prevention strategies.

On the other hand, knowledge of high risk may cause anxiety or complicate the purchase of some types of insurance.

When the results were theoretical, 81% of people in the larger, long-term research said they would choose to know. In contrast, when real results were offered to the 274 participants in the Memory & Aging Project, only 60% opted to receive them.

Participants with a parental history of Alzheimer’s disease and participants who self-identified as African American were more likely than others to decline the results.

A sample of participants who declined to learn their results were interviewed afterward, and the most common reasons given included that knowing would be a burden to themselves or their family members, their own negative experiences and perceptions of  Alzheimer’s disease dementia, that they feel good about their memory currently, that they’re already prepared for the disease, and that there is still uncertainty in predictions of disease risk.

“The lack of preventive treatments is also a big factor in declining to receive the results of biomarker tests among people without symptoms of Alzheimer’s disease dementia,” Mozersky said.

“When we conducted interviews with some participants to better understand their choice not to know, many said that a new effective treatment might change their mind, if it became available.”

Because the results are only available through research studies, they are not added to the participant’s medical record by the investigators. Still, such results could end up in a patient’s medical record if a participant shares them with their doctor.

“We plan to continue our research into the complexities of these questions, especially as returning results to research participants becomes more common, even if those results can’t be acted on yet,” Mozersky said.

Goswami S, Hartz SM, Oliver A, Jackson S, Oluwatomisin O, Evans A, Linnenbringer E, Moulder K, Morris J, Mozersky J. Research participant interest in learning results of biomarker tests for Alzheimer disease. JAMA Network Open. May 6, 2025.

Funding: This work was supported by the National Institutes of Health (NIH), grant numbers R01 AG065234, P30AG066444, P01AG003991, P01AG026276 and UL1TR002345.

Washington University has a financial stake in C2N diagnostics, which makes the Precivity AD™ plasma Alzheimer’s Disease biomarker test, one of the test results offered to participants in this study. No individual researcher who conducted this study has a personal financial interest in C2N diagnostics.

About this Alzheimer’s disease research news

Author: Jessica Church
Source: WUSTL
Contact: Jessica Church – WUSTL
Image: The image is credited to Neuroscience News

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Grok3 AI: “Fortune Favours the Brave” by Michelle Marcella Clarke

Read sample Fortune Favours the Brave Paperback – 13 Dec. 2018 by Michelle Marcella Clarke (Author), Prof John Crown MB (Foreword) 5.0 5.0 out of 5 stars 1 rating See all formats and editions Michelle Clarke takes us on an extraordinary journey, through challenges most of us would never know, were it not for her courage to write this story.

In 1993, aged 32, she suffers a fractured skull in a horse-riding accident in Zimbabwe, an event which changes her life forever. The traumatic brain injury adds to her existing conditions of Bipolar, Anxiety and Chronic Fatigue. Her marriage fails and she returns to live in Ireland. In 2003, she meets KT at a bus stop in Dublin. He invites her for coffee, and they have been together ever since. The third member of their team is Freddie, a very special little rescue dog. In July 2017, the shocking diagnosis of breast cancer arrives via a routine mammogram and she enters the next phase of ill-health, but this time with the loving support of KT and Freddie. She records her journey through this cancer, primarily to help others, who are experiencing cancer, and their supportersand loved ones, but in doing so she also reaches out to all of us who care about the rare life story of a fellow human being. This was published through Amazon but very few copies were bought.

The book Fortune Favours the Brave by Michelle Marcella Clarke is available in multiple formats:

  • Kindle Edition: £0.00 (free with Kindle Unlimited) or £4.99 to buy.
  • Paperback: £8.99, with free delivery by Monday, 12 May to D04 (UK/Ireland) on your first eligible order if ordered within 9 hours 59 minutes. In stock, sold and dispatched by Amazon, with a 30-day return policy. Used and new copies also available from £8.99 with free delivery on eligible orders.

