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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  • Hot And Sour Shiitake Soup

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    This is a popular, easy, and delicious soup that nonetheless is not found in many western kitchens, despite being enjoyed in restaurants/take-out. Best of all, making it at home means that you know all the ingredients, can account for quality, and also can customize it per your preferences (i.e. how much heat/sourness you like).

    You will need

    • 3 cups shiitake mushrooms, sliced
    • 3 cups bok choy, chopped
    • 2 cups cherry tomatoes, quartered
    • 1 cup carrot, grated
    • 3 spring onions, chopped
    • 2 shallots, sliced lengthways
    • 2 serrano chilis (or similar), sliced thinly
    • 2 tbsp apple cider vinegar
    • 1 tbsp lemon juice
    • 1 tbsp fresh ginger, sliced into 1″ strips
    • 1 tsp black pepper, coarse ground
    • ½ bulb garlic, crushed
    • 6 cups low-sodium vegetable stock. Ideally you will have made it yourself from vegetable cuttings that you saved in the freezer until you had enough to make stock from, but if that’s not an option, then low-sodium vegetable stock cubes can be purchased and used.
    • Garnish: ¼ cup (or 4 tbsp) cilantro, chopped, or if you have the soap gene, then this time we recommend chopped basil as the subsitution

    Method

    (we suggest you read everything at least once before doing anything)

    1) Put the ginger in a big pot with the stock; cover and simmer for about 20 minutes (otherwise the ginger flavor will remain mostly concentrated in the ginger strips).

    2) Bring it to a boil and add the bok choy, mushrooms, shallots, chili peppers, and the carrot; simmer for another 5 minutes

    3) Add the remaining ingredients except for the garnish, and simmer for another 5 minutes

    4) Serve, adding the garnish

    Enjoy!

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  • Coca-Cola vs Diet Coke – Which is Healthier?

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    Our Verdict

    When comparing Coca-Cola to Diet Coke, we picked the Diet Coke.

    Why?

    While the Diet Coke is bad, the Coca-Cola has mostly the same problems plus sugar.

    The sugar in a can of Coca-Cola is 39g high-fructose corn syrup (the worst kind of sugar yet known to humanity), and of course it’s being delivered in liquid form (the most bioavailable way to get, which in this case, is bad).

    To put those 39g into perspective, the daily recommended amount of sugar is 36g for men or 25g for women, according to the AHA.

    The sweetener in Diet Coke is aspartame, which has had a lot of health risk accusations made against it, most of which have not stood up to scrutiny, and the main risk it does have is “it mimics sugar too well” and it can increase cravings for sweetness, and therefore higher consumption of sugars in other products. For this reason, the World Health Organization has recommended to simply reduce sugar intake without looking to artificial sweeteners to help.

    Nevertheless, aspartame has been found safe (in moderate doses; the upper tolerance level would equate to more than 20 cans of diet coke per day) by food safety agencies ranging from the FDA to the EFSA, based on a large body of science.

    Other problems that Diet Coke has are present in Coca-Cola too, such as its acidic nature (bad for tooth enamel) and gassy nature (messes with leptin/ghrelin balance).

    Summary: the Diet Coke is relatively less unhealthy, but is still bad in numerous ways, and remains best avoided.

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  • The Brain Health Kitchen – by Dr. Annie Fenn

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    This is a cookbook built around the MIND diet, which we talked about in our “Four Ways To Upgrade The Mediterranean Diet” article.

    As such, it’s a top-tier gold-standard diet to be following for brain health, and having it as a book of recipes makes actually eating this way a lot easier!

    The book does talk about the science first before getting to the recipes, so don’t worry, you won’t have to reverse engineer the dietary guidelines from the recipes; everything is explained well.

    The recipes (of which there are 100) are diverse enough to be interesting without being so complicated as to be difficult. The ingredients are largely nutritional powerhouses, and most if not all can be found in your nearest reasonable-sized supermarket. Also, the recipes are (as you might reasonably expect), very plant-forward, but not entirely plant-based (as you might have guessed from the salmon on the front cover).

    Bottom line: if you’d like to eat more healthily for your brain, but are a little stumped on what to do with the four ingredients you remember are brain-healthy, this book will help expand your horizons—not to mention your culinary repertoire!

    Click here to check out The Brain Health Kitchen: Preventing Alzheimer’s Through Food, and look after your brain!

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  • The Origin of Everyday Moods – by Dr. Robert Thayer

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    First of all, what does this title mean by “everyday moods”? By this the author is referring to the kinds of moods we have just as a matter of the general wear-and-tear of everyday life—not the kind that come from major mood disorders and/or serious trauma.

    The latter kinds of mood take less explaining, in any case. Dr. Thayer, therefore, spends his time on the less obvious ones—which in turn are the ones that affect most of the most, every day.

