Tapping your genome with AI and quantum computing could deliver on the promise of personalized medicine – but practical and ethical hurdles remain

Source: The Conversation – USA – By Gary Skuse, Professor of Bioinformatics, Rochester Institute of Technology

While quantum computing has a long way to go, it can open tantalizing new doors for the field of genomics. herstockart/iStock via Getty Images Plus

Decades after researches first sequenced the human genome, scientists throughout the world are still working to understand it. Despite diligent global efforts to link uncommon variations in DNA sequences with human disease, progress has been slow, in large part due to limitations in scientific understanding and in part due to limitations in computational technologies.

Artificial intelligence has the potential to help scientists decipher the millions of genetic variations present in the genomes of different people in order to identify which ones lead to disease and which ones do not. In order to fully exploit the power of AI, however, scientists need to compare the genomes of thousands or tens of thousands of people. This task not only requires intense computational effort, it is also prone to error and will take years to complete.

Quantum computing has the potential to facilitate that process. We are researchers with a long-standing interest in finding ways to use genetics in the clinic and developing new technologies to study the human genome. Combining quantum computing with AI has the potential to accelerate genomic analysis far beyond traditional methods. For time-sensitive medical conditions, faster decoding of genetic information can directly inform urgent treatment decisions and, in some cases, be lifesaving.

Conventional vs. quantum computing

In conventional computing, individual bits of information – binary digits, also called bits – can represent only two states: namely, 0 and 1.

However, the qubits used in quantum computing can have more than two distinct states. Adding qubits together increases the number of states exponentially. The power of quantum computers lies in being able to check all the possibilities at once for problems with large numbers of variables, rather than one at a time like even the fastest possible classical computer must do. This allows quantum computers to solve certain types of problems, such as factoring large numbers for today’s encryption schemes and performing combinatorial optimization to find the best route through a large number of points.

Quantum computers work much differently from the computer you’re likely using to read this article.

Still, quantum computing is currently in its infancy. Despite the enormous potential of this technology, computer scientists are dealing with challenges related to its scalability, error correction, hardware development and the setting of standards.

There are also significant time and cost constraints associated with ameliorating these challenges. Experts in the field estimate that it may be at least a decade before quantum computing will be truly useful outside of the laboratory.

Bigger and better data analysis

If researchers are able to overcome these challenges, combining AI and quantum computing may not only enable scientists and clinicians to better understand the human genome but also to leverage that understanding to improve patient care.

Currently, researchers are able to use AI to analyze genomic data in combination with limited amounts of other biological information, such as gene activity, epigenomics, RNA signatures and protein function. Quantum computing could allow AI to process increasingly more massive and highly detailed datasets.

This might look like integrating large-scale genetic, protein and spatial datasets with clinical, demographic and real-time physiological data. This systems-level approach enables a more comprehensive and accurate understanding of complex biological systems beyond DNA sequence alone that could be used to improve public health.

In other words, quantum computing could make it possible to sequence a patient’s genome and combine that information with other information about how their body works at the molecular level to improve the accuracy of diagnoses and determine the best course of treatment in hours instead of months.

Challenges in access and privacy

Like many burgeoning technologies, combining AI with quantum computing has inherent and inescapable challenges. In particular, there are several ethical issues related to healthcare access.

One will be the cost. New technologies are typically expensive and that will likely widen the gap between those who can afford the best healthcare and those who cannot. Anticipating these costs and finding preemptive creative solutions is necessary to allow everyone to benefit equally.

While there are likely many approaches to reducing out-of-pocket expenses for healthcare, federal legislation could mandate affordable or free genetic information-based care to those in greatest financial need. Similar to the 2008 Genetic Information Nondiscrimination Act, which prohibits discrimination based on genetics, a new law could prohibit healthcare providers from withholding genetic information-based care from those who cannot afford it.

Close-up of face of person viewing computer screen, colorful DNA sequence reflected on their glasses
Biological data inherently comes with a privacy risk.
Tek Image/Science Photo Library

Another challenge will be availability. These technologies will likely first be available at only the top medical centers in the country, which traditionally have the research funding and the cadre of skilled scientists and clinicians needed to develop new diagnostic methods and treatments. Consequently, the latest advances in health technology will be unavailable to people who physically or financially cannot travel to receive the best medical care.

A combination of telemedicine, centralized laboratories and shared data could potentially help make new technologies more accessible.

There are also privacy concerns intrinsic to sharing personal health data. Truly anonymizing personal information remains a challenge, and privacy concerns are likely to prevent some people from taking advantage of potentially lifesaving technologies.

One approach that may quell these fears is a model called federated blockchain governance. This approach involves sharing control of a blockchain, which is a digital ledger used to track transactions, among a small group of institutions rather than a single entity or the general public. Limiting the number of trusted curators of genetic data reduces the risk of privacy violations or security breaches and subsequently increases the chance that patient data will remain private.

Improving public health

Despite these challenges, combining advances in quantum computing and AI has the potential to significantly drive innovation and improve public health.

When scientists and clinicians are able to accurately identify the genetic basis of disease and potential risk factors, they will not only be able to develop better treatments but also help patients and healthcare providers know what symptoms to look for among those predisposed to certain conditions.

Taken together, this knowledge can improve public health, reduce the cost of healthcare and improve quality of life.

The Conversation

The authors do not work for, consult, own shares in or receive funding from any company or organization that would benefit from this article, and have disclosed no relevant affiliations beyond their academic appointment.

– ref. Tapping your genome with AI and quantum computing could deliver on the promise of personalized medicine – but practical and ethical hurdles remain – https://theconversation.com/tapping-your-genome-with-ai-and-quantum-computing-could-deliver-on-the-promise-of-personalized-medicine-but-practical-and-ethical-hurdles-remain-280015

Your local storm forecast is likely based on weather miles away – we’re trying to bring it closer to home

Source: The Conversation – USA (2) – By Chris Vagasky, Meteorologist and Research Program Manager, University of Wisconsin-Madison

Weather apps might see that a storm is coming, but mesonets capture what’s happening as it arrives with local real-time data. Patrick Emerson/Flickr, CC BY-SA

Whether you’re planning a weekend hike, deciding what to wear to work or preparing your home for severe storms, the weather forecast is essential. You might instinctively grab your smartphone and check an app for an instant weather update.

But how many times have you looked at your app, only to step outside and see the sky painting a different picture than what’s on your screen?

As a meteorologist who operates a weather station network in Wisconsin, I’ve heard many of the same cliches time and again: “The weatherman is always wrong!” “Just wait five minutes and the weather will be different!”

Before you blame the local forecasters, let’s talk about where the data in your weather app comes from, and why it might not always show what you expect. It’s why my colleagues and I are working to bring forecast data closer to home.

The nuts and bolts of weather forecasting

Earth is huge. It has a diameter of 7,926 miles (12,756 kilometers) at the equator and has 62 miles (100 kilometers) of atmosphere overhead.

If you want a perfect weather forecast, you will have to precisely measure every molecule of the atmosphere, land and water, and perfectly predict how they will interact with each other for the next minute, day or week. This is, of course, physically impossible.

