Healthcare transformation

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HIMSS 2018: We’re having a party in your house!

From the opening keynote of HIMSS 2018, you could tell things were going to be different. Unlike last year, where actors touted the marvels of flash drives and backup storage, this year kicked off with singers from The Voice. Not sure how to interpret their music choices, though, I’m sure Leonard Cohen never envisioned his anthem Hallelujah pumping up 45,000 healthcare IT experts.

Keynote speaker Eric Schmidt executive chairman of Alphabet, admonished the crowd to get to the cloud, any cloud, even Google Cloud’s competitors. He also described a scenario with an assistant named Liz, listening in on a doctor/patient visit and transcribing notes. Ironically, this exact scenario was announced by Microsoft the week before. I’ve witnessed shifts to digital and cloud before in other industries, and it does take a village, so Eric calling on the power of the technology and being rather vendor agnostic is a good sign. That said, there were a few things in his talk that might have ruffled his audience. First, where were the partners? In the utopia of voice and cloud for healthcare that Schmidt described the only partner referenced was Augmedix, poster child for Google Glass, and absolutely no healthcare system examples. Which makes sense, as when asked by HIMSS president emeritus, Steven Lieber for his parting words to the crowd, Schmidt said:

“You’re late to the party.”

Which is an interesting comment at as he was a guest keynote speaker at a healthcare IT event and representing big tech, so you could interpret this to mean:

“You’re late to the party (that we’re throwing in your house).”

As the keynote emptied in a mass stream to the tradeshow floor, I eavesdropped on a number of conversations, and many people weren’t too happy about the message: “they (aka tech) don’t understand how complicated our lives are.” It’s an interesting conundrum, because Google et al have solved some pretty complicated problems making sense of what we’re all looking for online, a problem of completely unstructured data, and yet, as recent Facebook incidents show, there can be a lack of respect for people’s data and privacy that is crucial for any type of healthcare deployment in big tech.

The tradeshow floor itself showed a lot of new entrants, including booths from Lyft and Uber, who previously had only partnered with companies like Circulation for medical transportation, and a much larger Google Cloud and Amazon Web Services presence than the previous year. Microsoft and IBM have been at the healthcare party for a long time, and have settled in.

Big tech is indeed at the party. Who else is at the party? Purveyors of security and in particular block-chain crypto were definitely there. We saw APIs hanging around the punch bowl, this time invited by the new Blue Button 2.0 initiative, unlike previous years as the date of big tech.

Who wasn’t at the party? Patients. On the one hand, we’ve found that the digital patient experience and patient engagement is now mainstream, and our research partner Tamara Deangelis from Boston University Center for Neurorehabilitation was awesome talking about patient/provider messaging at the patient engagement summit. At the broader HIMSS conference, it seemed only vendors were representing patients. Most of the patient invitations must have gotten lost in the mail.

One CIO I talked to suggested that there was a different feeling at HIMSS this year and that this is the year we’ll look back and see that things really changed for healthcare IT. We’ve seen an acceleration of the shift to the cloud for new patient-facing applications, and a rapid realization of a need for an overall patient digital strategy. All heartening, especially since it will take everyone at the party to accomplish this transformation, debutantes and charming hosts alike.

Until next year’s party, cheers!

(Footnote: The actual Google Cloud party had a long line immediately, so some people heeded Schmidt’s words about not being late for the fantastic view of the Bellagio fountains, poke bowls, and open bar. The party was predominantly male, which hopefully isn’t part of the vision. Of course, it was at the same time as the Women in Healthcare IT event, which I heard was awesome. Perhaps a poor party choice on my part.)

Posted in: Healthcare Technology, Healthcare transformation, HIMSS, Interoperability

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Supporting Patient Motivation

What motivates people to improve their health and stay on the right track over time?

This question is on the mind of every practitioner, whether it’s a physician sending someone home with a wound care plan, a nutritionist giving dietary advice to help manage diabetes or a physical therapist providing exercises to get a frozen shoulder moving again. They’re thinking: “Will the patient do it?” To a great extent, the answer to this question determines how successful their treatment plans will be.

Some of this blog’s most popular posts have explored the issue of motivation because it is a major underpinning of patient engagement technology – will the patient use, and stick with, the technology that in turn helps them adhere to their care plans?

The subject of motivation usually starts with a discussion about goal-setting. This process, at least in the medical context, typically begins when the practitioner sets goals for the patient and provides a care plan that tells the patient what they need to do in order to get there. Some practitioners feel this should be motivation enough for a patient. In reality, they know it’s not.

