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HealthLeap raises $1.1M pre-seed to reduce malnutrition in hospitals with clinical AI assistant

Malnutrition is very common among hospitalized patients in the U.S., and its coded prevalence is increasing. Amid this problem lies an opportunity to optimize the overall quality of patient care, improve clinical outcomes and reduce costs. That’s the…

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Malnutrition is very common among hospitalized patients in the U.S., and its coded prevalence is increasing. Amid this problem lies an opportunity to optimize the overall quality of patient care, improve clinical outcomes and reduce costs.

That’s the drive for South Africa-based health tech startup HealthLeap, which focuses on a global healthcare market starting from the U.S. The startup provides a clinical assistant for dietitians working in hospitals. It’s emerging from stealth to announce its $1.1 million pre-seed round led by deep tech investor Fifty Years.

Malnutrition happens when there’s a deficiency, excess or imbalance of nutrients in people’s bodies. This can cause significant adverse effects on people’s physiology and clinical outcomes.

People with diseases can develop malnutrition when they cannot consume adequate quantities or quality of food, or their diet does not reach the proper levels of nutrients to compensate for the specific nutritional needs created by the disease.

HealthLeap’s method is to use clinical nutrition to diagnose, prevent and manage these nutritional changes in these patients.

The health tech company says it is building AI-assisted tools for healthcare professionals to better address hospital malnutrition.

“As a clinical dietitian, I saw many patients suffer due to malnutrition being insufficiently addressed in hospitals, partially because clinical dietitians are understaffed, and other clinicians are not adequately trained in clinical nutrition,” clinical dietitian and chief research officer Jemima Meyer told TechCrunch.

“I wanted to help dietitians with the complex clinical calculations that they constantly tailor to each patient case and their changing medical condition.”

Meyer hacked the first version of a research-backed productivity tool to help her colleagues perform calculations, make decisions using the latest clinical research and treat more patients in less time.

With her brother and CEO Josiah Meyer and CTO Ray Botha, they standardized the process, and that was how HealthLeap was launched in April 2021.

The company’s AI-based clinical assistant product is called NutriLeap. Its mobile app, which is HIPAA-compliant, helps hospital dietitians (and soon the other healthcare providers they collaborate with) with automated clinical calculations and research-backed suggestions. With this, they can determine precise, personalized nutritional needs significantly faster for patients. 

“We are predicting optimal treatment steps to ensure patients receive adequate nutrition,” said CTO Botha. “The decisions clinicians make inside our app combined with data from other sources, including an EHR integration, will further improve our predictions.” 

The app is used by 50 dietitians in a private beta program. The company said it has a waitlist nearing 1,000 dietitians, pharmacists and physicians

HealthLeap founders: Ray Botha, CTO: Josiah Meyer, CEO; Jemima Meyer, CRO

Malnutrition in hospitals is associated with 3-5x mortality during a hospital stay. It affects 30-50% of patients, but only 5% are diagnosed. HealthLeap says it wants to eradicate hospital malnutrition globally. But for now, it is focused on the U.S. because of the possibilities the new United States Core Data for Interoperability (USCDI) standards unlock. 

We believe in a future where nutrition is uniquely optimized for the health of every person. We want to help make nutrition data-driven for everyone, and we’re starting with the people that need it most urgently: hospital patients,” said the chief executive Josiah Meyer. “One important data source that got unlocked is Electronic Health Record data due to the USCDI standards.”

The USCDI standards, approved in July last year, allow health tech organizations to access previously unavailable health data sources. And with the pandemic massively accelerating healthcare professionals’ adoption rates of digital tools, HealthLeap is poised to capture a significant market share with its software.

In addition to helping clinical dietitians and other healthcare providers (hospital pharmacists, physicians, nurses) identify patients at risk of malnutrition, HealthLeap also prescribes daily quantities of oral, tube, and IV feeding to the patient’s ever-changing needs. The company said it helps dietitians to treat patients even after discharge.

HealthLeap is still very much in the pre-revenue stage. But it won’t stay that way much longer. According to preliminary pricing research carried out by the company, 97% of its target users are willing to pay a monthly subscription fee out for access to NutriLeap.