Instead, scientists run computer models. These models take the observations we do have and simulate the weather on a large scale to a remarkable degree of accuracy. In fact, storm track forecasts from the National Hurricane Center were among its best ever in 2025, and forecasts using machine learning are starting to improve those forecasts even further.

These models are hungry for data. Supercomputers ingest measurements from satellites, weather balloons, Doppler radar, lightning detection networks, buoys, surface weather stations and other measurement platforms to solve the equations that provide weather predictions.

When you open your phone, your weather app isn’t doing the meteorology – it’s just showing the output of the model’s calculations. Even though they generally aren’t tailored by a local meteorologist, these short-term forecasts are usually pretty good. But they could be better.

All weather is local

You’ve probably seen it before: It’s raining on one side of the street and not on the other. You flip on the news to see the nearest airport received an inch of rain, but your garden is dry.

There are more than 2,500 airports in the United States with weather stations, which is where much of the weather data shared on TV and online is collected. But for many people, the closest airport is more than 20 miles (32 kilometers) away. This is especially true in rural areas.

A map shows large gaps in many states, particularly across the West but also in large parts of Mississippi, Alabama, Missouri and Arkansas, as well as regions of the Northeast.
All of the areas in green are more than 20 miles from an airport weather station. In many cases, that means they’re 20 miles or farther from the weather observations feeding their local forecasts.
Chris Vagasky

Because of the chaotic nature of weather, the only way to truly know what’s happening in your yard is to measure the weather in your yard. But not everyone is interested in installing a rain gauge or personal weather station.

Filling the gaps

To bridge this gap, many states and universities have established local weather station networks called mesonets – short for mesoscale networks, meaning intermediate scale. These weather stations are installed in locations to ensure everyone in the state is within 20 miles of the nearest station.

Nationally, there are nearly 3,000 mesonet stations installed in 38 states, with more networks planned.

Like the weather stations at airports, mesonets measure things like air temperature and relative humidity, air pressure, rainfall or melted snow, and wind speed and direction – often every five minutes.

Many mesonets collect additional data such as soil moisture levels to help farmers. Some even have camera images updated every five minutes to show current weather conditions. Mesonet data is then shared through websites or direct data transmission so that the public, weather forecasters and researchers can easily access it.

I lead the team at Wisconet, a new mesonet that just finished installing 78 weather stations across Wisconsin. Our stations are installed on 10-foot-tall (3-meter) tripods in open areas near orchards and cranberry marshes, farms and airfields, schools and other educational centers, and on city, state and federally owned lands.

A tall tripod with various weather equipment and a solar panel for power.
Wisconet weather stations, like this one in Amery, Wisc., provide local weather data for areas where forecasts used to be based on what was happening many miles away.
Caitlin Wienkes, Wisconet

These added weather stations are already proving useful. On Aug. 18, 2025, slow-moving thunderstorms moved over a Wisconet station, with more than 3 inches of rain falling in just a couple of hours. The National Weather Service was able to issue a flash flood warning for the area because of the data provided by that station.

In addition to providing a near-real-time snapshot of the local weather, mesonets help farmers decide when to run irrigation systems, spray pesticides or plant crops. They also help provide better weather warnings, particularly when tornadoes and other storms intensify over small areas that farther-away weather stations would miss.

A nationwide network of networks

Because of the immense value of high-frequency weather and soil measurements, the National Oceanic and Atmospheric Administration leads a National Mesonet Program. The program collects weather data from public, private and academic sources, validates the quality of the data, and ensures it flows to users, including the National Weather Service. National Weather Service forecasters use that data to make more timely and accurate severe weather warnings.

Congress is considering expanding that program, with legislation proposed in the House and the Senate. The bills aim to authorize $50 million to $70 million annually to the National Mesonet Program between 2026 and 2030 to improve and expand mesonets across the country. An expansion would mean more weather stations and new capabilities, like real-time snowfall, fire weather and air quality measurements, closer to the people who rely on them.

So the next time you check your smartphone and grumble because the app doesn’t match the weather in your backyard, remember that all weather is local. If you don’t have a nearby mesonet station, the nearest measurements may be many miles away.

The Conversation

This work is supported by the Institute for Rural Partnerships, project award no. 2023-70500-38915, from the U.S. Department of Agriculture’s National Institute of Food and Agriculture. Any opinions, findings, conclusions, or recommendations expressed in this publication are those of the author and should not be construed to represent any official USDA or U.S. Government determination or policy.

Wisconet receives monthly payments for their data from the National Mesonet Program.

– ref. Your local storm forecast is likely based on weather miles away – we’re trying to bring it closer to home – https://theconversation.com/your-local-storm-forecast-is-likely-based-on-weather-miles-away-were-trying-to-bring-it-closer-to-home-280985

Reading gains in Alabama, Mississippi and Louisiana are often touted, but don’t show full picture of literacy

Source: The Conversation – USA (2) – By Brittany Adams, Assistant Professor of Literacy Education, University of Alabama

A fourth grade teacher leads a small group of students in a reading exercise in March 2023 at Tuskegee Public School in Tuskegee, Ala. Julie Bennett/The Washington Post via Getty Images

Despite decades of legislation meant to boost children’s reading levels, literacy scores have remained relatively stagnant across the U.S. over the past 30 years.

Educators, policymakers and parents were genuinely excited in the late 2010s, when three Southern states – Alabama, Mississippi and Louisiana – appeared to buck the literacy trend. All three of these states, which have long lagged in literacy scores, made notable gains in fourth grade reading scores from 2013 to 2024, as measured by the National Assessment of Educational Progress, or NAEP.

We are researchers in literacy and learning. Two of us are at the University of Alabama and Mercer University, where we educate elementary teachers. The other two work at Temple University, where we research early language and the science of learning. We all study how children develop as readers and how teaching styles and policies shape that development.

Some observers and scholars have called Alabama, Mississippi and Louisiana’s reading gains the “Southern surge” and say this progress shows that recent literacy reforms are working.

A straightforward explanation has taken hold: As more schools spent additional time on phonics and implemented other “science of reading” reforms, students became stronger readers.

This narrative accurately captures some of the available evidence. But it also simplifies a complex set of patterns in literacy data, and it limits the discussion that policymakers should have.

A girl with blonde hair and a large bow wears a face mask and raises her hand, while she sits at her desk in a classroom with other students and books.
A fourth grade student raises her hand during a reading and language arts class in Columbia, Miss., in August 2020.
Edmund D. Fountain/The Washington Post via Getty Images

Reading scores under pressure

Since the early 2000s, new federal and state policies have placed pressure on schools to improve students’ reading outcomes. The 2001 No Child Left Behind Act required all states to track and report literacy testing results. This law, which the Obama administration replaced in 2015 with the Every Student Succeeds Act, mandated annual testing in reading and math for students in third through eighth grades.

Many schools narrowed their curriculum to try to boost their students’ reading scores. They cut time for science, social studies, art and recess to focus on reading and math. Students entering school in the early 2000s – the first classes fully exposed to No Child Left Behind’s requirements – spent more time on reading instruction than any previous generation.

But sustained reading gains still didn’t follow.

The NAEP is often called the nation’s report card. It is the only federally administered test that allows meaningful comparisons in reading levels across states.