    Critical to Dr. Thayer’s approach is the mapping of moods by four main quadrants:

    1. High energy, high tension
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    4. Low energy, low tension

    …though this can be further divided into 25 sectors, if we rate each variable on a scale of 0–4. But for the first treatment, it suffices to look at whether energy and tension are high or low, respectively, and which we’d like to have more or less of.

    Then (here be science) how to go about achieving that in the most efficient, evidence-based ways. So, it’s not just a theoretical book; it has great practical value too.

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  • How To Reduce Your Alzheimer’s Risk

    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.

    Reduce Your Alzheimer’s Risk

    Alzheimer’s is just one cause of dementia, but it’s a very notable one, not least of all because it’s

    • a) the most common cause of dementia, and
    • b) a measurably terminal disease.

    For that reason we’re focusing on Alzheimer’s today, although most of the advice will go for avoiding dementia in general.

    First, some things not everyone knows about Alzheimer’s:

    • Alzheimer’s is a terminal disease.
    • People who get a diagnosis at age 60 are typically given 4–8 years to live.
      • Some soldier on for as many as 20, but those are rare outliers.
    • Alzheimer’s begins 20 years or more before other symptoms start to develop.
      • This makes this information very relevant for younger people approaching 40, for example.
    • Alzheimer’s accounts for 60–80% of dementia, and affects around 6% of people over 60.
      • By the age of 65, that figure is 10%. By the age of 70, however, the percentage is still about the same—this is because of the mortality rate preventing the accumulation of Alzheimer’s patients over time.

    Want to know more? Read: 2023 Alzheimer’s Disease Facts And Figures Special Report ← this is a very comprehensive downloadablereference, by the way, including a lot of information about diagnosis, treatmentpathways, and earlyinterventions.

    Speaking of diagnosis…

    Know what the symptoms are… and aren’t!

    Forgetting your car keys can be frustrating. Forgetting them frequently can be worrying.

    But: there’s a difference between forgetting your car keys, and forgetting what car keys are used for. The latter is the kind of memory loss that’s more of a red flag for Alzheimer’s.

    Similarly: forgetting someone’s name can be embarrassing. Forgetting someone’s name, asking them, forgetting asking them, asking them again, forgetting again (lather rinse repeat) is more of a red flag for Alzheimer’s.

    There are other symptoms too, some of them less commonly known:

    ❝Difficulty remembering recent conversations, names or events; apathy; and depression are often early symptoms. Communication problems, confusion, poor judgment and behavioral changes may occur next. Difficulty walking, speaking, and swallowing are common in the late stages of the disease❞

    ~ Alzheimer’s Association

    If you or a loved one are experiencing worrying symptoms: when it comes to diagnosis and intervention, sooner is a lot better than later, so do talk to your doctor.

    As for reducing your risk? First, the obvious stuff:

    The usual 5 things that go for almost everything:

    How much do lifestyle changes alone make a difference?

    They make a big difference. This 2022 population-based cohort study (so: huge sample size) looked at people who had 4–5 of the healthy lifestyle factors being studied, vs people who had 0–1 of them. They found:

    ❝A healthy lifestyle was associated with a longer life expectancy among men and women, and they lived a larger proportion of their remaining years without Alzheimer’s dementia.❞

    The numbers of years involved by the way ranged between 3 and 20 years, in terms of life expectancy and years without or with Alzheimer’s, with the average increase of healthy life years being approximately the same as the average increase in years. This is important, because:

    A lot of people think “well if I’m going to go senile, I might as well [unhealthy choice that shortens lifespan]”, but they misunderstand a critical factor:

    The unhealthy choices will reduce their healthy life years, and simply bring the unhealthy ones (and subsequent death) sooner. If you’re going to spend your last few years in ill-health, it’s better to do so at 90 than 50.

    The other thing you may already know… And a thing about it that not everyone considers:

    Keeping cognitively active is important. This much is broadly known by the general public, and to clinicians, this was the fourth “healthy factor” in the list of five (instead of the sleep that we put there, because we were listing the 5 things that go for most preventable health issues).

    Everyone leaps to mention sudoku at this point, so if that’s your thing, great, enjoy it! (This writer personally enjoys chess, which isn’t everyone’s cup of tea; if it yours though, you can come join her on Chess.com and we’ll keep sharp together)

    But the more parts of your mental faculties you keep active, the better. Remember, brainpower (as with many things in health and life) is a matter of “use it or lose it” and this is on a “per skill” basis!

    What this means: doing sudoku (a number-based puzzle game) or chess (great as it may be) won’t help as much for keeping your language skills intact, for example. Given that language skills are one of the most impactful and key faculties to get lost to Alzheimer’s disease, neglecting such would be quite an oversight!

