Statistical Models vs. Front-Line Workers: Who Knows Best How to Spend Opioid Settlement Cash?

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MOBILE, Ala. — In this Gulf Coast city, addiction medicine doctor Stephen Loyd announced at a January event what he called “a game-changer” for state and local governments spending billions of dollars in opioid settlement funds.

The money, which comes from companies accused of aggressively marketing and distributing prescription painkillers, is meant to tackle the addiction crisis.

But “how do you know that the money you’re spending is going to get you the result that you need?” asked Loyd, who was once hooked on prescription opioids himself and has become a nationally known figure since Michael Keaton played a character partially based on him in the Hulu series “Dopesick.”

Loyd provided an answer: Use statistical modeling and artificial intelligence to simulate the opioid crisis, predict which programs will save the most lives, and help local officials decide the best use of settlement dollars.

Loyd serves as the unpaid co-chair of the Helios Alliance, a group that hosted the event and is seeking $1.5 million to create such a simulation for Alabama.

The state is set to receive more than $500 million from opioid settlements over nearly two decades. It announced $8.5 million in grants to various community groups in early February.

Loyd’s audience that gray January morning included big players in Mobile, many of whom have known one another since their school days: the speaker pro tempore of Alabama’s legislature, representatives from the city and the local sheriff’s office, leaders from the nearby Poarch Band of Creek Indians, and dozens of addiction treatment providers and advocates for preventing youth addiction.

Many of them were excited by the proposal, saying this type of data and statistics-driven approach could reduce personal and political biases and ensure settlement dollars are directed efficiently over the next decade.

But some advocates and treatment providers say they don’t need a simulation to tell them where the needs are. They see it daily, when they try — and often fail — to get people medications, housing, and other basic services. They worry allocating $1.5 million for Helios prioritizes Big Tech promises for future success while shortchanging the urgent needs of people on the front lines today.

“Data does not save lives. Numbers on a computer do not save lives,” said Lisa Teggart, who is in recovery and runs two sober living homes in Mobile. “I’m a person in the trenches,” she said after attending the Helios event. “We don’t have a clean-needle program. We don’t have enough treatment. … And it’s like, when is the money going to get to them?”

The debate over whether to invest in technology or boots on the ground is likely to reverberate widely, as the Helios Alliance is in discussions to build similar models for other states, including West Virginia and Tennessee, where Loyd lives and leads the Opioid Abatement Council.

New Predictive Promise?

The Helios Alliance comprises nine nonprofit and for-profit organizations, with missions ranging from addiction treatment and mathematical modeling to artificial intelligence and marketing. As of mid-February, the alliance had received $750,000 to build its model for Alabama.

The largest chunk — $500,000 — came from the Poarch Band of Creek Indians, whose tribal council voted unanimously to spend most of its opioid settlement dollars to date on the Helios initiative. A state agency chipped in an additional $250,000. Ten Alabama cities and some private foundations are considering investing as well.

Stephen McNair, director of external affairs for Mobile, said the city has an obligation to use its settlement funds “in a way that is going to do the most good.” He hopes Helios will indicate how to do that, “instead of simply guessing.”

Rayford Etherton, a former attorney and consultant from Mobile who created the Helios Alliance, said he is confident his team can “predict the likely success or failure of programs before a dollar is spent.”

The Helios website features a similarly bold tagline: “Going Beyond Results to Predict Them.”

To do this, the alliance uses system dynamics, a mathematical modeling technique developed at the Massachusetts Institute of Technology in the 1950s. The Helios model takes in local and national data about addiction services and the drug supply. Then it simulates the effects different policies or spending decisions can have on overdose deaths and addiction rates. New data can be added regularly and new simulations run anytime. The alliance uses that information to produce reports and recommendations.

Etherton said it can help officials compare the impact of various approaches and identify unintended consequences. For example, would it save more lives to invest in housing or treatment? Will increasing police seizures of fentanyl decrease the number of people using it or will people switch to different substances?

And yet, Etherton cautioned, the model is “not a crystal ball.” Data is often incomplete, and the real world can throw curveballs.

Another limitation is that while Helios can suggest general strategies that might be most fruitful, it typically can’t predict, for instance, which of two rehab centers will be more effective. That decision would ultimately come down to individuals in charge of awarding contracts.