The NAEP found that fourth grade reading scores nationwide increased modestly beginning in 2005. They peaked around 2017 and have declined since.

But there’s a complication in how those scores are interpreted. NAEP’s mid-level score, called “proficient,” does not mean a student is reading at grade level – it reflects a high standard that most students do not reach. In the case of fourth grade readers, it means they can recognize a text’s structure and organization, explain how characters influence others and make other complex observations. Students can also receive a lower “basic” score, or a higher “advanced” one.

Alabama’s example illustrates the gap that can emerge between NAEP test results and a state’s assessments.

The state’s 2025 assessments show that 81% to 88% of second and third graders were reading “on grade level.” But the 2024 NAEP shows only about 30% of Alabama fourth graders – the youngest grade the NAEP measures for literacy – were “proficient” at reading.

Both numbers can be accurate. They reflect different definitions and measurement systems.

Understanding reading gains in the South

Despite differences in measuring reading, a small number of states have shown clear improvement over the past decade, according to the NAEP.

Mississippi has shown the strongest gains. In 2013, it was 49th out of all 50 states when it came to ranking fourth grade reading scores. In 2024, Mississippi climbed to ninth in fourth grade reading.

Mississippi’s progress predates recent national attention to the science of reading – meaning, the body of research on reading – suggesting its gains cannot be attributed solely to the current wave of related reforms.

In 2013, Mississippi passed the Literacy-Based Promotion Act, which combined early reading screening, teacher training, literacy coaching and additional support. Research shows that the policy could account for roughly five points of reading gains, on average. These gains reflect long-term, system-wide efforts rather than a rapid shift tied to a single policy change.

At the middle school level, however, the pattern in Mississippi looks different.

Improvements in fourth grade reading have not translated into similar gains in eighth grade reading. Early improvements in children’s ability to decode words do not necessarily lead to success with more complex texts that require additional vocabulary and background knowledge.

This gap does not negate Mississippi’s progress, but it does raise questions about what the next decade of work needs to look like.

Louisiana’s reading score trajectory is more modest. Recent NAEP scores for fourth grade students in Louisiana are similar to those from the mid-2010s – a rebound to a prior level.

While Louisiana ranked 50th in fourth grade reading in 2019, it rose to 38th in 2024.

A 32-point gap between Black and white students’ average fourth grade reading scores persists in 2024 data, nearly unchanged from the late 1990s. In this case, some reading progress happened. Yet the underlying inequities between students did not shift.

Alabama’s results illustrate a third pattern: relative stability in fourth grade reading scores during a period of national decline. The state ranked 35th in fourth grade NAEP reading in 2013 and remains in a similar position in 2024, showing little change.
The state’s average NAEP score for fourth grade students shifted by a single point between 2019 and 2024 – not a surge, but a state holding its ground while others fell.

Meanwhile, chronic absenteeism has fallen in Alabama since 2019. As research links attendance to academic achievement, it makes it difficult to attribute the state’s small shift in reading scores to any single factor.

Across all three states, substantial gaps between Black and white students’ reading scores persist on NAEP scoring.

The same pattern extends nationally to Hispanic students, poor students and other groups. This shows that fourth grade students’ reading gains have not been accompanied by comparable reductions in social, racial and ethnic inequities.

A woman stands near a projector screen in front of a group of children seated on the floor in a classroom.
Students follow a reading lesson in a first grade class in Aurora, Colo., in October 2024.
Hyoung Chang/The Denver Post via Getty Images

A more complicated story

Still, parts of the Southern surge in reading is genuinely encouraging. It is also the latest chapter in a long story.

Mississippi’s gains, for example, came alongside coaching, professional development and early intervention.

Louisiana’s reading recovery unfolded alongside a 34% increase in education funding over the past decade.

Test score changes reflect a combination of policy decisions, classroom practices and broader conditions, often unfolding over many years. Reading is hard to teach, hard to sustain and not connected to any one policy shift.

The Conversation

The authors do not work for, consult, own shares in or receive funding from any company or organization that would benefit from this article, and have disclosed no relevant affiliations beyond their academic appointment.

– ref. Reading gains in Alabama, Mississippi and Louisiana are often touted, but don’t show full picture of literacy – https://theconversation.com/reading-gains-in-alabama-mississippi-and-louisiana-are-often-touted-but-dont-show-full-picture-of-literacy-280889

How the concept of ‘medical freedom’ is reshaping the military’s decades-long stance on the flu vaccine mandate − and endangering troops’ readiness

Source: The Conversation – USA (3) – By Katrine L. Wallace, Assistant Professor of Epidemiology and Biostatistics, University of Illinois Chicago

Vaccine mandates in the U.S. military are nearly as old as the country itself. jacoblund/iStock via Getty Images Plus

For the first time in almost 80 years, U.S. service members will no longer be mandated to receive the annual influenza vaccine.

Defense Secretary Pete Hegseth announced the change on April 22, 2026. Citing medical autonomy and religious freedom, he described the requirement as “overly broad and not rational,” telling troops that “your body, your faith and your convictions are not negotiable.”

The flu shot requirement that Hegseth ended had been in place since 1945, with one brief pause in 1949. It was part of a tradition of military vaccine mandates nearly as old as the United States itself.

As an epidemiologist who studies vaccine-preventable diseases, I find the end of the flu mandate striking less for its immediate impact than for what it signals. For most of American history, military commanders took for granted that infectious disease could cost them a war, which is why vaccination was considered a matter of military readiness rather than personal choice.

A tradition that started with George Washington

The first American military vaccine mandate predates the Constitution. In the winter of 1777, Gen. George Washington ordered the mass inoculation of the Continental Army against smallpox.

His decision wasn’t ideological – it was strategic. The year before, a smallpox outbreak had torn through American troops outside Quebec, contributing to the collapse of the northern campaign. John Adams famously wrote to his wife, Abigail, that smallpox was killing 10 soldiers for every one felled in battle.

Inoculation in 1777 was itself risky. The procedure, called variolation, involved deliberately infecting a soldier with a small amount of smallpox virus to build immunity. Washington gambled that losing some to inoculation was better than losing a war to the virus. Historians have credited the decision with saving the Continental Army.

The COVID-19 pandemic reframed the politics surrounding vaccine mandates.

That pattern held for centuries: When an infectious disease threatened to take more soldiers off the line than enemy fire did, the military required protection.

U.S. troops received smallpox vaccinations from the War of 1812 through World War II. During World War I, the Army added typhoid vaccination. During World War II, it expanded vaccine requirements to also include tetanus, cholera, diphtheria, plague, yellow fever and, in 1945, influenza.

1945: New war, new vaccine

The flu vaccine mandate grew out of military experiences during the influenza pandemic of 1918. That spring, a novel influenza strain spread through crowded Army training camps and traveled to Europe with American troops. About 45,000 American soldiers died of influenza during World War I – nearly as many as the roughly 53,000 killed in combat.

The 1918 pandemic made clear that a respiratory virus could cripple an army. In 1941, as the country prepared to enter another world war, the U.S. Army organized an influenza commission that partnered with the University of Michigan to develop the first influenza vaccine. Clinical trials in military recruits showed that the vaccine reduced the incidence of influenza illness by 85%, and in 1945 the military mandated the vaccine. Roughly 7 million service members were vaccinated that year.