The paperback, published on 13 December 2018, has a 5.0-star rating based on 1 review. It chronicles Clarke’s life after a traumatic brain injury from a 1993 horse-riding accident, compounded by Bipolar, Anxiety, Chronic Fatigue, and a 2017 breast cancer diagnosis. The story highlights her resilience, supported by her partner KT and their rescue dog Freddie, aiming to inspire others facing similar challenges. Despite being published via Amazon, it has had limited sales.

more about resilience

Resilience, as exemplified in Fortune Favours the Brave by Michelle Marcella Clarke, is the capacity to adapt, endure, and recover from significant adversity, such as physical, emotional, or psychological challenges. Clarke’s story—navigating a traumatic brain injury (TBI) from a 1993 horse-riding accident, managing pre-existing conditions like Bipolar, Anxiety, and Chronic Fatigue, and facing a breast cancer diagnosis in 2017—showcases resilience through her ability to persist, find meaning, and maintain hope despite overwhelming odds. Below is a deeper exploration of resilience, drawing from her narrative and broader insights:

Key Aspects of Resilience in Clarke’s Story

  1. Adapting to Life-Altering Challenges:
    • After her TBI at age 32, Clarke faced cognitive, emotional, and physical limitations, compounded by her mental health conditions. Her return to Ireland after a failed marriage and her ability to rebuild her life demonstrate adaptability—a core resilience trait. She found new purpose, eventually forming a supportive relationship with KT, met serendipitously at a Dublin bus stop in 2003.
    • Her 2017 breast cancer diagnosis, discovered through a routine mammogram, marked another blow. Yet, Clarke’s decision to document her journey to help others reflects a proactive approach to transforming suffering into purpose.
  2. Support Systems as a Resilience Pillar:
    • Clarke’s partner, KT, and their rescue dog, Freddie, provided emotional grounding. Social support is a well-documented factor in resilience, offering a sense of belonging and stability. KT’s presence since 2003 and Freddie’s companionship gave Clarke strength to face cancer treatment and its uncertainties.
    • Writing her book to support others with cancer and their loved ones further illustrates how resilience often involves leaning on and contributing to community.
  3. Finding Meaning Amid Suffering:
    • Clarke’s narrative emphasizes purpose as a driver of resilience. By sharing her story, she aimed to inspire and guide others, turning personal pain into a resource for collective healing. This aligns with psychological research, such as Viktor Frankl’s work on finding meaning in suffering, which fosters resilience even in dire circumstances.
  4. Courage to Persist:
    • Despite setbacks—health struggles, limited book sales, and societal stigma around mental health and disability—Clarke’s courage to write and publish her story reflects resilience. Her foreword by Prof. John Crown underscores her bravery, noting the “extraordinary journey” and her willingness to share vulnerabilities.

Broader Insights on Resilience

Resilience is not about invincibility but about bouncing back through learned skills and resources. Key elements include:

  • Emotional Regulation: Managing intense emotions, as Clarke likely did with Bipolar and Anxiety, helps maintain stability. Techniques like mindfulness or therapy can bolster this.
  • Problem-Solving Skills: Clarke’s ability to navigate complex medical systems and life changes shows practical resilience. Breaking challenges into manageable steps is critical.
  • Optimism and Hope: While not naive positivity, a belief in better days—evident in Clarke’s focus on helping others—fuels perseverance.
  • Self-Efficacy: Confidence in one’s ability to influence outcomes, as seen in Clarke’s decision to write despite low sales, strengthens resilience.

Resilience in Context

  • Psychological Perspective: Studies, like those from the American Psychological Association, show resilience involves behaviors, thoughts, and actions that anyone can develop. Clarke’s story aligns with this, as her resilience grew through experience, not innate traits.
  • Neurobiological Angle: TBI and chronic conditions like Clarke’s can alter brain function, yet neuroplasticity allows adaptation. Her persistence suggests leveraging cognitive strengths despite deficits.
  • Social Impact: By publishing, Clarke contributes to destigmatizing mental health and chronic illness, fostering collective resilience. Her limited sales highlight a gap in societal engagement with such narratives, yet her effort remains impactful.

Applying Clarke’s Resilience Lessons

  • Build a Support Network: Like Clarke’s reliance on KT and Freddie, surround yourself with trusted people or even pets to weather crises.
  • Reframe Challenges: View setbacks as opportunities for growth, as Clarke did by writing to help others.
  • Take Small Steps: Resilience doesn’t require grand gestures—Clarke’s incremental progress, from surviving TBI to managing cancer, shows the power of persistence.
  • Share Your Story: Expressing experiences, as Clarke did, can validate struggles and inspire others, reinforcing personal and communal resilience.