Mathematical Models vs. On-the-Ground Experts

To some people, what Helios is proposing sounds similar to a cheaper approach that 39 states — including Alabama — already have in place: opioid settlement councils that provide insights on how to best use the money. These are groups of people with expertise ranging from addiction medicine and law enforcement to social services and personal experience using drugs.

Even in places without formal councils, treatment providers and recovery advocates say they can perform a similar function. Half a dozen advocates in Mobile told KFF Health News the city’s top need is low-cost housing for people who want to stop using drugs.

“I wonder how much the results” from the Helios model “are going to look like what people on the ground doing this work have been saying for years,” said Chance Shaw, director of prevention for AIDS Alabama South and a person in recovery from opioid use disorder.

But Loyd, the co-chair of the Helios board, sees the simulation platform as augmenting the work of opioid settlement councils, like the one he leads in Tennessee.

Members of his council have been trying to decide how much money to invest in prevention efforts versus treatment, “but we just kind of look at it, and we guessed,” he said — the way it’s been done for decades. “I want to know specifically where to put the money and what I can expect from outcomes.”

Jagpreet Chhatwal, an expert in mathematical modeling who directs the Institute for Technology Assessment at Massachusetts General Hospital, said models can reduce the risk of individual biases and blind spots shaping decisions.

If the inputs and assumptions used to build the model are transparent, there’s an opportunity to instill greater trust in the distribution of this money, said Chhatwal, who is not affiliated with Helios. Yet if the model is proprietary — as Helios’ marketing materials suggest its product will be — that could erode public trust, he said.

Etherton, of the Helios Alliance, told KFF Health News, “Everything we do will be available publicly for anyone who wants to look at it.”

Urgent Needs vs. Long-Term Goals

Helios’ pitch sounds simple: a small upfront cost to ensure sound future decision-making. “Spend 5% so you get the biggest impact with the other 95%,” Etherton said.

To some people working in treatment and recovery, however, the upfront cost represents not just dollars, but opportunities lost for immediate help, be it someone who couldn’t find an open bed or get a ride to the pharmacy.

“The urgency of being able to address those individual needs is vital,” said Pamela Sagness, executive director of the North Dakota Behavioral Health Division.

Her department recently awarded $7 million in opioid settlement funds to programs that provide mental health and addiction treatment, housing, and syringe service programs because that’s what residents have been demanding, she said. An additional $52 million in grant requests — including an application from the Helios Alliance — went unfunded.

Back in Mobile, advocates say they see the need for investment in direct services daily. More than 1,000 people visit the office of the nonprofit People Engaged in Recovery each month for recovery meetings, social events, and help connecting to social services. Yet the facility can’t afford to stock naloxone, a medication that can rapidly reverse overdoses.

At the two recovery homes that Mobile resident Teggart runs, people can live in a drug-free space at a low cost. She manages 18 beds but said there’s enough demand to fill 100.

Hannah Seale felt lucky to land one of those spots after leaving Mobile County jail last November.

“All I had with me was one bag of clothes and some laundry detergent and one pair of shoes,” Seale said.

Since arriving, she’s gotten her driver’s license, applied for food stamps, and attended intensive treatment. In late January, she was working two jobs and reconnecting with her 4- and 7-year-old daughters.

After 17 years of drug use, the recovery home “is the one that’s worked for me,” she said.

KFF Health News is a national newsroom that produces in-depth journalism about health issues and is one of the core operating programs at KFF—an independent source of health policy research, polling, and journalism. Learn more about KFF.

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  • Microplastics found in artery plaque linked with higher risk of heart attack, stroke and death

    10almonds is reader-supported. We may, at no cost to you, receive a portion of sales if you purchase a product through a link in this article.

    Microplastics and nanoplastics are everywhere in our environment – including in our oceans and lakes, farmland, and even Arctic ice algae.

    Microplastics have also been found inside of us – with studies detecting them in various tissues including in the lungs, blood, heart and placenta. Understandably, concern is rising about the potential risks of microplastics on our health.

    However, while a growing body of research has focused on microplastics and nanoplastics, there’s still a lack of direct evidence that their presence in human tissues is harmful to our health – and it’s uncertain if they are related to particular diseases.

    A new study has uncovered a correlation between microplastics and heart health, though. The researchers found that people who had detectable microplastics and nanoplastics in the plaque in their arteries had a higher risk of heart attack, stroke and death.

