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WEBINAR: The How-To of Healthcare Analytics: Implementation to Activation

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30% of the world’s data volume is being generated by the healthcare industry. We have more information available to us than any other industry but have yet to realize the potential of this information to create predictive, personalized care. To help us navigate the data complexities currently holding us back, Reuters Events has united informatics experts, from NYC Health + HospitalsSutter Health, & UnityPoint Health.

Register here for the March 28 (THAT’s THIS COMING FRIDAY!) 11am ET webinar: ‘The How-To of Healthcare Analytics: Implementation to Activation’.

Microplastics, Major Problem

By KIM BELLARD

It’s been almost four years since I first wrote about microplastics; long story short, they’re everywhere. In the ground, in the oceans (even at the very bottom), in the atmosphere. More to the point, they’re in the air you breathe and in the food you eat. They’re in you, and no one thinks that is a good thing. But we’re only starting to understand the harm they cause.

The Washington Post recently reported:

Scientists have found microplastics — or their tinier cousins, nanoplastics — embedded in the human placenta, in blood, in the heart and in the liver and bowels. In one recent study, microplastics were found in every single one of 62 placentas studied; in another, they were found in every artery studied.

One 2019 study estimated “annual microplastics consumption ranges from 39,000 to 52,000 particles depending on age and sex. These estimates increase to 74,000 and 121,000 when inhalation is considered.” A more recent study estimated that a single liter of bottled water may include 370,000 nanoplastic particles. “It’s sobering at the very least, if not very concerning,” Pankaj Pasricha, MD, MBBS, chair of the department of medicine at the Mayo Clinic, who was not involved with the new research, told Health

But we still don’t have a good sense of exactly what harm they cause. “I hate to say it, but we’re still at the beginning,” Phoebe Stapleton,a professor of pharmacology and toxicology at Rutgers University, told WaPo.

A new study sheds some light – and it is not good. It found that people with microplastics in their heart were at higher risk of heart attack, stroke, and death. The researchers looked at the carotid plaque from patients who were having it removed and found 60% of them had microplastics and/or nanoplastics. They followed patients for three years to determine the impacts on patients’ health and found higher morbidity/mortality.

“We are reasonably sure that the problem comes from a frailty of the plaque itself,” says Giuseppe Paolisso, a professor of internal medicine and geriatrics at the University of Campania Luigi Vanvitelli in Naples, Italy, and one of the study’s authors. “We suppose due to the fact that the plaques with microplastics and nanoplastics have a higher degree of inflammation, this kind of plaque can be broken more easily; and once they are broken, they can go into the blood streams.”

“This is pivotal,” Philip Landrigan, an epidemiologist and professor of biology at Boston College, who was not involved in the study, wrote in an accompanying opinion piece. “For so long, people have been saying these things are in our bodies, but we don’t know what they do.” He went on to add: “If they can get into the heart, why not into the brain, the nervous system? What about the impacts on dementia or other chronic neurological diseases?”

Scary stuff.

If that isn’t scary enough, an article last year in PNAS found: “Indeed, it turns out that a host of potentially infectious disease agents can live on microplastics, including parasites, bacteria, fungi, and viruses.” Even worse: “Beyond their potential for direct delivery of infectious agents, there’s also growing evidence that microplastics can alter the conditions for disease transmission. That could mean exacerbating existing threats by fostering resistant pathogens and modifying immune responses to leave hosts more susceptible.”

However much you’re worrying about microplastics, it’s not enough.

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The Latest AI Craze: Ambient Scribing

By MATTHEW HOLT

Okay, I can’t do it any longer. As much as I tried to resist, it is time to write about ambient scribing. But I’m going to do it in a slightly odd way

If you have met me, you know that I have a strange English-American accent, and I speak in a garbled manner. Yet I’m using the inbuilt voice recognition that Google supplies to write this story now.

Side note: I dictated this whole thing on my phone while watching my kids water polo game, which has a fair amount of background noise. And I think you’ll be modestly amused about how terrible the original transcript was. But then I put that entire mess of a text  into ChatGPT and told it to fix the mistakes. it did an incredible job and the output required surprisingly little editing.

Now, it’s not perfect, but it’s a lot better than it used to be, and that is due to a couple of things. One is the vast improvement in acoustic recording, and the second is the combination of Natural Language Processing and artificial intelligence.