Figuring out revenue is good news for startups and the investors backing them. For Fifty Years, HealthLeap’s lead investor that recently raised $90 million for its third and newest fund, investing in “the next generation of founders that will change the world for the better” is paramount as well. That’s why the firm, which is made up of 44 unicorn founders, backed HealthLeap.

“It’s a tragedy that so many die needlessly because they don’t get the nutrition they need while in the hospital,” said Fifty Years founding partner Seth Bannon in a statement. “By addressing hospital malnutrition in a scalable way using machine learning, HealthLeap will save dietitians time, save healthcare providers money, and most importantly save patients’ lives. That’s easy to get excited about.”

HealthLeap says it will use this pre-seed capital to hire software engineers and data scientists to continue creating smart tools to help clinicians prevent and treat hospital malnutrition.

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The next pandemic? It’s already here for Earth’s wildlife

Bird flu is decimating species already threatened by climate change and habitat loss.

I am a conservation biologist who studies emerging infectious diseases. When people ask me what I think the next pandemic will be I often say that we are in the midst of one – it’s just afflicting a great many species more than ours.

I am referring to the highly pathogenic strain of avian influenza H5N1 (HPAI H5N1), otherwise known as bird flu, which has killed millions of birds and unknown numbers of mammals, particularly during the past three years.

This is the strain that emerged in domestic geese in China in 1997 and quickly jumped to humans in south-east Asia with a mortality rate of around 40-50%. My research group encountered the virus when it killed a mammal, an endangered Owston’s palm civet, in a captive breeding programme in Cuc Phuong National Park Vietnam in 2005.

How these animals caught bird flu was never confirmed. Their diet is mainly earthworms, so they had not been infected by eating diseased poultry like many captive tigers in the region.

This discovery prompted us to collate all confirmed reports of fatal infection with bird flu to assess just how broad a threat to wildlife this virus might pose.

This is how a newly discovered virus in Chinese poultry came to threaten so much of the world’s biodiversity.

H5N1 originated on a Chinese poultry farm in 1997. ChameleonsEye/Shutterstock

The first signs

Until December 2005, most confirmed infections had been found in a few zoos and rescue centres in Thailand and Cambodia. Our analysis in 2006 showed that nearly half (48%) of all the different groups of birds (known to taxonomists as “orders”) contained a species in which a fatal infection of bird flu had been reported. These 13 orders comprised 84% of all bird species.

We reasoned 20 years ago that the strains of H5N1 circulating were probably highly pathogenic to all bird orders. We also showed that the list of confirmed infected species included those that were globally threatened and that important habitats, such as Vietnam’s Mekong delta, lay close to reported poultry outbreaks.

Mammals known to be susceptible to bird flu during the early 2000s included primates, rodents, pigs and rabbits. Large carnivores such as Bengal tigers and clouded leopards were reported to have been killed, as well as domestic cats.

Our 2006 paper showed the ease with which this virus crossed species barriers and suggested it might one day produce a pandemic-scale threat to global biodiversity.

Unfortunately, our warnings were correct.

A roving sickness

Two decades on, bird flu is killing species from the high Arctic to mainland Antarctica.

In the past couple of years, bird flu has spread rapidly across Europe and infiltrated North and South America, killing millions of poultry and a variety of bird and mammal species. A recent paper found that 26 countries have reported at least 48 mammal species that have died from the virus since 2020, when the latest increase in reported infections started.

Not even the ocean is safe. Since 2020, 13 species of aquatic mammal have succumbed, including American sea lions, porpoises and dolphins, often dying in their thousands in South America. A wide range of scavenging and predatory mammals that live on land are now also confirmed to be susceptible, including mountain lions, lynx, brown, black and polar bears.

The UK alone has lost over 75% of its great skuas and seen a 25% decline in northern gannets. Recent declines in sandwich terns (35%) and common terns (42%) were also largely driven by the virus.

Scientists haven’t managed to completely sequence the virus in all affected species. Research and continuous surveillance could tell us how adaptable it ultimately becomes, and whether it can jump to even more species. We know it can already infect humans – one or more genetic mutations may make it more infectious.

At the crossroads

Between January 1 2003 and December 21 2023, 882 cases of human infection with the H5N1 virus were reported from 23 countries, of which 461 (52%) were fatal.