The mandate was briefly paused in 1949 after scientists realized the vaccine needed regular updates due to the virus changing. Once formulations could be adjusted seasonally, the mandate returned in the early 1950s and has stayed in place continuously – until Hegseth’s change of policy.

Emergency hospital at Camp Funston, Kansas in 1918, during the influenza epidemic
The influenza pandemic of 1918 killed nearly as many American troops as were killed in battle during World War I.
Otis Historical Archives, National Museum of Health and Medicine

COVID-19 changed vaccine politics

For decades, vaccine mandates were an unremarkable fact of military life, but COVID-19 changed that.

In August 2021, all service members were ordered to be vaccinated against COVID-19. More than 98% of active duty troops complied, but the mandate became a flash point. More than 8,000 service members were involuntarily discharged for refusing the shot.

In 2023, Congress passed a law requiring the Pentagon to rescind the military COVID-19 vaccine mandate. This reversal reframed the politics of military vaccine requirements. In January 2025, President Donald Trump ordered the reinstatement, with back pay, of troops discharged over COVID-19 vaccine refusal.

In announcing the end of the flu mandate, Hegseth relied heavily on “medical freedom” language that emerged from the COVID-19 vaccine debate, rather than on any new evidence about influenza or the effectiveness of the flu vaccine.

The medical freedom movement opposes government involvement in what its supporters see as personal health decisions – including public health recommendations such as vaccine mandates, masking and social distancing.

Does the vaccination rationale still hold?

Critics of the military flu vaccine mandate argued that flu is a milder threat than it was in 1918, that service members are healthier than the general population and that personal choice should outweigh public health logic for a seasonal virus.

The epidemiology tells a different story.

Although flu seasons can vary in disease severity, the virus mutates so unpredictably that pandemic flu seasons – like those in 1918, 1957, 1968 and 2009 – are a recurring possibility. Flu still hospitalizes and kills tens of thousands of Americans annually. The Centers for Disease Control and Prevention estimates the influenza vaccine prevented roughly 180,000 hospitalizations and 12,000 deaths during the 2024-2025 season.

The military operates in precisely the conditions that favor the spread of respiratory viruses: recruit training centers, barracks, ships and submarines where people live in close quarters.

The logic that drove Washington in 1777 and the Army surgeon general in 1945 to require vaccination hasn’t really changed. A sick soldier can’t deploy, can’t train and can spread illness through an entire unit.

What has changed is the political weight assigned to individual refusal – and that, more than the biology of the flu or the effectiveness of the vaccine, is what the end of this mandate reflects.

The Conversation

Katrine L. Wallace does not work for, consult, own shares in or receive funding from any company or organization that would benefit from this article, and has disclosed no relevant affiliations beyond their academic appointment.

– ref. How the concept of ‘medical freedom’ is reshaping the military’s decades-long stance on the flu vaccine mandate − and endangering troops’ readiness – https://theconversation.com/how-the-concept-of-medical-freedom-is-reshaping-the-militarys-decades-long-stance-on-the-flu-vaccine-mandate-and-endangering-troops-readiness-281387

Wearable glucose monitors offer real-time data, but for healthy people no guidelines exist to interpret the numbers

Source: The Conversation – USA (3) – By Liao Yue, Assistant Professor of Kinesiology, University of Texas at Arlington

Continuous glucose monitors once required a prescription but can now be purchased over the counter. Jesus Rodriguez/iStock via Getty Images Plus

Keeping tabs on blood sugar throughout the day used to be the exclusive domain of people with diabetes. But in 2026, anyone can buy a user-friendly wearable device that provides minute-by-minute readouts on how their glucose levels respond to food and movement.

These glucose numbers are increasingly being tracked by people who are healthy but want to lose weight or optimize their wellness.

I am a behavioral scientist who has spent the past decade studying how real-time data captured through wearable sensors and mobile technologies can help promote a healthier lifestyle. I’ve found that for people who don’t have diabetes, using such a device for a few weeks can bring insight into how their body reacts to their eating patterns and daily habits.

But researchers still don’t know how these fluctuations affect health for people who don’t have diabetes. In the absence of meaningful metrics for interpreting these numbers, monitoring a constant stream of data doesn’t directly help people make health-related decisions and can lead to confusion and needless anxiety.

What are glucose levels – and why track them?

Glucose is a type of sugar that circulates in the bloodstream after being absorbed from food. It is the body’s primary source of energy.

For people without diabetes, glucose levels generally stay in the range of 70-120 milligrams per deciliter (mg/dL) of blood throughout the day. After eating or drinking, levels could exceed 140 mg/dL but should come down to the normal range within a couple of hours. That’s because the pancreas responds to a glucose spike by releasing a hormone called insulin, which brings the glucose number down.

Blood sugar levels on a spectrum from hypoglycemia to diabetes.
A healthy range for glucose levels is between 70 and 120 milligrams per deciliter. For people with diabetes, glucose levels generally run high.
piyaset/iStock via Getty Images Plus

Muscles burn glucose for fuel, so physical activity also helps normalize glucose levels.

Glucose levels generally run high with diabetes. People with Type 1 diabetes, whose bodies don’t make enough insulin, rely on glucose numbers to tell them when to take a dose of insulin. People with Type 2 diabetes use the numbers to monitor the effect of their medications and lifestyle changes and to get a fuller picture of their glucose control.

From test strips to AI-enabled sensors

Devices that track glucose numbers have been around since the early 1970s. Early versions consisted of test strips that detected glucose levels in urine. Finger prick tests, or glucometers, which were developed in the 1980s, are still used by some people today and measure them more directly by applying a tiny blood drop to a test strip.

To make the technology more convenient, companies in the early 2000s developed continuous monitoring devices that consist of tiny sensors inserted just under the skin that detect glucose in fluid that surrounds cells. Initially, these devices could give readings every 15 minutes for several days at a time, but recent versions sample more frequently.

Today, the technology has evolved even further. The most advanced glucose monitors under development come in the form of watches or rings with noninvasive sensors that use light-based techniques to detect glucose in body fluids. Many also rely on machine learning to provide more accurate readings by detecting each person’s unique physiological patterns over time.

For decades, continuous glucose monitors were available only with a doctor’s prescription. But in March 2024, the Food and Drug Administration approved the first over-the-counter continuous glucose monitor in the U.S., making them widely accessible.

Glucose monitoring for diabetes

There’s no doubt that continuous glucose monitors are a game-changer. People living with diabetes rely on these devices to track what percentage of the day their blood glucose stays within healthy limits – a measure called “time in range.” Patients make decisions about managing their condition – for example, when to take insulin – on guidelines developed by researchers and physicians based on that measure.

Infographic explaining glucose uptake and response to insulin in type 1 and type 2 diabetes.
In people living with diabetes, cells don’t absorb glucose properly from the bloodstream.
VectorMine/iStock via Getty Images Plus

According to a 2026 report from the Centers for Disease Control and Prevention, almost 11 million adults who have diabetes – more than 1 in 4 adults with the condition – are undiagnosed. Type 2 diabetes can develop slowly and silently, often with no noticeable symptoms for years except glucose levels that remain elevated for a majority of the day, including when people are sleeping. Tracking glucose levels might offer clues that glucose is elevated.