    Heart health

    The researchers looked at 257 people altogether. All of the patients were already undergoing preventative surgery to remove plaque from their carotid arteries (the main arteries that supply the brain with blood). This allowed the researchers to collect plaque samples and perform a chemical analysis. They then followed up with participants 34 months later.

    Of the 257 participants, 150 were found to have the presence of microplastics and nanoplastics in their arterial plaque – mainly fragments of two of the most commonly used plastics in the world, polyethylene (used in grocery bags, bottles and food packaging) and polyvinyl chloride (used in flooring, cladding and pipes).

    A statistical analysis of this data found that patients with microplastics and nanoplastics in their plaque had a higher risk of suffering a heart attack, stroke or death from any cause, compared with those who had no microplastics or nanoplastics in their plaque.

    The researchers also analysed the macrophages (a type of immune cell that helps remove pathogens from the body) in the patients’ arteries. They found that participants who’d had microplastics and nanoplastics in their plaque also had evidence of plastic fragments in their macrophages.

    They also looked at whether certain genes associated with inflammation (which can be a sign of disease) were switched on in the participants. They found that the participants who’d had microplastics and nanoplastics in their plaque also had signs of inflammation in their genes.

    A digital drawing of plaque in an artery.
    The microplastics were found in samples of plaque extracted from the carotid artery. Rocos/ Shutterstock

    These results may suggest an accumulation of nanoplastics and microplastics in carotid plaque could partly trigger inflammation. This inflammation may subsequently change the way plaque behaves in the body, making it less stable and triggering it to form a blood clot – which can eventually block blood flow, leading to heart attacks and strokes.

    Interestingly, the researchers also found the presence of nanoplastics and microplastics was more common in participants who had diabetes and cardiovascular disease. This raises a lot of questions which have yet to be answered – such as why microplastics were more common in these participants, and if there may be a correlation between other diseases and the presence of microplastics in the body.

    Other health risks

    This study only focused on patients who had carotid artery disease and were already having surgery to remove the build-up of plaque. As such, it’s unclear whether the findings of this study can be applied to a larger population of people.

    However, it isn’t the first study to show a link between microplastics and nanoplastics with poor health. Research suggests some of this harm may be due to the way microplastics and nanoplastics interact with proteins in the body.

    For example, some human proteins adhere to the surface of polystyrene nanoplastics, forming a layer surrounding the nanoparticle. The formation of this layer may influence the activity and transfer of nanoplastics in human organs.

    Another study suggested that nanoplastics can interact with a protein called alpha-synuclein, which in mouse studies has been shown to play a crucial role in facilitating communication between nerve cells. These clumps of nanoplastics and protein may increase the risk of Parkinson’s disease.

    My published PhD research in chicken embryos found that nanoplastics may cause congenital malformations due to the way they interact with a protein called cadherin6B. Based on the interactions myself and fellow researchers saw, these malformations may affect the embryo’s eyes and neural tube, as well as the heart’s development and function.

    Given the fact that nanoplastics and microplastics are found in carotid plaque, we now need to investigate how these plastics got into such tissues.

    In mice, it has been demonstrated that gut macrophages (a type of white blood cell) can absorb microplastics and nanoplastics into their cell membrane. Perhaps a similar mechanism is taking place in the arteries, since nanoplastics have been identified in samples of carotid plaque macrophages.

    The findings from this latest study add to a growing body of evidence showing a link between plastic products and our health. It is important now for researchers to investigate the specific mechanisms by which microplastics and nanoplastics cause harm in the body.

    Meiru Wang, Postdoctoral Researcher, Molecular Biology and Nanotoxicology, Leiden University

    This article is republished from The Conversation under a Creative Commons license. Read the original article.

    The Conversation

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  • Salmon vs Tuna – Which is Healthier?

    10almonds is reader-supported. We may, at no cost to you, receive a portion of sales if you purchase a product through a link in this article.

    Our Verdict

    When comparing salmon to tuna, we picked the tuna.

    Why?

    It’s close, and there are merits and drawbacks to both!

    In terms of macros, tuna is higher in protein, while salmon is higher in fats. How healthy are the fats, you ask? Well, it’s a mix, because while there are plenty of “good” fats in salmon, salmon is also 10x higher in saturated fat and 150% higher in cholesterol.