Which brings us to ambient listening now. It’s very common in all the applications we use in business, like Zoom and others like transcript creation from videos on Youtube. Of course, we have had something similar in the medical business for many years, particularly in terms of radiology and voice recognition. It has only been in the last few years that transcribing the toughest job of all–the clinical encounter–has gotten easier.

The problem is that doctors and other professionals are forced to write up the notes and history of all that has happened with their patients. The introduction of electronic medical records made this a major pain point. Doctors used to take notes mostly in shorthand, leaving the abstraction of these notes for coding and billing purposes to be done by some poor sap in the basement of the hospital.

Alternatively in the past, doctors used to dictate and then send tapes or voice files off to parts unknown, but then would have to get those notes back and put them into the record. Since the 2010s, when most American health care moved towards using  electronic records, most clinicians have had to type their notes. And this was a big problem for many of them. It has led to a lot of grumpy doctors not only typing in the exam room and ignoring their patients, but also having to type up their notes later in the day. And of course, that’s a major contributor to burnout.

To some extent, the issue of having to type has been mitigated by medical scribes–actual human beings wandering around behind doctors pushing a laptop on wheels and typing up everything that was said by doctors and their patients. And there have been other experiments. Augmedix started off using Google Glass, allowing scribes in remote locations like Bangladesh to listen and type directly into the EMR.

But the real breakthrough has been in the last few years. Companies like Suki, Abridge, and the late Robin started to promise doctors that they could capture the ambient conversation and turn it into proper SOAP notes. The biggest splash was made by the biggest dictation company, Nuance, which in the middle of this transformation got bought by one of the tech titans, Microsoft. Six years ago, they had a demonstration at HIMSS showing that ambient scribing technology was viable. I attended it, and I’m pretty sure that it was faked. Five years ago, I also used Abridge’s tool to try to capture a conversation I had with my doctor — at that time, they were offering a consumer-facing tool – and it was pretty dreadful.

Fast forward to today, and there are a bunch of companies with what seem to be really very good products.

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Roy Schoenberg, CEO, AmWell

AmWell is a now veteran telehealth platform. It used its IPO money to re-architect its entire platform and add companies like Conversa AI chat service and mental health service Silvercloud, as well as integrating deeply with EMRs & more. That change hit its earnings….so can they recover? Roy Schoenberg, CEO, tells you why this is good for AmWell and what happens next.-Matthew Holt

What Scares Healthcare Like EVs Scare Detroit

By KMI BELLARD

I’m thinking about electric vehicles (EVs)…and healthcare.

Now, mind you, I don’t own an EV. I’m not seriously thinking about getting one (although if I’m still driving in the 2030’s I expect it will be in one). To be honest, I’m not really all that interested in EVs. But I am interested in disruption, so when Robinson Meyer warned in The New York Times “China’s Electric Vehicles Are Going to Hit Detroit Like a Wrecking Ball,” he had my attention. And when on the same day I also read that Apple was cancelling its decade-long effort to build an EV, I was definitely paying attention.

Remember when 3 years ago GM’s CEO Mary Barra announced GM was planning for an “all electric future” by 2035, completely phasing out internal combustion engines? Remember how excited we were when the Inflation Reduction Act passed in August 2022 with lots of credits and incentives for EVs? EVs sure seemed like our future.

Well, as Sam Becker wrote for the BBC: “Depending on how you look at it, the state of the US EV market is flourishing – or it’s stuck in neutral.” Ford, for example, had a great February, with huge increases in its EV and hybrid sales, but 90% of its sales remain conventional vehicles. Worse, it recently had to stop shipments of its F-150 Lightning electric pickup truck due to quality concerns. Frankly, EV is a money pit for Ford, costing it $4.7b last year – over $64,000 for every EV it sells.

GM also loses money on every EV it makes, although it hopes to make modest profits on them by 2025.  Ms. Barra is still hoping GM will be all electric by 2035, but now hedges: “We will adjust based on where customer demand is. We will be led by the customer.”

In more bad news for EVs, Rivian has had more layoffs due to slow sales, and Fisker announced it is stopping work on EVs for now. Tesla, on the other hand, claims a 38% increase in deliveries for 2023, but more recently its stock has been hit by a decline in sales in China. It shouldn’t be surprising.