Conclusion

Michelle Clarke’s Fortune Favours the Brave embodies resilience through her navigation of profound health challenges, supported by love, purpose, and courage. Her story underscores that resilience is a dynamic process, accessible to all through adaptability, support, and meaning-making. For those facing similar trials, her journey offers a roadmap: lean on others, find purpose in pain, and keep moving forward, however small the steps. If you’d like, I can search for more resources on resilience or analyze related content for deeper insights.

Try DeepSearch to research wider

Kindle Edition£0.00 or £4.99 to buy Paperback£8.99 Other Used and New from £8.99 £8.99£8.99 FREE delivery Monday, 12 May to D04 on your first order to UK or Ireland. Order within 9 hrs 59 mins. Details In stock Quantity: 1 Quantity:1 Add to Basket Buy Now Dispatches from Amazon Sold by Amazon Returns Returnable within 30 days of receipt Payment Secure transaction Add gift options Add to List Other sellers on Amazon New & Used (3) from £8.99 & FREE Delivery on your first eligible order to UK or Ireland.Sponsored Fortune Favours the Brave

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Futurism. Elon Musk’s Urgent Concern. The Sun

Earth Crisis

May 6, 1:20 PM EDTbyVictor Tangermann

Elon Musk’s Urgent Concern: That the Earth Is Going to Get Swallowed by the Sun

So that’s why he wants to move to Mars?!

/ Off World/ Climate Change/ Donald Trump/ Elon Musk

Getty / Futurism

Image by Getty / Futurism

Billionaire Elon Musk seems to be far more concerned about delivering humanity to Mars, a planet that’s incredibly hostile to life, than ensuring we have a place to call our home over the next 100 years.

Instead of meaningfully addressing a growing climate crisis, he’s pursued the stripping of environmental regulations, actions that could have devastating consequences for humanity in the short term.

In a new interview with Fox News, Musk attempted to justify his long-held plans for making humanity “interplanetary” by establishing a self-sustaining presence on Mars.

“Mars is life insurance for life collectively,” Musk said. “So, eventually, all life on Earth will be destroyed by the Sun. The Sun is gradually expanding, and so we do at some point need to be a multi-planet civilization because Earth will be incinerated.”

But what Musk failed to mention was that this grim fate won’t happen for another six billion years — making it an incredibly un-compelling reason to give up on the Earth now. After all, the Earth is currently only about 4.5 billion years old.

In other words, the looming environmental crisis is far bigger deal, happening vastly sooner, than billions-of-years-off concerns about the cosmic destruction of the Earth.

But while he played a major part in driving the popularity and adoption of electric vehicles, Musk has increasingly contributed to the dismantling of rules designed to curb emission levels, indicating a disregard for ensuring the longevity of humanity’s original home.

SpaceX has also flouted environmental rules, repeatedly dumping toxic wastewater into or near bodies of water in Texas. Its Starship launches have proven incredibly harmful to nearby vegetation and protected wildlife.

Musk has also thrown his weight behind president Donald Trump, who has called for the US to “drill, baby, drill” for more fossil fuels. In his first 100 days in office alone, greenhouse gas emissions have soared, according to a recent analysis.

Put simply, has Musk given up on Earth? Experts have long rung the alarm bells, warning that the climate crisis is nearing a point of no return.

Instead of acknowledging the issue, Musk is still pursuing his dream of building a city on Mars.

In a tweet last month, the CEO promised that his space firm’s gigantic Starship rocket will “hopefully depart for Mars at the end of next year with Optimus explorer robots!” referring to his car company Tesla’s humanoid robots.

Of course, whether Musk’s proclamations — which tend to be massively overconfident — will be realized that soon is as dubious as ever.

For one, the company has yet to successfully launch a Starship into space and return it safely to the ground.

Now that Musk has gathered a huge amount of influence in the White House, chances are NASA could soon move mountains and free up untold sums in funding to realize his plans to send humans to Mars.

In the Trump administration’s recently announced proposed budget for next year, the White House is looking to increase NASA’s space exploration budget by roughly $1 billion in “new investments for Mars-focused programs.”