So what is motivation? A great deal of research has gone into the subject, particularly with regard to behavior change. It is most often described as being either extrinsic (outside the individual) or intrinsic (inside the individual). With extrinsic motivation, we engage in a behavior or activity either to gain some sort of external reward or avoid a negative consequence. With intrinsic motivation, we engage in something because we find it personally fun or rewarding.

While these are the two areas most often discussed, there are other, deeper dimensions to motivation, including fear-based and development-based motivators – and these can be either extrinsic or intrinsic. Understanding the interplay among these different forms of motivation is an important element in successful health coaching and in the creation of successful, supportive technologies that assist people in reaching their health goals.

Fear-based motivation comes in two basic flavors: deficiency-based and threat-based. Deficiency-based motivations come from the sense you are lacking in some way. These can have an external, socio-cultural source (just watch any personal care product advertisement: you smell bad, your hair is the wrong color and your teeth aren’t nearly white enough) or an intrinsic source (e.g. internal pressure “shoulds,” self-imposed discipline or overcoming the deficiency of lost health). Threat-based motivations tap into fear at a deeper level. In the world of medicine, this might be a medical incident that serves as a wake-up call, and the threat of disability or death propels a person to make serious lifestyle changes.

Development-based motivation tends to come from the desire for personal growth or self-actualization. It can also be externally sourced (e.g. from positive peer health norms or positive environmental conditions like smoke-free public spaces) or intrinsic – from the satisfaction, pleasure or joy we derive from doing something.

Research has shown that while fear can be a great motivator for getting people started on something, the positive, development-based motivators tend to be more powerful in keeping people engaged and active in behavior change over the longer term.

I believe one of the reasons the Wellpepper patient engagement platform is so successful at driving patient engagement with care plans (70% engagement compared to an average of 20% engagement with portals) is because the Wellpepper team understands this complex motivation dynamic very well and they have incorporated some of the most successful elements from it into their platform. They call it the “3rd approach” and here’s why I think it works.

Wellpepper takes a very obvious extrinsic motivator – the practitioner’s care plan – and turns it into an application that incorporates both intrinsic and extrinsic development-based motivators that keep people engaged over time. There are many layers we could explore here, but we’ll start with a few of the big ones.

Setting aspirational goals: In addition to the functional goals set by the practitioner, Wellpepper provides the ability for patients to set their own personally meaningful, aspirational goals that can support and reinforce their motivation to heal. For example, someone recovering from a total joint replacement operation might set a future vision of wanting to hike to their favorite fishing spot with a grandchild. They can use Wellpepper to set interim goals that lead them toward that vision and can rate their own progress on a Likert scale.

Research in positive psychology has shown that this kind of personal vision and goal setting is highly successful at sustaining motivation over time. In this case the patient is more likely to complete their prescribed exercises because it leads them toward goals that are personally meaningful about their own healing and about doing something special with someone they love.

Personalized experience: Wellpepper also provides a personalized experience for the patient. Using the same joint replacement example, instead of getting a piece of paper with a series of exercise diagrams or a generic video, the practitioner can record the patient doing their own exercises. Seeing yourself, and hearing the personal comments of the physician or physical therapist as you do it, is not only easier to follow, it feels personal. And, as you begin to improve, when you watch yourself then and now, seeing your own progress can be very satisfying (a powerful development-based motivator).

Adaptive notification: Wellpepper’s patented adaptive notification system means the patient doesn’t get the same generic reminder every day – it changes the notification based on the patient’s progress and level of engagement, keeping the extrinsic motivator relevant, fresh and focused on personal development.

Tracking progress: By enabling people to track progress on their goals and sharing that information with their practitioners, patients tap into positive, extrinsic motivation. Also tracking progress on personal, aspirational goals helps people feel a greater sense of accomplishment and direction over their own developmental outcomes.

While motivation for any one individual can be elusive, the way Wellpepper weaves together the positive extrinsic and intrinsic development-based motivators may be the key to its success in helping patients stay motivated and helping practitioners answer the age-old question: “Will the patient do it?”

If they’re using Wellpepper, chances are, they will.

Jennifer Allen Newton is Wellpepper’s PR lead, and also a Functional Medicine Certified Health Coach. 