    So when it comes to fats, if you want to eat fish and have the healthiest fats, one option is to skip the salmon, and instead serve tuna with some extra virgin olive oil.

    We’ll call this section a clear win for tuna.

    On the vitamin front, they are close to equal. Salmon has more of some vitamins, tuna has more of others; all in all we’d say the balance is in salmon’s favor, but by the time a portion of salmon is giving you 350% of your daily requirement, does it really matter that the same portion of tuna is “only” giving you 294% of the daily requirement? It goes like that for a lot of the vitamins they both contain.

    Still, we’ll call this section a nominal win for salmon.

    In the category of minerals, tuna is much higher in iron while salmon is higher in calcium. The rest of the minerals they both have, tuna is comfortably higher—and since the “% of RDA in a portion” figures are double-digit here rather than triple, those margins are relevant this time.

    We’ll call this section a moderate win for tuna.

    Both fish carry a risk of mercury poisoning, but this varies more by location than by fish, so it hasn’t been a consideration in this head-to-head.

    Totting up the sections, this a modest but clear win for tuna.

    Want to learn more?

    You might like to read:

    Farmed Fish vs Wild-Caught: Important Differences!

    Take care!

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  • What Are “Adaptogens” Anyway? (And Other Questions Answered)

    10almonds is reader-supported. We may, at no cost to you, receive a portion of sales if you purchase a product through a link in this article.

    It’s Q&A Day at 10almonds!

    Have a question or a request? You can always hit “reply” to any of our emails, or use the feedback widget at the bottom!

    In cases where we’ve already covered something, we might link to what we wrote before, but will always be happy to revisit any of our topics again in the future too—there’s always more to say!

    As ever: if the question/request can be answered briefly, we’ll do it here in our Q&A Thursday edition. If not, we’ll make a main feature of it shortly afterwards!

    So, no question/request too big or small

    ❝I tried to use your calculator for heart health, and was unable to enter in my height or weight. Is there another way to calculate? Why will that field not populate?❞

    (this is in reference to yesterday’s main feature “How Are You, Really? And How Old Is Your Heart?“)

    How strange! We tested it in several desktop browsers and several mobile browsers, and were unable to find any version that didn’t work. That includes switching between metric and imperial units, per preference; both appear to work fine. Do be aware that it’ll only take numerical imput, though.

    Did anyone else have this problem? Let us know! (You can reply to this email, or use the handy feedback widget at the bototm)

    ❝I may have missed it, but how much black pepper provides benefits?❞

    So, for any new subscribers joining us today, this is about two recent main features:

    As for a daily dosage of black pepper, it varies depending on the benefit you’re looking for, but:

    • 5–20mg of piperine is the dosage range used in most scientific studies we looked at
    • 10mg is a very common dosage found in many popular supplements
    • That’s the mass of piperine though, so if taking it as actual black pepper rather than as an extract, ½ teaspoon is considered sufficient to enjoy benefits.

    ❝I loved the health benefits of pepper. I do not like pepper. Where can I get it as a supplement?❞

    You can simply buy whole black peppercorns and take a few with water as though they were tablets. Your stomach acid will do the rest. Black pepper is also good for digestion, so taking it with a meal is best.

    You can buy piperine (black pepper extract) by itself as a supplement in powder form, but if you don’t like black pepper, you will probably not like this powder either. We couldn’t find it readily in capsule form.

    You can buy piperine (black pepper extract) as an adjunct to other supplements, with perhaps the most common/popular being turmeric capsules that also contain 10mg (or more) piperine per capsule. Shop around if you like, but here’s one that has 15mg piperine* per capsule, for example.

    *They call it “Bioperine®” but that is literally just piperine. Same goes if you see “Absorbagen™”, it’s still just piperine.

    ❝What do you mean when you say that something is adaptogenic?❞

    Simple version: it means it helps the body adapt to stress, by adjusting the body’s natural responses. Thus, adaptogenic supplements can be contrasted with tranquilizing drugs that mask stress by brute force, for example.

    Technical version: adaptogenic activity refers to improving physiological stress resilience, such as by moderating and modulating hypothalamic–pituitary–adrenal axis signaling, and/or by regulating levels of endogenic compounds involved in the cellular stress response.

