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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The Conquest of Happiness – by Bertrand Russell
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When we have all our physical needs taken care of, why are we often still not happy, and what can we do about that?
Mathematician, philosopher, and Nobel prizewinner Bertrand Russell has answers. And, unlike many of “the great philosophers”, his writing style is very clear and accessible.
His ideas are simple and practical, yet practised by few. Rather than taking a “be happy with whatever you have” approach, he does argue that we should strive to find more happiness in some areas and ways—and lays out guidelines for doing so.
Areas to expand, areas to pull back on, areas to walk a “virtuous mean”. Things to be optimistic about; things to not get our hopes up about.
Applying Russell’s model, there’s no more “should I…?” moments of wondering which way to jump.
Bottom line: if you’ve heard enough about “how to be happy” from wishy-washier sources, you might find the work of this famous logician refreshing.
Click here to check out The Conquest of Happiness, and see how much happier you might become!
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What Grief Does To Your Body (And How To Manage It)
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What Grief Does To The Body (And How To Manage It)
In life, we will almost all lose loved ones and suffer bereavement. For most people, this starts with grandparents, eventually moves to parents, and then people our own generation; partners, siblings, close friends. And of course, sometimes and perhaps most devastatingly, we can lose people younger than ourselves.
For something that almost everyone suffers, there is often very little in the way of preparation given beforehand, and afterwards, a condolences card is nice but can’t do a lot for our mental health.
And with mental health, our physical health can go too, if we very understandably neglect it at such a time.
So, how to survive devastating loss, and come out the other side, hopefully thriving? It seems like a tall order indeed.
First, the foundations:
You’re probably familiar with the stages of grief. In their most commonly-presented form, they are:
- Denial
- Anger
- Bargaining
- Depression
- Acceptance
You’ve probably also heard/read that we won’t always go through them in order, and also that grief is deeply personal and proceeds on its own timescale.
It is generally considered healthy to go through them.
What do they look like?
Naturally this can vary a lot from person to person, but examples in the case of bereavement could be:
- Denial: “This surely has not really happened; I’ll carry on as though it hasn’t”
- Anger: “Why didn’t I do xyz differently while I had the chance?!”
- Bargaining: “I will do such-and-such in their honor, and this will be a way of expressing the love I wish I could give them in a way they could receive”
- Depression: “What is the point of me without them? The sooner I join them, the better.”
- Acceptance: “I was so lucky that we had the time together that we did, and enriched each other’s lives while we could”
We can speedrun these or we can get stuck on one for years. We can bounce back and forth. We can think we’re at acceptance, and then a previous stage will hit us like a tonne of bricks.
What if we don’t?
Assuming that our lost loved one was indeed a loved one (as opposed to someone we are merely societally expected to mourn), then failing to process that grief will tend to have a big impact on our life—and health. These health problems can include:
As you can see, three out of five of those can result in death. The other two aren’t great either. So why isn’t this taken more seriously as a matter of health?
Death is, ironically, considered something we “just have to live with”.
But how?
Coping strategies
You’ll note that most of the stages of grief are not enjoyable per se. For this reason, it’s common to try to avoid them—hence denial usually being first.
But, that is like not getting a lump checked out because you don’t want a cancer diagnosis. The emotional reasoning is understandable, but it’s ultimately self-destructive.
First, have a plan. If a death is foreseen, you can even work out this plan together.
But even if that time has now passed, it’s “better late than never” to make a plan for looking after yourself, e.g:
- How you will try to get enough sleep (tricky, but sincerely try)
- How you will remember to eat (and ideally, healthily)
- How you will still get exercise (a walk in the park is fine; see some greenery and get some sunlight)
- How you will avoid self-destructive urges (from indirect, e.g. drinking, to direct, e.g. suicidality)
- How you will keep up with the other things important in your life (work, friends, family)
- How you will actively work to process your grief (e.g. journaling, or perhaps grief counselling)
Some previous articles of ours that may help:
- How To Keep On Keeping On ← this is about looking after general health when motivation is low
- The Mental Health First-Aid You’ll Hopefully Never Need ← this is about managing depression
- How To Stay Alive (When You Really Don’t Want To) ← this is about managing suicidality
- Life After Death? (Your Life; A Loved One’s Death) ← this is about bereavement and romance
If it works, it works
If we are all unique, then any relationship between any two people is uniqueness squared. Little wonder, then, that our grief may be unique too. And it can be complicated further:
- Sometimes we had a complicated relationship with someone
- Sometimes the circumstances of their death were complicated
There is, for that matter, such a thing as “complicated grief”:
Read more: Complicated grief and prolonged grief disorder (Medical News Today)
We also previously reviewed a book on “ambiguous loss”, exploring grieving when we cannot grieve in the normal way because someone is gone and/but/maybe not gone.