Posted in: Adherence, Healthcare motivation, Healthcare Technology, Healthcare transformation, patient engagement, Physical Therapy

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Your Cupcakes Are Not My Goals

This year Google Maps tried out a short-lived motivational technique of showing how many cupcakes you would burn off or ostensibly could eat if you chose to walk to your destination. Not surprisingly this backfired, and they quickly retracted the feature. The reasons ranged from users expressing feelings of shame for not walking, to those with eating disorders saying it would encourage more obsessive behavior. Beyond that, many questioned how Google was even calculating both caloric expenditure and the actual calories in the cupcakes.

Regardless of the myriad of criticisms the experiment illustrated a key point: motivation and goal setting is best left to the individual, and understanding someone’s personal context is extremely important if you want to help them set goals.

One of our most read blog posts of 2017 was a 2015 post on whether setting SMART or MEANINGFUL goals was most effective for patients. I’m not sure why this bubbled to the top this year but the post provides an overview of two thoughtful frameworks for helping patients set goals.

At Wellpepper, we’d like to propose a third methodology: let people figure out what’s important to them. This year we expanded a capability we’ve had since V.1 that enables patients to set their own goals. This is a free-form, 140 character text box where patients write about what’s important to them. Over the years, we’ve had some clinicians express concern about whether patients could set their own goals. Functional goals are best left to the experts, but these are life goals, things that are important to people and why they are even bothering to use this app which helps them through healthcare activities to manage chronic diseases or recover from acute events.

Since we already knew that setting patient-generated goals is motivating, we also got to wondering whether you could track progress in a generic way based on patient-generated goals. After analyzing thousands of patient-generated goals, we figured out that asking a question about the patient’s perception progress on a Likert scale would work, and so this year we expanded the patient goal task type to include tracking.

It looks like this.

In case you’re skeptical that this works, here are a few examples of patient-generated goals.

Spend more time with family.

Get outside more frequently.

Walk more.

Be ready for vacation.

Now ask the question. See, it’s entirely possible for patients to set their own goals, unaided, and track progress against those goals. We’re pretty excited about the possibilities of this for improving motivation, and also for further analysis of patient adherence and outcomes. If you’d like to know more, or see a demo, we’d love to hear from you.

Posted in: Behavior Change, Healthcare motivation, Healthcare Technology, Healthcare transformation, patient engagement, patient-generated data

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May You Live In Interesting Times: Wellpepper’s Most Interesting Blog Posts of 2017

Who would have predicted 2017? As soon as the election results were in, we knew there would be trouble for the Affordable Care Act no one could have predicted the path through repeal with no replacement to claw backs in a tax bill that no one has read. It’s been a crazy ride in healthcare and otherwise. As we look ahead to 2018, we’ve found that a good place to start is by looking back at what was popular in 2017.

Looking back over the past year’s top blog posts, we also believe trends that started in 2017, but will even stronger in 2018. These four themes bubbled up to the top in our most-read blog posts of 2017:

Shift to the cloud

We’ve noticed a much wider spread acceptance of cloud technologies in healthcare, and the big cloud platform vendors have definitely taken an interest in the space. Wellpepper CTO Mike Van Snellenberg’s comprehensive primer on using AWS with HIPAA protected data was one of our most read posts. Since he wrote it, even more AWS services have become HIPAA-eligible.

Using AWS with HIPAA-Protected Data – A Practical Primer

Consumerization of healthcare

Consumer expectations for efficient online interactions have been driven by high-deductible plans and an expectation from consumer technology and industries like retail and banking that customer service should be personalized, interactive, and real-time. These two posts about the consumerization of healthcare were among the most popular.

The Disneyfication or Consumerization of Healthcare

Consumerization Is Not A Bad Word

Value of patient-generated data

In 2017 we saw a real acceptance of patient-generated data. Our customers started asking about putting certain data in the EMR, and our analysis of the data we collect showed interesting trends in patient adherence and predictors of readmission. This was reflected in the large readership of these two blog posts focused on the clinical and business value of collecting and analyzing patient-generated data.

In Defense of Patient-Generated Data

Realizing Value In Patient Engagement

Power of voice technology

Voice technology definitely had a moment this year. Okay Google, and Alexa were asked to play music, turn on lights, and more importantly questions about healthcare. As winners of the Alexa Diabetes Challenge, we saw the power of voice firsthand when testing voice with people newly diagnosed with Type 2 diabetes. The emotional connection to voice is stronger than mobile, and it’s such a natural interaction in people-powered healthcare. Our blog posts on the Alexa Diabetes Challenge, and developing a voice solution were definitely in the top 10 most read.