Tracking glucose levels may also benefit the 115.2 million Americans – 43.5% of all U.S. adults – who have a condition called prediabetes. Prediabetes is when a person’s metabolic system shows early warning signs of diabetes but they don’t have the full-blown disease.

Prediabetes generally has no noticeable symptoms, but it is reversible – meaning, it’s possible to shift your glucose levels back into a healthy range. Tracking your glucose number can reveal how diet and exercise affect it. Observing how a soda spikes your glucose levels, for example, might give you pause before you drink one next time.

Daily glucose rhythms

Increasingly, though, people who use continuous glucose monitor aren’t diabetic – or even prediabetic. Instead, they want to understand how their bodies react to activities in their daily lives.

Diet, exercise and other lifestyle behaviors have long-term effects on health. Weight loss, for example, happens slowly. Changes in blood glucose, on the other hand, are more immediate. Tracking glucose levels thus offers real-time feedback on how your body responds to the food you just ate or the workout you just finished.

In studies I’ve conducted with colleagues, many people have found this information powerful. They were surprised to learn that eating certain foods – sugary soda, or even something healthy like a banana – causes their glucose levels to spike.

Seeing your glucose levels changing in real time can spur insights, but if you don’t have diabetes there are no guidelines for how to respond to those fluctuations.

One study participant told us that seeing their real-time glucose numbers led them to make more intentional dietary choices, such as cutting back on snacking. “I’m more aware and I’m making the changes,” they explained. Another participant also noted behavior changes prompted by continuous glucose monitoring, such as trying to avoid eating so late in the evening and consuming only half a fast-food meal.

That initial wow factor – and its capacity to motivate people to make healthy lifestyle changes – may be valuable. But it’s not clear how long these changes last, or how exactly people should respond to fluctuations in their glucose number to decrease their diabetes risk or to address other health issues.

Unlike the time in range guidelines for diabetes, there is no clear framework for what daily glucose patterns are abnormal in people who don’t have diabetes – or what patterns may indicate future disease risks.

Mapping the numbers

Researchers like me and my team are exploring exactly these questions.

Building a dynamic picture of how glucose levels fluctuate throughout the day in people without diabetes may point to early indicators for various chronic diseases. For example, my colleague and I recently developed a mathematical model to examine how monitoring glucose levels during sleep might help predict the risk of metabolic diseases – such as Type 2 diabetes, heart disease or fatty liver disease – in people with and without diabetes.

Additionally, continuous glucose data may reveal how people’s bodies might react differently to the same food, workout or other activity. Understanding how each person’s biology responds to the choices they make throughout the day could eventually lead to a more personalized approach to lifestyle changes that can help people maintain their health.

The Conversation

Liao Yue receives funding from the American Institute for Cancer Research, the American Heart Association, the Cancer Prevention & Research Institute of Texas and the Texas Higher Education Coordinating Board.

– ref. Wearable glucose monitors offer real-time data, but for healthy people no guidelines exist to interpret the numbers – https://theconversation.com/wearable-glucose-monitors-offer-real-time-data-but-for-healthy-people-no-guidelines-exist-to-interpret-the-numbers-276012

More than 140,000 Americans die from COPD each year – here’s why survival depends on more than avoiding smoking

Source: The Conversation – USA (3) – By Olamide Asifat, Physician and Doctoral Researcher in Public Health, Georgia Southern University

COPD puts people at risk for many other adverse health conditions. AndreyPopov/iStock via Getty Images Plus

The Conversation, CC BY-ND

Chronic obstructive pulmonary disease, or COPD, caused 141,733 deaths in the United States in 2023 – the latest data that has been reported. That number reflects not just the effects of smoking, but a broader set of medical and social factors that shape who survives.

As of early 2026, COPD remains the fifth-leading cause of death nationwide and carries a substantial economic burden, with annual medical costs estimated at US$24 billion among adults ages 45 and older. COPD is a progressive condition that limits airflow, making it increasingly difficult to breathe and carry out everyday activities.

Nearly 16 million U.S. adults live with COPD, and many more remain undiagnosed.

COPD also encompasses chronic bronchitis, which inflames the airways, and emphysema, a condition that damages the air sacs in the lungs. Both conditions limit the flow of air in and out of the lungs.

I am a physician and doctoral researcher in public health who studies chronic disease outcomes using nationally representative U.S. data. In my research examining long-term mortality among adults living with COPD, one pattern stands out clearly: My colleagues and I found that both current and former smokers had a higher risk of death compared with those who never smoked, highlighting that smoking increases mortality risk – but it does not act alone.

How smoking and COPD are intertwined

Smoking has been recognized for over five decades as the primary cause of COPD. It is a major factor in how the disease develops and progresses, although other factors such as secondhand smoke, air pollution and occupational exposures also play a role. Even after accounting for age and other health conditions, people with COPD who have smoked face a higher risk of death than those who have never smoked.

Quitting smoking, while essential, does not fully erase the damage caused by smoking. This is because long-term exposure to tobacco smoke leads to persistent inflammation and structural damage in the lungs, changes that are not fully reversible. They continue to affect airflow and respiratory function even after a person stops smoking, although quitting significantly slows further decline.

COPD is a long-term condition that continues to affect the lungs and the pulmonary blood vessels over time, contributing to both breathing problems and other chronic conditions.

In some cases, higher risks among former smokers with COPD may reflect the lasting effects of smoking or underlying illness that led them to quit.

Illustration of a human torso showing the lung divided into two sections, one healthy (on left) and the other affected by pulmonary emphysema on the right.
Emphysema is a form of COPD that limits the flow of air in and out of the lungs.
ILUSMedical/Science Photo Library via Getty Images

COPD affects more than the lungs

COPD is often described as a lung disease, but its effects extend far beyond breathing.

People living with COPD also face a higher risk of other health problems, including lung infections such as flu or pneumonia, lung cancer, heart disease, weak muscles and depression or anxiety, all of which can increase the risk of death.

One of the most noticeable ways COPD affects daily life is through persistent breathlessness, which can make even simple tasks such as walking, cooking or getting dressed more difficult. As activity declines, overall health can worsen, creating a cycle that is hard to break.

COPD is also frequently diagnosed late and progresses gradually, limiting opportunities for early treatment.

Social connections can shape survival

A growing body of research shows that social factors play a meaningful role in health outcomes with chronic diseases including COPD. Social isolation has been linked to a higher risk of premature death, with effects comparable to well-known risk factors such as smoking and obesity. This is a major problem because nearly 1 in 6 adults with COPD experience social isolation, and 1 in 5 experience loneliness.

Among people living with COPD who were single or never married, the increase in overall risk of death associated with smoking was substantially higher. In this socially isolated group, current smokers faced roughly a 50% higher risk of death and former smokers faced nearly four times the risk compared with those who never smoked, highlighting how social context can shape survival rates.