For example, if someone is in a long-term coma from which they may never recover, or if they are missing-presumed-dead. Those kinds of situations are complicated too.
Unusual circumstances may call for unusual coping strategies, so how can we discern what is healthy and what isn’t?
The litmus test is: is it enabling you to continue going about your life in a way that allows you to fulfil your internal personal aspirations and external social responsibilities? If so, it’s probably healthy.
Look after yourself. And if you can, tell your loved ones you love them today.
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Heart Attack: His & Hers (Be Prepared!)
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Heart attack symptoms vary by sex. This is governed by hormones, so if you are for example a postmenopausal woman and not on HRT, your symptoms might be nearer that of men.
The following symptom list is intended as a rough “most likely” guide. You may not get all of the symptoms you “should”. You could get symptoms from the “wrong” category. So don’t sweat the minutiae, but do be aware of…
Symptoms for everyone:
- Jaw, neck, and/or back pain
- Nausea and/or vomiting
- Shortness of breath
- Feeling of impending doom ← heart attack survivors assure us that you’ll know this one if you experience it
Additional symptoms (mostly) just for men:
- Pressure and/or pain in the upper chest
- Discomfort and/or tingling in the arms
- Sudden cold sweat
Additional symptoms (mostly) just for women:
- Pressure and/or pain in the lower chest and/or abdomen
- Feeling of fullness and/or indigestion
- Fatigue, dizziness, possibly fainting
In the event of experiencing symptoms…
Call 911 or your local equivalent.This is not the time to wait to see if it goes away by itself. If unsure, call. Better safe than sorry/dead.
If you are not alone, or if it is someone with you who is having the suspected heart attack, it may be quicker to go to the Emergency Room by car, than wait for an ambulance.
Even if you choose to do that, you should still call 911 anyway, as the responder will be able to instruct you in real-time, not something we can do in a newsletter.
Note that if available, this means three people in the car is ideal:
Driver, patient, and third person on the phone giving information and following instructions.
Emergency situations rarely go entirely by-the-book, but with a little foreknowledge and at least one person with a calm head, preventable deaths can be avoided.
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Twenty-One, No Wait, Twenty Tweaks For Better Health
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Dr. Greger’s 21 Tweaks… We say 20, though!
We’ve talked before about Dr. Greger’s Daily Dozen (12 things he advises that we make sure to eat each day, to enjoy healthy longevity), but much less-talked-about are his “21 Tweaks”…
They are, in short, a collection of little adjustments one can make for better health. Some of them are also nutritional, but many are more like lifestyle tweaks. Let’s do a rundown:
At each meal:
- Preload with water
- Preload with “negative calorie” foods (especially: greens)
- Incorporate vinegar (1-2 tbsp in a glass of water will slow your blood sugar increase)
- Enjoy undistracted meals
- Follow the 20-minute rule (enjoy your meal over the course of at least 20 minutes)
Get your daily doses:
- Black cumin ¼ tsp
- Garlic powder ¼ tsp
- Ground ginger (1 tsp) or cayenne pepper (½ tsp)
- Nutritional yeast (2 tsp)
- Cumin (½ tsp)
- Green tea (3 cups)
Every day:
- Stay hydrated
- Deflour your diet
- Front-load your calories (this means implementing the “king, prince, pauper” rule—try to make your breakfast the largest meal of your day, followed my a medium lunch, and a small evening meal)
- Time-restrict your eating (eat your meals within, for example, an 8-hour window, and fast the rest of the time)
- Optimize exercise timing (before breakfast is best for most people, unless you are diabetic)
- Weigh yourself twice a day (doing this when you get up and when you go to bed results in much better long-term weight management than weighing only once per day)
- Complete your implementation intentions (this sounds a little wishy-washy, but it’s about building a set of “if this, then that” principles, and then living by them. An example could be directly physical health-related such as “if there is a choice of stairs or elevator, I will take the stairs”, or could be more about holistic good-living, such as “if someone asks me for help, I will try to oblige them so far as I reasonably can”)
Every night:
- Fast after 7pm
- Get sufficient sleep (7–9 hours is best. As we get older, we tend more towards the lower end of that, but try get at least those 7 hours!)
Experiment with Mild Trendelenburg(better yet, skip this one)*
*This involves a 6º elevation of the bed, at the foot end. Dr. Greger advises that this should only be undertaken after consulting your doctor, though, as a lot of health conditions can contraindicate it. We at 10almonds couldn’t find any evidence to support this practice, and numerous warnings against it, so we’re going to go ahead and say we think this one’s skippable.
Again, we do try to bring you the best evidence-based stuff here at 10almonds, and we’re not going to recommend something just because of who suggested it
As for the rest, you don’t have to do them all! And you may have noticed there was a little overlap in some of them. But, we consider them a fine menu of healthy life hacks from which to pick and choose!