As Mr. Meyer points out:

The biggest threat to the Big Three comes from a new crop of Chinese automakers, especially BYD, which specialize in producing plug-in hybrid and fully electric vehicles. BYD’s growth is astounding: It sold three million electrified vehicles last year, more than any other company, and it now has enough production capacity in China to manufacture four million cars a year…A deluge of electric vehicles is coming.

He’s blunt about the threat BYD poses: “BYD’s cars deliver great value at prices that beat anything coming out of the West.”

The Biden Administration is not just sitting idly.

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Fee-For-Service: Predominant, Winning & Stupid

By MATTHEW HOLT

In recent days and weeks, there have been three stories that have really brought home to me the inanity of how we run our health care system. Spoiler alert, they have the commonality that they all are made problematic by payment per individual transaction—better known as fee-for-service.

First, several health insurers who sold their reputation to Wall Street as being wizards at understanding how doctors and patients behave had the curtain pulled back to reveal the man pulling the levers was missing a dashboard or dial or three. It happened to United, Humana and more, but I’ll focus on Agilon because of this lovely quote:

“During 2023, agilon health experienced an increase in medical expenses attributable to higher-than-expected specialist visits, Part B drugs, outpatient surgeries, and supplemental benefits, partially offset by lower hospital medical admissions. While a number of programs have been launched to improve visibility, balance risk-sharing and enhance predictability of results, management has assumed higher costs will continue into 2024,” the company said in a statement

Translation: we pay our providers after the fact on a per transaction basis and we have no real idea what the patients we cover are going to get. You may have thought that these sharp as tacks Medicare Advantage plans had pushed all the risk of increased utilization down to their provider groups, but as I’ve be saying for a long time, even the most advanced only have about 30% of their lives in capitation or full risk groups, and the rest of the time they are whistling it in. They don’t really know much about what is happening out in fee-for-service land. Yet it is what they have decided to deal with.

The second story is a particularly unpleasant tale of provider greed and bad behavior, which I was alerted to by the wonderful sleuthing of former New Jersey state assistant director of heath benefits Chris Deacon, who is one of the best follows there is on Linkedin.

The bad actor is quasi-state owned UCHealth, a big Colorado “non-profit” health system. They have managed to hide their 990s very well so it’s a little hard to decipher how much money they have or how many of their employees make millions a year, but it made an operating profit last year of $350m, it has $5 BILLION in its hedge fund, and its CEO (I think) made $8m. It hasn’t filed a 990 for years as far as I can tell. Which is probably illegal. The only one on Propublica is from a teeny subsidiary with $5m in revenue.

So what have they been doing? Some excellent reporting from John Ingold and Chris Vanderveen at the Colorado Sun revealed that UC has been getting collection agencies to sue patients who owe them trivial amounts of money, and hiding the fact that UC is the actor behind the suit. So they are transparent on how much very poor people allegedly owe them, and come after them very aggressively, but not too transparent on how their “charity care” works. The tales here are awful. Little old ladies being forced to sell their engagement rings, and uninsured immigrants being taken to the ER against their will and given a total runaround on costs until they end up in court. Plenty more stories like it in a Reddit group reacting to the article.

What’s the end story here? UC Health gets a measly $5m (or a share of it) a year from all these lawsuits which is less than the CEO makes (according to a Reddit group—with no 990 it’s a little hard to tell).

Yes, all these patients are being billed or misbilled for individual procedures and visits. It makes people terrified of going to the doctor or hospital, and no rational health services researcher thinks that charging people a fee to use health care encourages appropriate use of care. Last month Jeff Goldsmith had an excellent article on THCB explaining why not.

Of course it goes without saying that if these patients were covered by some kind of a capitation, subscription or annual payment none of this cruelty or waste motion would be happening.

The final example is still going on.

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Lucienne Ide, Rimidi

Lucie Ide is a physician running Rimidi, a company helping health systems manage patients with chronic conditions. They extract data from EMRs and transfer this into workflow for care teams, predominantly at ACOs and other risk bearing organizations, but also increasingly with FFS groups using RPM to manage those patients. Their current moves are to continue to extend from their first patient group (diabetes) to all types of chronic patients. We chatted about her company, but also about the wider move (or lack of it) to better manage patients in the US system–Matthew Holt

So what can we do about health care costs?