Of these fatal cases, more than half were in Vietnam, China, Cambodia and Laos. Poultry-to-human infections were first recorded in Cambodia in December 2003. Intermittent cases were reported until 2014, followed by a gap until 2023, yielding 41 deaths from 64 cases. The subtype of H5N1 virus responsible has been detected in poultry in Cambodia since 2014. In the early 2000s, the H5N1 virus circulating had a high human mortality rate, so it is worrying that we are now starting to see people dying after contact with poultry again.

It’s not just H5 subtypes of bird flu that concern humans. The H10N1 virus was originally isolated from wild birds in South Korea, but has also been reported in samples from China and Mongolia.

Recent research found that these particular virus subtypes may be able to jump to humans after they were found to be pathogenic in laboratory mice and ferrets. The first person who was confirmed to be infected with H10N5 died in China on January 27 2024, but this patient was also suffering from seasonal flu (H3N2). They had been exposed to live poultry which also tested positive for H10N5.

Species already threatened with extinction are among those which have died due to bird flu in the past three years. The first deaths from the virus in mainland Antarctica have just been confirmed in skuas, highlighting a looming threat to penguin colonies whose eggs and chicks skuas prey on. Humboldt penguins have already been killed by the virus in Chile.

A colony of king penguins.
Remote penguin colonies are already threatened by climate change. AndreAnita/Shutterstock

How can we stem this tsunami of H5N1 and other avian influenzas? Completely overhaul poultry production on a global scale. Make farms self-sufficient in rearing eggs and chicks instead of exporting them internationally. The trend towards megafarms containing over a million birds must be stopped in its tracks.

To prevent the worst outcomes for this virus, we must revisit its primary source: the incubator of intensive poultry farms.

Diana Bell 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.

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This is the biggest money mistake you’re making during travel

A retail expert talks of some common money mistakes travelers make on their trips.

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Travel is expensive. Despite the explosion of travel demand in the two years since the world opened up from the pandemic, survey after survey shows that financial reasons are the biggest factor keeping some from taking their desired trips.

Airfare, accommodation as well as food and entertainment during the trip have all outpaced inflation over the last four years.

Related: This is why we're still spending an insane amount of money on travel

But while there are multiple tricks and “travel hacks” for finding cheaper plane tickets and accommodation, the biggest financial mistake that leads to blown travel budgets is much smaller and more insidious.

A traveler watches a plane takeoff at an airport gate.

Jeshoots on Unsplash

This is what you should (and shouldn’t) spend your money on while abroad

“When it comes to traveling, it's hard to resist buying items so you can have a piece of that memory at home,” Kristen Gall, a retail expert who heads the financial planning section at points-back platform Rakuten, told Travel + Leisure in an interview. “However, it's important to remember that you don't need every souvenir that catches your eye.”

More Travel:

According to Gall, souvenirs not only have a tendency to add up in price but also weight which can in turn require one to pay for extra weight or even another suitcase at the airport — over the last two months, airlines like Delta  (DAL) , American Airlines  (AAL)  and JetBlue Airways  (JBLU)  have all followed each other in increasing baggage prices to in some cases as much as $60 for a first bag and $100 for a second one.

While such extras may not seem like a lot compared to the thousands one might have spent on the hotel and ticket, they all have what is sometimes known as a “coffee” or “takeout effect” in which small expenses can lead one to overspend by a large amount.

‘Save up for one special thing rather than a bunch of trinkets…’

“When traveling abroad, I recommend only purchasing items that you can't get back at home, or that are small enough to not impact your luggage weight,” Gall said. “If you’re set on bringing home a souvenir, save up for one special thing, rather than wasting your money on a bunch of trinkets you may not think twice about once you return home.”

Along with the immediate costs, there is also the risk of purchasing things that go to waste when returning home from an international vacation. Alcohol is subject to airlines’ liquid rules while certain types of foods, particularly meat and other animal products, can be confiscated by customs. 

While one incident of losing an expensive bottle of liquor or cheese brought back from a country like France will often make travelers forever careful, those who travel internationally less frequently will often be unaware of specific rules and be forced to part with something they spent money on at the airport.