    Some good ways to keep your language skills tip-top:

    • Read—but read something challenging, if possible. It doesn’t have to be Thomas Scanlon’s What We Owe To Each Other, but it should be more challenging than a tabloid, for example. In fact, on the topic of examples:
      • This newsletter is written to be easy to read, while not shying away from complex ideas or hard science. Our mission is literally to “make [well-sourced, science-based] health and productivity crazy simple”.
      • But the academic papers that we link? Those aren’t written to be easy to read. Go read them, or at least the abstracts (in academia, an abstract is essentially an up-front summary, and is usually the first thing you’ll see when you click a link to a study or such). Challenge yourself!
    • Write—compared to reading/listening, producing language is a (related, but) somewhat separate skill. Just ask any foreign language learner which is more challenging: reading or writing!
      • Journaling is great, but writing for others is better (as then you’ll be forced to think more about it)
    • Learn a foreign language—in this case, what matters it that you’re practicing and learning, so in the scale of easy to hard, or doesn’t matter if it’s Esperanto or Arabic. Duolingo is a great free resource that we recommend for this, and they have a wide range of extensive courses these days.

    Now for the least obvious things…

    Social contact is important.

    Especially in older age, it’s easy to find oneself with fewer remaining friends and family, and getting out and about can be harder for everyone. Whatever our personal inclinations (some people being more introverted or less social than others), we are fundamentally a social species, and hundreds of thousands of years of evolution have built us around the idea that we will live our lives alongside others of our kind. And when we don’t, we don’t do as well.

    See for example: Associations of Social Isolation and Loneliness With Later Dementia

    If you can’t get out and about easily:

    • Online socialising is still socializing.
    • Online community is still community.
    • Online conversations between friends are still conversations between friends.

    If you don’t have much (or anyone) in the category of friends and family, join Facebook groups related to your interests, for example.

    Berries are surprisingly good

    ^This may read like a headline from 200,000 BCE, but it’s relevant here!

    Particularly recommended are:

    • blueberries
    • blackberries
    • raspberries
    • strawberries
    • cranberries

    We know that many of these berries seem to have a shelf-life of something like 30 minutes from time of purchase, but… Frozen and dried are perfectly good nutritionally, and in many cases, even better nutritionally than fresh.

    Read: Effect of berry-based supplements and foods on cognitive function: a systematic review

    Turmeric’s health benefits appear to include protecting against Alzheimer’s

    Again, this is about risk reduction, and turmeric (also called curcumin, which is not the same as cumin) significantly reduces the build-up of amyloid plaques in the brain. Amyloid plaques are part of the progression of Alzheimer’s.

    See for yourself: Protective Effects of Indian Spice Curcumin Against Amyloid Beta in Alzheimer’s Disease

    If you don’t like it as a spice (and even if you do, you probably don’t want to put it in your food every day), you can easily get it as a supplement in capsule form.

    Lower your homocysteine levels

    Lower our what now? Homocysteine is an amino acid used for making certain proteins, and it’s a risk factor for Alzheimer’s.

    Foods high in folate (and possible other B-vitamins) seem to lower homocysteine levels. Top choices include:

    • Leafy greens
    • Cruciferous vegetables
    • Tomatoes

    Get plenty of lutein

    We did a main feature about specifically this a little while ago, so we’ll not repeat our work here, but lutein is found in, well, the same things we just listed above, and lower levels of lutein are associated with Alzheimer’s disease. It’s not a proven causative factor—we don’t know entirely what causes Alzheimer’s, just a lot of factors that have a high enough correlation that it’d be remiss to ignore them.

    Catch up on our previous article: Brain Food? The Eyes Have It

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  • Brazil Nuts vs Cashews – 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 Brazil nuts to cashews, we picked the cashews.

    Why?

    Looking at the macros first, Brazil nuts have more fat and fiber, while cashews have more carbs and protein. So, it really comes down to what you want to prioritize. We’d generally consider fiber the tie-breaker, making this category a subjective marginal win for Brazil nuts—and especially marginal since they are both low glycemic index foods in any case.

    When it comes to vitamins, Brazil nuts have more of vitamins C, E, and choline, while cashews have more of vitamins B2, B3, B5, B6, B7, B9, and K, so while both are great, this category is a clear by-the-numbers win for cashews.

    The category of minerals is an interesting one. Brazil nuts have more calcium, magnesium, phosphorus, and selenium, while cashews have more copper, iron, manganese, and zinc. That would be a 4:4 tie, but let’s take a closer look at those selenium levels:

    • A cup of cashews contains 109% of the RDA of selenium. Your hair will be luscious and shiny.
    • A cup of Brazil nuts contains 10,456% of the RDA of selenium. This is way past the point of selenium toxicity, and your (luscious, shiny) hair will fall out.

    For this reason, it’s recommended to eat no more than 3–4 Brazil nuts per day.

    We consider that a point against Brazil nuts.

    Adding up the section makes for a win for cashews. Of course, enjoy Brazil nuts too if you will, but in careful moderation please!

    Want to learn more?

    You might like to read:

    Why You Should Diversify Your Nuts

    Take care!

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