    Read more (technical version):

    Effects of Adaptogens on the Central Nervous System and the Molecular Mechanisms Associated with Their Stress-Protective Activity

    Read more (simple version):

    European Medicines Agency’s Reflection Paper On The Adaptogenic Concept

    Enjoy!

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Related Posts

  • Some women’s breasts can’t make enough milk, and the effects can be devastating
  • 4 ways to cut down on meat when dining out – and still make healthy choices

    10almonds is reader-supported. We may, at no cost to you, receive a portion of sales if you purchase a product through a link in this article.

    Many of us are looking for ways to eat a healthier and more sustainable diet. And one way to do this is by reducing the amount of meat we eat.

    That doesn’t mean you need to become a vegan or vegetarian. Our recent research shows even small changes to cut down on meat consumption could help improve health and wellbeing.

    But not all plant-based options are created equal and some are ultra-processed. Navigating what’s available when eating out – including options like tofu and fake meats – can be a challenge.

    So what are your best options at a cafe or restaurant? Here are some guiding principles to keep in mind when cutting down on meat.

    Mikhaylovskiy/Shutterstock

    Health benefits to cutting down

    Small amounts of lean meat can be part of a healthy, balanced diet. But the majority of Australians still eat more meat than recommended.

    Only a small percentage of Australians (10%) are vegetarian or vegan. But an increasing number opt for a flexitarian diet. Flexitarians eat a diet rich in fruits and vegetables, while still enjoying small amounts of meat, dairy, eggs and fish.

    Our recent research looked at whether the average Australian diet would improve if we swapped meat and dairy for plant-based alternatives, and the results were promising.

    The study found health benefits when people halved the amount of meat and dairy they ate and replaced them with healthy plant-based foods, like tofu or legumes. On average, their dietary fibre intake – which helps with feeling fuller for longer and digestive health – went up. Saturated fats – which increase our blood cholesterol levels, a risk factor for heart disease – went down.

    Including more fibre and less saturated fat helps reduce the risk of heart disease.

    Achieving these health benefits may be as simple as swapping ham for baked beans in a toastie for lunch, or substituting half of the mince in your bolognese for lentils at dinner.

    A hand holding a plate filled with vegetables and pita bread.
    Filling your plate with fibre-rich foods can help lower cholesterol. Wally Pruss/Shutterstock

    How it’s made matters

    For a long time we’ve known processed meats – such as ham, bacon and sausages – are bad for your health. Eating high amounts of these foods is associated with poor heart health and some forms of cancer.

    But the same can be true of many processed meat alternatives.

    Plant-based alternatives designed to mimic meat, such as sausages and burgers, have become readily available in supermarkets, cafes and restaurants. These products are ultra-processed and can be high in salt and saturated fat.

    Our study found when people replaced meat and dairy with ultra-processed meat alternatives – such as plant-based burgers or sausages – they ate more salt and less calcium, compared to eating meat or healthy plant-based options.

    So if you’re cutting down on meat for health reasons, it’s important to think about what you’re replacing it with. The Australian Dietary Guidelines recommend eggs, legumes/beans, tofu, nuts and seeds.

    Tofu can be a great option. But we recommend flavouring plain tofu with herbs and spices yourself, as pre-marinated products are often ultra-processed and can be high in salt.

    What about when dining out?

    When you’re making your own food, it’s easier to adapt recipes or reduce the amount of meat. But when faced with a menu, it can be difficult to work out what is the best option.

    Two people eat noodles from takeaway bowls.
    Eating a range of colours is one way to ensure variety. Mikhail Nilov/Pexels

    Here are our four ways to make healthy choices when you eat out:

    1. Fill half your plate with vegetables

    When cutting down on meat, aim for half your plate to be vegetables. Try to also eat a variety of colours, such as leafy green spinach, red capsicum and pumpkin.

    When you’re out, this might look like choosing a vegetable-based entree, a stir-fry or ordering a side salad to have with your meal.

    2. Avoid the deep fryer

    The Australian Dietary Guidelines recommend limiting deep fried foods to once a week or less. When dining out, choose plant-based options that are sautéed, grilled, baked, steamed, boiled or poached – instead of those that are crumbed or battered before deep frying.