Put it all together, and Musk has seemingly little interest in ensuring humanity’s survival on planet Earth — even while he’s hellbent on establishing a new city on an extremely deadly and unforgiving planet.

More on Elon Musk: Elon Musk Is Having Massive Drama With His Mansion’s Neighbors

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BIG PHARMA SUDDENLY DISCOVERS PATRIOTISM AFTER TRUMP THREATENS THEIR WALLET Call it the Trump Effect—loud, direct, and now worth $40 billion.

BIG PHARMA SUDDENLY DISCOVERS PATRIOTISM AFTER TRUMP THREATENS THEIR WALLET Call it the Trump Effect—loud, direct, and now worth $40 billion. Bristol Myers Squibb just promised a massive U.S. investment over five years as Trump dangles tariffs over Big Pharma’s head. R&D, tech, and domestic manufacturing are getting the cash—before the hammer drops. CEO Christopher Boerner made the announcement in an op-ed, light on details but heavy on timing. No word yet on new factories, but the message is crystal: build in America or brace for tariffs. Pharma’s playing defense, and Trump didn’t even have to sign anything—just talk loud enough. Source:

@RapidResponse47

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American Psychiatric Association: The importance of cats and dogs

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The American Psychiatric Association (APA) has recognized the significant mental health benefits of pet ownership, particularly with dogs and cats. A recent poll by APA found that a majority of pet owners report a positive impact on their mental health, with 87% of dog owners and 86% of cat owners citing this. These benefits include reduced stress and anxiety, companionship, and a sense of purpose. 

Elaboration:

  • Mental Health Benefits:Pet ownership has been shown to positively impact mental health in numerous ways. Pets can help reduce stress and anxiety, offer companionship, and provide a sense of purpose and belonging. 
  • Companionship and Social Connection: Pets can provide a source of comfort and reduce feelings of loneliness. They can also facilitate social interaction, helping individuals connect with others through shared activities like walking a dog. 
  • Physical Activity: Pet ownership encourages physical activity, such as walking or playing with a dog, which can improve both physical and mental well-being. 
  • Stress Reduction: Studies have shown that interacting with animals can lower cortisol levels, a stress hormone, and promote relaxation. 
  • Cognitive Health: Research suggests that pet ownership may also be associated with a slower rate of cognitive decline, particularly among individuals living alone. 
  • Support for Mental Health Conditions: Companion animals are increasingly being used in mental health treatment, including for conditions like ADHD, autism, depression, anxiety, and PTSD. 
  • The Role of Oxytocin: Petting a pet can trigger the release of oxytocin, a hormone that promotes bonding and feelings of well-being. 
  • Psychiatry.org – Americans Note Overwhelming Positive Mental Health Impact of Their Pets in New Poll; Dogs and Cats1 Mar 2023American Psychiatric Association
  • AVMA, American Psychiatric Association leaders discuss mental health benefits of pets | American Veterinary Medical Association29 Mar 2024American Veterinary Medical Association
  • The Power of Pets for Your Well-being – Psychiatry.org2 Apr 2020 — Oxytocin plays a role in stress regulation and promoting positive social behavior. The interaction also led to an increa…American Psychiatric Association
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Generative AI is experimental.

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Former Head of MI6: How The Ukraine War Will End & What If China Invades Taiwan? (Sir Alex Younger)