Other research has similarly found that social isolation is associated with a higher risk of death among people with COPD, reinforcing the importance of social support. Managing a demanding chronic illness alone can be difficult; without support to monitor symptoms or assist with care, the burden of disease may be grave.

One reason is that social connections influence how people manage chronic illnesses. People who are socially isolated are more likely to engage in unhealthy behaviors such as smoking, poor diet and physical inactivity, and may be less likely to follow treatment plans.

Support from family members, caregivers or community networks can improve peoples’ likelihood of following treatments, reduce their stress and make it easier to quit smoking. For people living with COPD, a condition that requires daily management, these differences can significantly affect their quality of life and how long they live.

What can help reduce COPD deaths?

Reducing deaths from COPD begins with prevention and early intervention. Avoiding or quitting smoking remains the most effective way to lower risk. Reducing exposure to tobacco smoke, air pollution and occupational hazards such as dust from mining and chemical fumes can also help prevent long-term lung damage.

For people already living with COPD, consistent access to care can improve outcomes. Treatments such as inhalers that help open the airways, pulmonary rehabilitation and oxygen therapy, along with vaccinations against respiratory infections, can help manage symptoms and reduce complications.

Improving survival in COPD depends on more than treatment alone – it also requires addressing social factors such as isolation, access to support and living conditions.

One practical step is making screening for social isolation part of routine care.

The Conversation

Olamide Asifat does not work for, consult, own shares in or receive funding from any company or organization that would benefit from this article, and has disclosed no relevant affiliations beyond their academic appointment.

– ref. More than 140,000 Americans die from COPD each year – here’s why survival depends on more than avoiding smoking – https://theconversation.com/more-than-140-000-americans-die-from-copd-each-year-heres-why-survival-depends-on-more-than-avoiding-smoking-277475

Table tennis robot defeats some of world’s best players – why this has major implications for robotics

Source: The Conversation – UK – By Kartikeya Walia, Lecturer, Department of Engineering, Nottingham Trent University

A table tennis robot has outperformed elite players in recent evaluations. The robot, called Ace, marks a significant step toward artificial intelligence (AI) systems that can operate in fast, uncertain, real-world environments.

In the tests, the autonomous robot won three out of five matches against elite players – competitive athletes with over ten years’ experience and an average of 20 hours weekly training. The robot, developed by Sony AI, lost both matches against players in professional Japanese leagues, but did win a game against one of them. The system is described in detail in a recent paper published in Nature.

AI has spent decades mastering games. It has repeatedly outperformed the best humans in everything from complex video games like StarCraft II to chess – where modern programs now far exceed human ratings.

Landmark systems such as Deep Blue and AlphaGo have confirmed that, given clear rules and enough data, AI can achieve superhuman performance. But these victories all shared one key feature: they happened in controlled, digital environments.

At first glance, table tennis might seem like an unusual benchmark for artificial intelligence. In reality, it is one of the most demanding imaginable. The ball can travel faster than 20 metres per second, giving players less than half a second to react.

On top of that, spin introduces enormous complexity. A ball rotating at extreme speeds can curve mid-air and rebound unpredictably off the table. For humans, interpreting spin is largely intuitive. For robots, it has been a longstanding obstacle.

This robot can beat you at table tennis (Nature)

Earlier table tennis robotic systems such as Forpheus, developed by Japanese company Omron, addressed this by simplifying the game – using controlled ball launchers, limiting movement, or ignoring spin altogether. More recent iterations have aimed for interaction, but still operate under constrained conditions.

Ace does none of this. It plays with standard equipment, on a regulation table,
against human opponents who are free to use the full range of shots.

How Ace works

Ace’s performance relies on three key innovations: how it sees the world, how it
decides what to do, and how it carries out those actions. First, let’s deal with how Ace sees the world. Traditional cameras struggle with fast motion, often producing a blur or missing critical details.

Ace instead uses three “event-based” vision sensors, which detect changes in light rather than capturing full images at fixed intervals. These are complemented by nine high-speed cameras that track the environment, including the opponent and their racket.

Together, these systems enable high-speed gaze control (the technology that enables a robot to direct its sensors to focus on specific things) and allow the robot to follow the ball with exceptional real-time precision.

By tracking markings on the ball, where professional players can generate spin approaching 9,000 revolutions per minute (rpm), the system can estimate spin in real time, something that has long challenged robotic systems.

How Ace’s gaze control system works (Sony AI and Nature).

The second important innovation is how Ace decides what to do. Knowing where the ball is going is only half the problem; the robot must also respond instantly. Ace uses deep reinforcement learning, trained in simulation over millions of virtual rallies, including self-play.

It continuously generates movement commands for its multi-jointed robotic arm, recalculating trajectories every few tens of milliseconds while avoiding collisions with the table or itself.

The third innovation is how Ace how it carries out its actions. To match the speed of human elite players, the robot is built around a high-performance arm combining two prismatic (sliding) and six revolute (rotational) joints. This enables rapid sideways motion and precise striking. There is both a table tennis racket and a mechanism for ball handling, allowing one-armed serves.

Crucially, the system is engineered for high-speed interaction: lightweight structures and optimised actuation (the mechanisms in a robot that convert energy into mechanical force) allow Ace to return balls at speeds approaching 20 metres per second. This enables sustained, competitive rallies with skilled human players.

Ace makes a split section change when the ball hits the net (Sony AI and Nature).

What makes this particularly notable is the transition from simulation to reality. Many AI systems perform well in virtual environments but fail when exposed to real-world noise and uncertainty. Ace demonstrates that this “sim-to-real” gap can be
meaningfully reduced.

One moment during a rally with an elite player illustrates the way that Ace has leapt over this gap. When a predicted ball trajectory suddenly changed after clipping the net, Ace reacted almost instantly, returning the shot and winning the point. What makes Ace particularly significant is therefore not just its performance, but its ability to operate reliably under real-world uncertainty.

Why this matters beyond sport

A robot returning high-speed topspin shots may be entertaining, but the implications go far beyond table tennis. In manufacturing, for example, robots are typically confined to highly structured tasks.

The real challenge is adaptability, handling irregular objects, responding to variation. This is particularly relevant for next-generation robots operating in unstructured environments.

To function effectively in homes, hospitals or construction sites, robots must be able to predict, adapt and respond to constantly changing conditions. The same predictive and control capabilities that allow Ace to respond to unpredictable shots could enable more flexible, responsive automation.

Industrial robot
Most industrial robots are kept behind safety barriers because they cannot respond to unexpected human behaviour.
Zhu Difeng

There are also implications for human–robot interaction. Most industrial robots are
kept behind safety barriers because they cannot react quickly or reliably enough to
unexpected human behaviour. Ace operates at the edge of human reaction time,
suggesting a future where robots can safely collaborate with people in shared
spaces.

More broadly, this work represents a shift in what AI is expected to do. The next
frontier is not just intelligence in abstract problem-solving, but intelligence embedded in the physical world. The gap between simulations and reality needs filling, and this is a big step forward.




Read more:
Amazon’s new robot has a sense of touch, but it’s not here to replace humans


What humans still do better

Professional players were still able to exploit Ace’s limitations – particularly in reach, speed, and the ability to handle extreme or highly deceptive shots. This highlights that intelligence is not just about prediction and control, but also about physical embodiment. Humans combine perception, movement and strategy in ways that remain difficult to replicate.