“It's important to keep in mind that you're going to have to travel back with everything you purchased,” Gall continued. “[…] Be careful when buying food or wine, as it may not make it through customs. Foods like chocolate are typically fine, but items like meat and produce are likely prohibited to come back into the country.

Related: Veteran fund manager picks favorite stocks for 2024

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As the pandemic turns four, here’s what we need to do for a healthier future

On the fourth anniversary of the pandemic, a public health researcher offers four principles for a healthier future.

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John Gomez/Shutterstock

Anniversaries are usually festive occasions, marked by celebration and joy. But there’ll be no popping of corks for this one.

March 11 2024 marks four years since the World Health Organization (WHO) declared COVID-19 a pandemic.

Although no longer officially a public health emergency of international concern, the pandemic is still with us, and the virus is still causing serious harm.

Here are three priorities – three Cs – for a healthier future.

Clear guidance

Over the past four years, one of the biggest challenges people faced when trying to follow COVID rules was understanding them.

From a behavioural science perspective, one of the major themes of the last four years has been whether guidance was clear enough or whether people were receiving too many different and confusing messages – something colleagues and I called “alert fatigue”.

With colleagues, I conducted an evidence review of communication during COVID and found that the lack of clarity, as well as a lack of trust in those setting rules, were key barriers to adherence to measures like social distancing.

In future, whether it’s another COVID wave, or another virus or public health emergency, clear communication by trustworthy messengers is going to be key.

Combat complacency

As Maria van Kerkove, COVID technical lead for WHO, puts it there is no acceptable level of death from COVID. COVID complacency is setting in as we have moved out of the emergency phase of the pandemic. But is still much work to be done.

First, we still need to understand this virus better. Four years is not a long time to understand the longer-term effects of COVID. For example, evidence on how the virus affects the brain and cognitive functioning is in its infancy.

The extent, severity and possible treatment of long COVID is another priority that must not be forgotten – not least because it is still causing a lot of long-term sickness and absence.

Culture change

During the pandemic’s first few years, there was a question over how many of our new habits, from elbow bumping (remember that?) to remote working, were here to stay.

Turns out old habits die hard – and in most cases that’s not a bad thing – after all handshaking and hugging can be good for our health.

But there is some pandemic behaviour we could have kept, under certain conditions. I’m pretty sure most people don’t wear masks when they have respiratory symptoms, even though some health authorities, such as the NHS, recommend it.

Masks could still be thought of like umbrellas: we keep one handy for when we need it, for example, when visiting vulnerable people, especially during times when there’s a spike in COVID.

If masks hadn’t been so politicised as a symbol of conformity and oppression so early in the pandemic, then we might arguably have seen people in more countries adopting the behaviour in parts of east Asia, where people continue to wear masks or face coverings when they are sick to avoid spreading it to others.

Although the pandemic led to the growth of remote or hybrid working, presenteeism – going to work when sick – is still a major issue.

Encouraging parents to send children to school when they are unwell is unlikely to help public health, or attendance for that matter. For instance, although one child might recover quickly from a given virus, other children who might catch it from them might be ill for days.

Similarly, a culture of presenteeism that pressures workers to come in when ill is likely to backfire later on, helping infectious disease spread in workplaces.

At the most fundamental level, we need to do more to create a culture of equality. Some groups, especially the most economically deprived, fared much worse than others during the pandemic. Health inequalities have widened as a result. With ongoing pandemic impacts, for example, long COVID rates, also disproportionately affecting those from disadvantaged groups, health inequalities are likely to persist without significant action to address them.

Vaccine inequity is still a problem globally. At a national level, in some wealthier countries like the UK, those from more deprived backgrounds are going to be less able to afford private vaccines.

We may be out of the emergency phase of COVID, but the pandemic is not yet over. As we reflect on the past four years, working to provide clearer public health communication, avoiding COVID complacency and reducing health inequalities are all things that can help prepare for any future waves or, indeed, pandemics.

Simon Nicholas Williams has received funding from Senedd Cymru, Public Health Wales and the Wales Covid Evidence Centre for research on COVID-19, and has consulted for the World Health Organization. However, this article reflects the views of the author only, in his academic capacity at Swansea University, and no funding or organizational bodies were involved in the writing or content of this article.

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