By MATTHEW HOLT

Last week Jeff Goldsmith wrote a great article in part explaining why health care costs in the US went up so much between 1965 and 2010. He also pointed out that health care has been the same portion of GDP for more than a decade (although we haven’t had a major recession in that time other than the Covid 2020 blip when it went up to 19%). However, it’s worth remembering that we are spending 17.3% of GDP while the other main OECD countries are spending 11-12%. Now it’s true that the US has lots of social problems that show up in heath spending and also that those other countries probably spend more on social services, but it’s also clear that we don’t actually deliver a lot more in services. In fact probably the most famous health economics paper of the last 50 years was Anderson & Rienhardt’s “It’s the Prices, Stupid”, which shows we just pay more for the same things. Anyone who’s looked at the price of Ozempic in the US versus in Denmark knows that’s true.

But suspend disbelief and say we actually wanted to do something about health care costs, what would we do?

There are 4 ways to cut health care costs

  1. Cut prices
  2. Cut overall use of services
  3. Reduce only unnecessary services
  4. Replace higher priced services with lower priced ones

Number 3 or reducing only unnecessary services is the health policy wonks dream.

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The 7 Decade History of ChatGPT

By MIKE MAGEE

Over the past year, the general popularization of AI orArtificial Intelligence has captured the world’s imagination. Of course, academicians often emphasize historical context. But entrepreneurs tend to agree with Thomas Jefferson who said, “I like dreams of the future better than the history of the past.”

This particular dream however is all about language, its standing and significance in human society. Throughout history, language has been a species accelerant, a secret power that has allowed us to dominate and rise quickly (for better or worse) to the position of “masters of the universe.”

Well before ChatGPT became a household phrase, there was LDT or the laryngeal descent theory. It professed that humans unique capacity for speech was the result of a voice box, or larynx, that is lower in the throat than other primates. This permitted the “throat shape, and motor control” to produce vowels that are the cornerstone of human speech. Speech – and therefore language arrival – was pegged to anatomical evolutionary changes dated at between 200,000 and 300,000 years ago.

That theory, as it turns out, had very little scientific evidence. And in 2019, a landmark study set about pushing the date of primate vocalization back to at least 3 to 5 million years ago. As scientists summarized it in three points: “First, even among primates, laryngeal descent is not uniquely human. Second, laryngeal descent is not required to produce contrasting formant patterns in vocalizations. Third, living nonhuman primates produce vocalizations with contrasting formant patterns.”

Language and speech in the academic world are complex fields that go beyond paleoanthropology and primatology. If you want to study speech science, you better have a working knowledge of “phonetics, anatomy, acoustics and human development” say the  experts. You could add to this “syntax, lexicon, gesture, phonological representations, syllabic organization, speech perception, and neuromuscular control.”

Professor Paul Pettitt, who makes a living at the University of Oxford interpreting ancient rock paintings in Africa and beyond, sees the birth of civilization in multimodal language terms. He says, “There is now a great deal of support for the notion that symbolic creativity was part of our cognitive repertoire as we began dispersing from Africa.  Google chair, Sundar Pichai, maintains a similarly expansive view when it comes to language. In his December 6, 2023, introduction of their ground breaking LLM (large language model), Gemini (a competitor of ChatGPT), he described the new product as “our largest and most capable AI model with natural image, audio and video understanding and mathematical reasoning.”

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The 2024 Word of the Year: Missense

By MIKE MAGEE

Not surprisingly, my nominee for “word of the year” involves AI, and specifically “the language of human biology.”

As Eliezer Yudkowski, the founder of the Machine Intelligence Research Institute and coiner of the term “friendly AI” stated in Forbes:

Anything that could give rise to smarter-than-human intelligence—in the form of Artificial Intelligence, brain-computer interfaces, or neuroscience-based human intelligence enhancement – wins hands down beyond contest as doing the most to change the world. Nothing else is even in the same league.” 

Perhaps the simplest way to begin is to say that “missense” is a form of misspeak or expressing oneself in words “incorrectly or imperfectly.” But in the case of “missense”, the language is not made of words, where (for example) the meaning of a sentence would be disrupted by misspelling or choosing the wrong word.

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