Interestingly, systems like Ace may end up enhancing human performance rather
than replacing it. As one former Olympic player observed after facing the robot,
seeing it return seemingly impossible shots suggests humans might be capable of more than previously thought.

The Conversation

Kartikeya Walia receives funding from Innovate UK, UKRI. He does not work for, consult, own shares in or receive funding from any company or organisation that would benefit from this article, and has disclosed no relevant affiliations beyond their academic appointment.

– ref. Table tennis robot defeats some of world’s best players – why this has major implications for robotics – https://theconversation.com/table-tennis-robot-defeats-some-of-worlds-best-players-why-this-has-major-implications-for-robotics-281511

In England and its colonies, accused witches weren’t burnt – but wives who defied their husbands were

Source: The Conversation – UK – By Stephanie Brown, Lecturer in Criminology, University of Hull

I recently appeared on the BBC radio show Woman’s Hour to discuss my research on homicides committed by women. Just before my segment, singer-songwriter Katherine Priddy spoke about her song Matches, inspired by the feminist phrase “women, not witches”. It reframes witch trials as the persecution of women rather than the pursuit of the supernatural. One lyric lingered with me: “They weren’t burning witches; it was women on those fires.”

In England, Wales and their former North American colonies, that claim needs nuance. There, women were not burnt for witchcraft; they were hanged. Witchcraft was a felony under English common law, and felons were executed at the gallows. Elsewhere, the story was different. On the continent and in Scotland, witchcraft was heresy, and heretics were burnt at the stake.

In England and its colonies, no one was burnt at the stake during witch hunts: not at Pendle, not at Salem and not under the campaigns of the “witchfinder general”, Matthew Hopkins. The image of the burning witch is powerful, but in this context, it is largely a myth. If we want to understand why women were burnt in England and Wales, we need to look elsewhere – towards a different crime, and a different kind of fear.

Matches by Katherine Priddy.

In 1359 at York Castle, a woman named Alice of Tunstall was brought before the court. She was not accused of witchcraft. There were no whispers of spells or dealings with the devil. Alice stood charged with killing her husband. She was found guilty of petty treason and sentenced to be burned at the stake.

Petty treason applied to those wives and servants who “owed faith and obedience” to a social superior. A wife who killed her husband committed a rebellion against the social order itself; a husband who killed his wife had not. Husbands, and even male servants who killed their master, were hanged; women were burnt.

The logic of the law was explicit. Fire destroyed the body, denied burial and made the crime a public spectacle. It was punishment as both correction and warning. Petty treason made female disobedience visible, violent and unforgettable.

Centuries later, the law’s gendered logic persisted. In 1789, Catherine Murphy and her husband were convicted of the same crime: making counterfeit coins – a type of high treason. He was hanged like other male offenders; she was burnt at the stake.

At Newgate Prison, Catherine was led past the hanging body of her husband. She was strangled until she was dead. Only then were bundles of sticks piled and lit around her body, following the post-1652 custom of ensuring the condemned was no longer alive. Even in this modified execution, Murphy’s punishment was far harsher than that of the men she had worked with, reflecting centuries of legal gender inequality.

The execution of Murphy helped prompt reform. In 1790, the MP Sir Benjamin Hammet raised the issue in the House of Commons, citing her death as evidence that burning women – even after they were dead – was a grotesque and unnecessary punishment. The Treason Act of 1790 abolished burning as a method of execution, substituting hanging, which was the punishment for men. Even then, it was not until 1828 that a wife’s murder of her husband was formally reduced to a felony.

From Alice of Tunstall to Catherine Murphy, these fires were not about magic – they were about control. They remind us that historically, under English law, female defiance of husbands or social hierarchy has been treated far more harshly than men’s crimes. The image of the burning witch obscures this reality. In truth, it was gender, not superstition, that lit the flames.

The Conversation

Stephanie Brown does not work for, consult, own shares in or receive funding from any company or organisation that would benefit from this article, and has disclosed no relevant affiliations beyond their academic appointment.

– ref. In England and its colonies, accused witches weren’t burnt – but wives who defied their husbands were – https://theconversation.com/in-england-and-its-colonies-accused-witches-werent-burnt-but-wives-who-defied-their-husbands-were-278612

Council elections take place for some Palestinians – but continuing mass displacement makes Gaza poll farcical

Source: The Conversation – UK – By Anne Irfan, Lecturer in Interdisciplinary Race, Gender and Postcolonial Studies, UCL

There was an election, of sorts, in Gaza at the weekend. It was a very limited vote – only people registered to vote in the central Gaza city of Deir al-Balah were able to cast a ballot. This made up a total electorate of 70,000 people, and of them, only 23% actually voted.

Hamas did not field any candidates and the municipal election has been described as a largely symbolic exercise by the Palestinian Authority (PA). The PA, which is dominated by Fatah under Palestinian president, Mahmoud Abbas, wants to link the West Bank and Gaza politically ahead of a possible presidential campaign at some stage in the future.

The low turnout in the Gaza poll was not unexpected given the continuing instability in the Strip. A joint report on Gaza published earlier this month by the UN, EU and World Bank, estimated that the Israeli military has displaced more than 1.9 million Palestinians in the last two-and-a-half years.

Less reported – but no less important – is the fact that this displacement continues, despite the ceasefire agreement announced in October 2025. The situation remains volatile, with the Israeli military having killed more than 738 Palestinians in Gaza since then.

All the signs are that this displacement will last. The Israeli army remains on the ground in more than half of the Gaza Strip, which is now divided by the so-called “yellow line” established shortly after the ceasefire. Although the line was originally announced as a temporary measure ahead of the military’s full withdrawal, there is every sign of it becoming a fixed border. Israel’s military chief of staff, Lieutenant-General Eyal Zamir appeared to confirm this when he visited Gaza in December 2025 and described the yellow line as “a new border line”.

Now virtually the entire Palestinian population of Gaza – the vast majority of whom have been forced to move at least once during the conflict, now widely recognised as a genocide – are confined to its eastern side. Any Palestinian who crosses the line risks being shot by the Israeli army.

More than 200 Palestinians have already lost their lives in this way. Most infamously, the Israeli army killed 11 members of the Abu Shaaban family, including seven children, as they were driving back to their home in the early weeks of the ceasefire.

By forcibly preventing Palestinians from returning to their homes, Israel is making the Palestinian people’s displacement permanent. And as the majority of Gaza’s Palestinians were already refugees before the Israeli assault began in October 2023, many see this policy as continuation of what they call the Nakba_ – or “catastrophe”. This began in 1948, when Zionist militias and the Israeli army displaced and expelled at least 750,000 Palestinians, leading more than 200,000 to seek refuge in Gaza.

Complicating matters further still, the Israeli military has repeatedly moved the yellow line further inward, seizing more territory in a de facto land grab. According to recent estimates, the side of the line occupied by the Israeli military now comprises more than 58% of the territory of the Gaza Strip.

This area appears to have been earmarked for US-Israeli investment, development and possible settlement, while remaining out of bounds to Palestinians.