Introducing Sugarpod by Wellpepper, a comprehensive diabetes care plan

Building a Voice Experience for People with Type 2 Diabetes

Ready When You Are: Voice Interfaces for Patient Engagement

Since these themes are still evolving we think 2018 will present a shift from investigation to action, from consideration to deployment and possibly insights. Machine-learning and AI will probably remain high in the hype cycle, and certainly the trends of horizontal and vertical healthcare mergers will continue. We also expect a big move from one of the large technology companies who have all been increasing their focus in healthcare, which in turn will accelerate the shift to a consumer-focus in healthcare.

There’s a saying “may you live in interesting times.” We expect 2018 to be at least as interesting as 2017. Onwards!

Note: There was one additional post that hit the most popular list. Interestingly, it was a post from 2014 on whether SMART or MEANINGFUL goals are better for patients. We’re not sure why it resurfaced, but based on analysis we’ve done of patient-directed goals, we think there’s a third approach.

Posted in: Behavior Change, Healthcare Disruption, Healthcare motivation, Healthcare Research, Healthcare Technology, Healthcare transformation, HIPAA, patient engagement, patient-generated data, Voice

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Pointing Fingers at Healthcare Problems

I’m only halfway through Elizabeth Rosenthal’s “An American Sickness: How Healthcare Became Big Business and How You Can Take It Back” which means that I haven’t gotten to the “what you can do about the problem” part. It’s a slow read, not because it’s not compelling but because it’s too compelling, and if like the current President, you were surprised at how complicated healthcare is, this book will do nothing to dissuade you. It’s really really complicated.

So far, I have two main takeaways from the book, that are easily illustrated through my recent experience of breaking and dislocating my finger: a simple, non-life-threatening problem, that unearthed a couple of key dysfunctions and unintended consequences.

My first takeaway is that everyone is complicit, and yet seem to manage to finger point at everyone else. Rosenthal spares no punches in unearthing decisions that are not made with the best interest in of the patient at heart. Providers, healthcare organizations, payers, pharma, and employers all are complicit in the mess that is our current healthcare system.

This past fall, I broke and dislocated my finger. It wasn’t a big deal, but because it happened on a Saturday night, my only option for care was at the ER. Last week I received a letter in the mail from my insurance company, that according to the envelope required my urgent reply. In the letter, the insurance company suggested that perhaps someone other than them may be on the hook for my ER bill. While I understand they wanted to make sure this wasn’t a worker’s compensation claim, the form was basically for me to tell them whose fault my injury was so that they could go after another insurance company to pay. This was a sports injury in a game of Ultimate Frisbee, a game so granola-like that there are no referees: players call fouls on themselves. . No one was at fault, and even if they were, I would never have considered suing. However, the form didn’t give me that option: only gave me the option of saying whether I had settled my claim. I created a new box that said “NA” and checked it.

When I received the letter, I couldn’t help but think back to Rosenthal’s book, and also consider the amount of effort and cost that was going into finding someone else to blame and pay. Just imagine what this effort and cost would have been if there were legal action….

The second takeaway is that the original intention of a decision always has much farther reaching implications than anyone who agreed on what seemed like a reasonable decision though. Again with the finger, I was asked a number of times if I wanted a prescription for OxyContin. I did not. As has been well publicized we have an opioid addiction problem in North America. While my finger hurt, aside from morphine during inpatient for an appendectomy, I hadn’t had opioids, and really didn’t think that it was necessary, which I explained to the physician. It wasn’t. Tylenol worked fine—however, it seemed that it was very important that I be the one to make this call, not the physician.

One of the unintended consequences of patient satisfaction scores may be the over prescription of pain medication, as many of the questions on the HCAHPS are about whether the patient’s pain was well managed. In Rosenthal’s book, I was also surprised to learn that a finger fracture where an opioid is prescribed has a different billing code than if it is not prescribed, and that with the fracture plus opioid billing code, hospitals get paid more. Now, if you are wondering how this may be the case, if you think about it, a fracture that requires an opioid must be more severe than one that doesn’t and therefore the billing code reflects the severity. This is exactly where the unintended consequences of billing codes can result in exactly the wrong behavior for patient care and safety.

It’s quite possible that the physicians on duty were not aware of either of these two drivers for prescribing, especially the billing code one. They may have just been told “this is our standard of care” and were following guidelines.