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Bridging The Generation Gap Over The Holidays
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Often seen as a time for family connection, this same holiday period is often experienced as a time of family tension. But it doesn’t have to be that way!
Hopefully this will be of benefit to readers of all ages, but we’re going to write with the largest age-group of our readership, which is people who are most likely to have Gen-Z grandkids.
why are we writing about this?
Not only are health and happiness closely linked, and not only is mental health also just health, but… In terms of the healthy longevity secrets of the “Blue Zones”, strong intergenerational connections are usually a feature.
First, the obvious:
Any holiday tensions, of course, don’t usually start with grandkids, and are more likely amongst the adults, but some points of friction can be the same:
- Differences of opinion on political/social/economic issues
- Difference of opinion on parenting/dating choices
- Differences of opinion on life priorities
And yes, by the way, that includes even young teens (and perhaps younger) having opinions on these things—we are living in an information age, and this does mean a lot of information is a lot more accessible than it used to be, including for kids. Problems (at all ages) may occur when someone is only really exposed to views from within a certain “bias bubble”, but for better or worse, most people will have an opinion on most well-known things.
As a general rule of thumb, all of these differences of opinion can be shelved if (and only if) those involved seek to avoid conflict. And while age is no guarantee of maturity, often it’ll be the older person(s) in the strongest position to redirect things. So, have a stack of “safe” topics up your sleeve.
Bonus: you can also have non-conversational distractions up your sleeve! These may be kitchen-related, for example (time to produce something distracting, or if the nascent conflict was only between you and one other person, time to go check on something, thus removing yourself from the situation).
Next, about “family time” and technology
It can be tempting to try to have a “phones away” rule, but this will tend to only exacerbate a younger person’s withdrawal.
Better: ask (with a tone of cheerful curiosity, not accusation) about what captures their attention so. Ask about their favorite YouTubers or TikTokers or whatever it is that it is for them. Learn about that Subreddit.
Or maybe (more likely for Millennials) they were following what is going on in the world via social media, which takes on an intermediary role for the delivery of world news. Hopefully this won’t run into the differences of opinion that we mentioned up top, but it could also be a perfectly good avenue of conversation, and maybe there’s more common ground than you might expect.
Meanwhile, if you’re the older generation present, chances are your own social media use is more about the human element. That’s great, but watch out:
A common faux pas is taking pictures without asking, let alone posting them online without asking. For many people this may seem an odd thing to object to, but generationally speaking, the younger someone is (down to the upper single digits, anyway) the more likely they might feel strongly about this. So, ask first.
The reason, by the way, is that in this age of digital hypervisibility, what we choose to share online can be a deeply personal thing. And, say what you will about the pros or cons of someone carefully curating an image of how they wish to be seen, shortcutting through that for them with a candid photo posted on Facebook will not endear you to them, even if you can’t see anything wrong with the photo in question, for example.
See also: Make Social Media Work For Your Mental Health
Show an interest, but don’t interrogate
This one doesn’t take too much explanation. If people want to share about their lives, they’ll need only the smallest nudge to do so. If someone passes up an opportunity to talk about something you showed an interest in, chances are they have their own reasons for not wanting to talk about it. This might be hurtful if you feel like they’re keeping you out of their life, but the best way to get them to talk to you is just to be a good listener—not an interrogator that they have to dodge.
For some powerful tools on this, see: Listening, Better
Lastly, if things aren’t so good…
43% of people are currently experiencing some sort of familial estrangement, so if that’s you, you’re not on your own.
Sometimes, it really is too late to fix things, but sometimes it isn’t; we put together a guide that might help:
Family Estrangement & How To Fix It
Take care!
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Small Pleasures – by Ryan Riley
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When Hippocrates said “let food be thy medicine, and let medicine be thy food”, he may or may not have had this book in mind.
In terms of healthiness, this one’s not the very most nutritionist-approved recipe book we’ve ever reviewed. It’s not bad, to be clear!
But the physical health aspect is secondary to the mental health aspects, in this one, as you’ll see. And as we say, “mental health is also just health”.
The book is divided into three sections:
- Comfort—for when you feel at your worst, for when eating is a chore, for when something familiar and reassuring will bring you solace. Here we find flavor and simplicity; pastas, eggs, stews, potato dishes, and the like.
- Restoration—for when your energy needs reawakening. Here we find flavors fresh and tangy, enlivening and bright. Things to make you feel alive.
- Pleasure—while there’s little in the way of health-food here, the author describes the dishes in this section as “a love letter to yourself; they tell you that you’re special as you ready yourself to return to the world”.
And sometimes, just sometimes, we probably all need a little of that.
Bottom line: if you’d like to bring a little more joie de vivre to your cuisine, this book can do that.
Click here to check out Small Pleasures, and rekindle joy in your kitchen!
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