Transfer out of Gaza

At the same time as this ongoing internal displacement, controversial schemes to transfer Palestinians out of Gaza altogether are continuing. Since 2023, both the Israeli government and the White House have discussed numerous proposals for the Palestinians’ mass relocation from Gaza. Indonesia, Libya, Sudan, Congo and Somalia have all been touted as possible destinations. The Trump administration also proposed offering Palestinians US$5,000 (£3,680) to leave Gaza “voluntarily”.

Palestinians have overwhelmingly rejected these plans. Yet despite the 20-point ceasefire agreement stating that “no one will be forced to leave Gaza” and promising that “we will encourage people to stay”, various transfer schemes have continued covertly. Over the past year, hundreds of Palestinians have been spirited out of Gaza on flights organised by a settler organisation linked to the Israeli military.

This operation came to light when 153 Palestinians were forced to spend 12 hours on an airport runway in South Africa after landing there without the required travel documents. Media investigations subsequently found that their journey had been facilitated by an organisation called Al Majd Europe, which calls itself a humanitarian agency working to evacuate Muslims from conflict zones. Palestinians pay US$2,000 upfront to Al Majd Europe which then arranges for their departure from Gaza.

As it turns out, Al Majd Europe is led by Israeli-Estonian national Tomer Jamar Lind. A report published by Israeli daily newspaper, Haaretz, has found that Al-Majd coordinates with the Israeli army’s Voluntary Emigration Bureau, which is run by Israel’s far-right finance minister, Belazel Smotrich.

Behind the scenes, the evacuation scheme is orchestrated by the organisation Ad Kan, whose leader Gilad Ach openly backed Trump’s plans for mass transfer from Gaza.

After bussing the Palestinians from Gaza to southern Israel, the organisations arrange for them to fly from Ramon airport to a range of destinations, including Indonesia, Malaysia and South Africa.

Some of the Palestinians who have been relocated in this way report not knowing where they are going. There are striking parallels with the 1970s, when the Israeli authorities tried to illicitly deport thousands of Palestinians from Gaza to Paraguay.

In effect, then, Israel is pushing Gaza’s 2 million Palestinians into a confined part of the Strip while simultaneously working to relocate them out of Palestine altogether. And with international attention largely now turned away from Gaza, there is alarmingly little to stop these plans getting considerably further – before it is too late.

The Conversation

Anne Irfan has received research funding from the British Academy

– ref. Council elections take place for some Palestinians – but continuing mass displacement makes Gaza poll farcical – https://theconversation.com/council-elections-take-place-for-some-palestinians-but-continuing-mass-displacement-makes-gaza-poll-farcical-281282

These £500 plug-in solar panels are about to go on sale: here’s what an expert says you need to know

Source: The Conversation – UK – By Dylan Ryan, Lecturer in Mechanical & Energy Engineering, Edinburgh Napier University

Millions of panels are installed across Germany. Ingrid Balabanova/Shutterstock

Plug-in solar panels are expected to officially go on sale in the UK in the next few months for around £500. But there are quite a few obstacles for the government and householders to overcome before this becomes the easy-to-use option that is popular in other European countries.

Plug-in solar typically consists of one or more panels, which can be mounted on the sides of a balcony (or in the garden), and then connects to the house via an inverter. The inverter converts the type of electricity that the panels generate to the voltage and frequency used by the grid.

In theory this power can be fed into a home via a standard plug. This has not been possible in the UK for safety and regulatory reasons, but these regulations are now being amended to allow this, provided the panels meet new safety standards.

In Germany, millions of panels like these were in use in 2025. The German-owned supermarket Lidl and British-owned Iceland are already working with the UK government to put them on sale in the UK. These panels could produce around 200–500kWh per year, about 10% of a typical household’s energy, depending on how the system was positioned.

What the government needs to do

The government’s plans will allow plug-in installations of up to 800W, subject to several guidelines. But it’s still not clear if there’s going to be any changes to planning laws which might be needed. Tenants would also need to check with their landlord in a shared development (as balcony solar could affect the building insurance, which is often shared across the block). There may also be restrictions under planning law for people living in a conservation area.

To get optimum power, you would want to tilt the solar panels. But this may also be contrary to existing planning rules. Without this angle, performance could be cut by 30-45%. Do planning rules need to change on this?

The government is promising new safety standards and “anti-islanding” measures for these kits. “Anti-islanding” refers to the danger that the plug prongs are live for a short time after being unplugged or if the grid was to go down and the panels continued to feed power into the house with no way to use the power. Some form of safety mechanism is needed to stop the flow of electricity in these cases.




Read more:
Plug-in solar panels are the latest green energy trend – here’s what you need to know


The professional body, the Institute of Engineering and Technology, and trade association the Electrical Contractors Association have already raised some concerns about use of this type of solar panels. It’s clear that some UK homes have older electrical systems that won’t cope with plug-in solar. Previous UK building standards haven’t factored in power being fed into houses via a plug in this way.

While some of these plug-in devices available online are good quality, others are cheaply made, which is another concern. There needs to be an industry standard and enforcement.

Plug-in solar panels are popular with renters in Germany.

What householders need to think about

For most people living in houses (rather than flats) it’s going to be fairly straightforward, but some (including those in conservation areas) may need planning permission. Most people should also check with their insurers.

Balcony solar is not ideal for everyone. If your balcony is shaded part of the day or north facing you may gain little benefit. It’s worth checking this.

You will still have to notify your local district network operator, who maintain and fix your network. This is different from your energy company. You will also need to fill in a G98 notification. This online form tells your electricity supplier that you have a solar system that will be feeding power into the grid. These forms are usually filled out by electricians. It’s not clear yet if householders or tenants will be able to handle these applications themselves.

You’ll need a weatherised external plug for a unit on your balcony and to connect to your house. If you are calling out an electrician to install that, it might be safer to just have the system wired into the mains directly. But you can’t just run a cable in through an open window as that wouldn’t be safe. Also having an open window would let heat escape, and homes typically use more energy on heating than on electricity, potentially wiping out any benefits from the solar kit.

Another consideration is what to do with the power itself. The price paid by the grid for householders supplying excess energy is often a lot less than the price of buying electricity from the grid, so householders really want to use as much of that power themselves as possible. One solution to this is to buy a battery. While these can cost several hundred pounds, it means you can charge the battery during the day and then use the power at night. So, a battery improves flexibility, but it also increases costs and shortens the payback period.

The government hopes that plug-in solar could encourage more people to start using solar, which might then encourage investment in larger installations such as on rooftops, which can produce far more power. However, it’s worth remembering that in Germany it worked in reverse, first came rooftop solar (supported by government subsidies) and then balcony systems filled in the gaps.

By quickly addressing some of these practical issues, the government can encourage a wider shift to solar power.

The Conversation

Dylan Ryan does not work for, consult, own shares in or receive funding from any company or organisation that would benefit from this article, and has disclosed no relevant affiliations beyond their academic appointment.

– ref. These £500 plug-in solar panels are about to go on sale: here’s what an expert says you need to know – https://theconversation.com/these-500-plug-in-solar-panels-are-about-to-go-on-sale-heres-what-an-expert-says-you-need-to-know-280946