    This could mean choosing vegetarian dumplings that are steamed not fried, or poached eggs at brunch instead of fried. Ordering a side of roast vegetables instead of hot chips is also a great option.

    3. Pick wholegrains

    Scan the menu for wholegrain options such as brown rice, wholemeal pizza or pasta, barley, quinoa or wholemeal burger buns. Not only are they good sources of protein, but they also provide more dietary fibre than refined grains, which help keep you fuller for longer.

    4. If you do pick meat – choose less processed kinds

    You may not always want, or be able, to make a vegetarian choice when eating out and with other people. If you do opt for meat, it’s better to steer clear of processed options like bacon or sausages.

    If sharing dishes with other people, you could try adding unprocessed plant-based options into the mix. For example, a curry with lentils or chickpeas, or a vegetable-based pizza instead of one with ham or salami. If that’s not an option, try choose meat that’s a lean cut, such as chicken breast, or options which are grilled rather than fried.

    Laura Marchese, PhD candidate at the Institute for Physical Activity and Nutrition, Deakin University and Katherine Livingstone, NHMRC Emerging Leadership Fellow and Senior Research Fellow at the Institute for Physical Activity and Nutrition, Deakin University

    This article is republished from The Conversation under a Creative Commons license. Read the original article.

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  • Behaving During the Holidays

    10almonds is reader-supported. We may, at no cost to you, receive a portion of sales if you purchase a product through a link in this article.

    It’s Q&A Day at 10almonds!

    Have a question or a request? You can always hit “reply” to any of our emails, or use the feedback widget at the bottom!

    In cases where we’ve already covered something, we might link to what we wrote before, but will always be happy to revisit any of our topics again in the future too—there’s always more to say!

    As ever: if the question/request can be answered briefly, we’ll do it here in our Q&A Thursday edition. If not, we’ll make a main feature of it shortly afterwards!

    So, no question/request too big or small

    ❝It’s hard to “behave” when it comes to holiday indulging…I’m on a low sodium, sugar restricted regimen from my doctor. Trying to get interested in bell peppers as a snack…wish me luck!❞

    Good luck! Other low sodium, low sugar snacks include:

    • Nuts! Unsalted, of course. We’re biased towards almonds 😉
    • Air-popped popcorn (you can season it, just not with salt/sugar!)
    • Fruit (but not fruit juice; it has to be in solid form)
    • Peas (not a classic snack food, we know, but they can be enjoyed many ways)
      • Seriously, try them frozen or raw! Frozen/raw peas are a great sweet snack.
      • Chickpeas are great dried/roasted, by the way, and give much of the same pleasure as a salty snack without being salty! Obviously, this means cooking them without salt, but that’s fine, or if using tinned, choose “in water” rather than “in brine”
    • Hummus is also a great healthy snack (check the ingredients for salt if not making it yourself, though) and can be enjoyed as a dip using raw vegetables (celery, carrot sticks, cruciferous vegetables, whatever you prefer)

    Enjoy!

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  • Pumpkin Seeds vs Watermelon Seeds – Which is Healthier?

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    Our Verdict

    When comparing pumpkin seeds to watermelon seeds, we picked the watermelon.

    Why?

    Starting with the macros: pumpkin seeds have a lot more carbs, while watermelon seeds have a lot more protein, despite pumpkin seeds being famous for such. They’re about equal on fiber. In terms of fats, watermelon seeds are higher in fats, and yes, these are healthy fats, mostly polyunsaturated.

    When it comes to vitamins, pumpkin seeds are marginally higher in vitamins A and C, while watermelon seeds are a lot higher in vitamins B1, B2, B3, B5, B6, and B9. An easy win for watermelon seeds here.

    In the category of minerals, despite being famous for zinc, pumpkin seeds are higher only in potassium, while watermelon seeds are higher in iron, magnesium, manganese, and phosphorus; the two seeds are equal on calcium, copper, and zinc. Another win for watermelon seeds.

    In short, enjoy both, but watermelon has more to offer. Of course, if buying just the seeds and not the whole fruit, it’s generally easier to find pumpkin seeds than watermelon seeds, so do bear in mind that pumpkin seeds’ second place isn’t that bad here—it’s just a case of a very nutritious food looking bad by standing next to an even better one.

    Want to learn more?

    You might like to read:

    Seed Saving Secrets – by Alice Mirren

    Take care!

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