If a simple finger fracture and dislocation can shine a light on two key problems in our healthcare system, just imagine what else is out there. Actually, you don’t have to, just get a copy of Elizabeth’s book yourself, and let’s compare notes when I get to the part about what the fix is. It’s going to take all of us.

Posted in: Health Regulations, Healthcare costs, Healthcare Disruption, Healthcare Legislation, Healthcare Policy, Healthcare transformation, Opioids

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Boston University Center for Neurorehabilitation: A Novel Mobile Intervention For People With Parkinson’s Disease

In 2013, when we were a brand new m-health company, we had the good fortune to meet Terry Ellis, PhD, Director of the Center for Neurorehabilitation at Boston University. Dr. Ellis was an early investigator in the value of digital interventions, and saw an opportunity to partner with Wellpepper so that her team could focus on the new care models, and Wellpepper could focus on the technology. The first building blocks in the Wellpepper platform aligned closely with outpatient rehabilitation, and Dr Ellis and team wanted to prove that people who had Parkinson disease could improve strength and mobility without costly in-person visits. At Wellpepper, we also had an interest in proving that mobile health can improve outcomes, and also that those 50 plus could use mobile technology.

Persons with Parkinson Disease (PD) have been described as 29% less active than older adults without PD, and see a 12% decline in mobility for each year after their first diagnosis with the disease. In-person interventions with physical therapists can help, but in the usual care condition, a person has one in-person assessment at The Center for Neurorehabilitation, and may not be seen again for 6 months to a year, during which time there was a decline in mobility. Dr Ellis and team were looking for a way to prove out a novel intervention that could improve outcomes for these patients.

Patient Experience

This video does a great job of showing the patient experience, both with the clinician and while using the application at home.

User Journey from Wellpepper on Vimeo.

Outcomes

While Dr. Ellis and team are still analyzing additional data, and will be submitting to a peer-reviewed journal, and are exploring expanded studies on the topic, we can share some very promising results.

  • This study revealed that using mobile health technology to remotely monitor and adapt exercise programs between bouts of care in persons with Parkinson disease was feasible and acceptable.
  • On average, subjects engaged with the app every week for 85% (+/- 20%) of the weeks with an 87% satisfaction rating.
  • Significant improvements in physical activity, walking and balance measures were observed over 12 months.
  • People who showed lower exercise self-efficacy at the beginning of the study saw the greatest gains.

Technology

  • This technology used the Wellpepper platform, clinic application for iPad, and patient application for iOS. Requirements were for ease of use for both clinicans and patients. Features include the ability to record custom video of patients doing their exercises, for patients to record results, and for patients and providers to message securely with each other.
  • Fitbit was used for patients to track non-exercise activity, and this was the first integration of a consumer exercise tracker with the Wellpepper platform.
  • The entire Wellpepper platform is built on Amazon Web Services, in a HIPAA secure manner, which was a requirement for the study. No data was stored on mobile devices and all personal health information was encrypted in transit and at rest.
  • The Boston University team required a monthly data extract of all patient-generated data for their analysis purposes.
  • Post study, we were able to analyze anonymized patient-provider messages using a machine learned message classifier, and have presented this data at digital health conferences.

The positive preliminary results of this study, lead to a larger study with seniors at risk of falls, lead by principal investigator Jonathan Bean, MD from Harvard Medical School. Details of this intervention are available here. While Dr Bean is also in the process of submitting to a peer-reviewed journal, his assessment is that outcomes exceeded clinically significant measures.

We are looking forward to sharing more about the results of both of these studies when they are publicly available in peer-reviewed journals. If you are a researcher who would like to know more, contact us and we may be able to put you in touch with the study leads.

Posted in: Clinical Research, Exercise Physiology, Healthcare Technology, Healthcare transformation, M-health

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Wellpepper Wins $125K Grand Prize in Alexa Diabetes Challenge

NEW YORK: Today, the Challenge judges awarded Wellpepper the $125,000 grand prize in the Alexa Diabetes Challenge. Wellpepper is the team behind Sugarpod, a concept for a multimodal diabetes care plan solution using voice interactions.

The multi-stage Challenge is sponsored by Merck & Co., Inc., Kenilworth, New Jersey, U.S.A., supported by Amazon Web Services (AWS), and powered by Luminary Labs. In April, the competition launched with an open call for concepts that demonstrate the future potential of voice technologies and supporting Amazon Web Services to improve the experience of those who have been newly diagnosed with type 2 diabetes.