Premiered May 5, 2025 LeadingWhat is the real job of a spy? What is the role of the UK’s intelligence community in Trump’s new world order? How does the relationship between politicians and intelligence services work? 00:00 – Putin’s mindset and Russia’s posture toward the West 00:28 – Introduction to Alex Younger and career overview 02:22 – How the world has changed since the Cold War 04:06 – MI6 secrecy and a story about telling his mother 06:34 – Motivation and idealism in joining MI6 08:10 – How MI6 officers work today: fieldwork vs. digital 09:36 – Shift to counterterrorism post-9/11 13:14 – The Iraq War and intelligence failures 15:02 – Speaking truth to power and the role of spies 20:01 – Afghanistan and the political nature of insurgency 22:57 – Gaza, Israel, and the intelligence agency’s role 24:08 – October 7 attacks and Israeli intelligence failure 26:26 – International intelligence cooperation and Five Eyes 27:26 – Trump’s appointments and intelligence leadership 28:45 – Trump and dismantling of intelligence alliances 30:26 – Hard power, Europe, and America’s retreat 33:01 – UK’s strategic focus and technology as power 34:30 – Worst-case scenario: US withdraws from Ukraine 36:00 – What happens if the US pulls out of Ukraine 39:14 – Russia’s long-term intentions and hybrid threats 43:33 – China as a pacing threat and espionage strategy 45:07 – Chinese spying in the UK and double standards 46:47 – US security leaks and signal group incident 47:48 – China’s charm offensive in Europe 50:01 – US, China, and the shift in global power dynamics 52:02 – Global South and integrating soft and hard power 53:43 – Personal loss: death of his son and its impact 55:04 – The future of intelligence and global threats 56:35 – Big tech, accountability, and power vs. states 57:54 – Government inertia vs. entrepreneurial agility 58:32 – Closing thanks and reflections on Alex Younger 1:00:01 – Hosts’ reflections on Younger’s character 1:02:27 – Final thoughts on ethics, integrity, and leadership

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The Deep View: AI for Good: Conformal classification

AI for Good: Conformal classification
Source: Unsplash
The application of machine learning and AI techniques in high-stakes environments, like healthcare, for instance, presents a massive challenge considering the persistent unreliability of the models and systems in question. 
Whether we’re talking about vision models or language models, we’re talking about predicted output; those predictions aren’t always accurate. 
There exists a technique, called conformal classification, that can, to a degree, remedy the uncertainty problem. Conformal classification replaces a single prediction with a range of probabilities that come with a guarantee that the correct probability — in this case, a diagnosis — is somewhere within that range. 
Think of a doctor using a medical imaging model to analyze chest X-rays — that doctor would want to be sure to actively rule out lung cancer and any other possible diagnoses before accepting a single prediction as true. The challenge here is compounded by the fact that many conditions show up with remarkable similarities on medical imaging. The problem with this technique is that, in order to ensure the correct probability gets included in the final output, models tend to output too many predictions for it to be useful. 
A team of MIT researchers recently applied a technique called Test Time Augmentation to conformal classification, a simple method that massively reduces the final output size without requiring researchers to retrain a given model. 
Why it matters: More accurate, more actionable sets of predictions — outputted with confidence scores — could make the technology more genuinely accessible and usable in the medical field. Importantly, it could also reduce some of the risk associated with implementing a system that is inherently unreliable. 
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UAE TO TEACH AI IN KINDERGARTEN – BECAUSE ABC’S AREN’T ENOUGH ANYMORE.

Mario Nawfal (@MarioNawfal) posted at 4:00 pm on Mon, May 05, 2025:

🇦🇪

 UAE TO TEACH AI IN KINDERGARTEN – BECAUSE ABC’S AREN’T ENOUGH ANYMORE

Starting next year, kids in UAE government schools will be learning artificial intelligence alongside basic math and finger painting.

The goal? A deep, technical understanding of AI and the ethics behind 

https://t.co/5KjIovp74y
(https://x.com/MarioNawfal/status/1919406731760992541?t=TPy-rFYFc7k0uIVGFmZWMg&s=03) 

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GZEROWORLD: Free Speech in Trump’s America

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SOLAR UPGRADE: NEW PANELS ARE 1,000X STRONGER, THINNER THAN A HUMAN HAIR

Mario Nawfal

@MarioNawfal

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SOLAR UPGRADE: NEW PANELS ARE 1,000X STRONGER, THINNER THAN A HUMAN HAIR Scientists in Germany just cooked up a solar panel sandwich that makes today’s tech look like a flip phone. By stacking ultra-thin layers of exotic crystals, they created solar cells 1,000 times more powerful than silicon—and way more durable. These featherweight panels don’t even need complex wiring and could someday power cities using way less space, money, and sunlight. Source: Bright Side of News

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Mario Nawfal

@MarioNawfal

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Feb 15

NEW TECH COULD MAKE SOLAR POWER CHEAPER AND STRONGER Scientists just found a way to boost solar panels and LEDs using a special material called halide perovskites. The breakthrough could make energy tech more efficient, longer-lasting, and cheaper to produce. By working at

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