“Technology advances are creating digital health opportunities to improve support for people managing life with a chronic disease,” said Tony Alvarez, president, Primary Care Business Line and Customer Strategy at Merck & Co., Inc. “One purpose of the Alexa Diabetes Challenge was to identify new ways to use the technology already present in a patient’s daily routine. The winner of the Challenge did just that.”

Sugarpod is a concept for an interactive diabetes care plan solution that provides tailored tasks based on patient preferences. It delivers patient experiences via SMS, email, web, and a native mobile application – and one day, through voice interfaces as well. Since much of diabetes management occurs in the home, the Wellpepper team recognized that integrating voice was the natural next step to make the platform more convenient where patients are using it most. During the Challenge, Wellpepper also prototyped an Alexa-enabled scale and foot scanner that alerts patients about potential foot problems, a common diabetes complication.

“Sugarpod helps newly diagnosed people with type 2 diabetes integrate new information and routines into the fabric of their daily lives to self-manage, connect to care, and avoid complications. The Challenge showed us the appeal of voice solutions for patients and clinical value of early detection with home-based solutions,” said Anne Weiler, co-founder and CEO of Wellpepper.

The Challenge received 96 submissions from a variety of innovators, including research institutions, software companies, startups, and healthcare providers. The panel of judges, independent from Merck, narrowed the field down to Wellpepper and four other finalists, who each received $25,000 and $10,000 in AWS promotional credits and advanced to the Virtual Accelerator. During this phase of the competition, the finalists received expert mentorship as they iterated their solutions in preparation for Demo Day. At Demo Day on September 25, 2017, the five finalists presented their solutions to the judges and a live audience of industry leaders at the AWS Pop-up Loft in New York to compete for the grand prize.

“The Alexa Diabetes Challenge has been a great experiment to re-think what a consumer, patient, and caregiver experience could be like and how voice can become a frictionless interface for these interactions. We can imagine a future where technological innovations, like those provided by Amazon and AWS, are supporting those who need them most,” said Oxana Pickeral, Global Segment Leader in Healthcare and Life Sciences at Amazon Web Services.

Learn more at alexadiabeteschallenge.com and follow the Challenge at @ADchallenge.                                                                   

###

Contact: Emily Hallquist

(425) 785-4531 or emily@luminary-labs.com

Posted in: Healthcare Technology, Healthcare transformation, patient engagement, Press Release

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Ready When You Are: Voice Interfaces for Patient Engagement

We started experimenting with voice as a patient interface early this year, and showed a solution with a voice-enabled total-joint care plan to a select group of customers and partners at HIMSS 2017. Recently we were finalists in the Merck-sponsored Alexa Diabetes Challenge, where we built a voice-enabled IOT scale and diabetic foot scanner, and also a voice-powered interactive care plan.

Over the course of the challenge we tested the voice experience with people with Type 2 diabetes. We also installed the scale and scanner in a clinic, and we found that clinicians also wanted to engage with voice. Voice is a natural in the clinical setting: there’s no screen to get in the way of interactions, and people are used to answering questions. Voice is also great in the home.

However, voice isn’t always the best interface which is why we think multimodal care plans including voice, text, mobile, and web can deliver a more comprehensive solution. Since it’s easier for someone to overhear a conversation than look at your smartphone or even computer screen, mobile or web are often better interfaces depending on the person’s location (for example taking public transit), or the task they need to do (for example, reporting status of a bowel movement). We do think that voice has many great healthcare applications, and benefits for certain interactions and populations.

In our testing, we found that both patients and providers really enjoyed the voice interactions and wanted to continue the conversation. They felt very natural, and people used language that they would use with a human. For example, when asked to let the voice-powered scale know when he was ready to have his foot scan, one person responded with:

“Ready when you are.”

This natural user interface presents challenges for developers. It’s hard to model all the possible responses and utterances that a person would use. Our application, would answer to ready, sure, yes, and okay, but the “when you are” caused her some confusion.

Possibly the most important facet of voice is the connection people have with voice is extremely strong, and unlike mobile voice is not yet associated with the need to follow up, check email, or other alerts. (Notifications on voice devices could change this.)

“Voice gives the feeling someone cares. Nudges you in the right direction”

Creating a persona for voice is important, and relying on the personas created by the experts like the Alexa team, is probably the best way for beginners to start.

“Instructions and voice were very calm, and clear, and easy to understand”

Calm is the operative word here. Visual user interfaces can be described as clean, but calm is definitely a personification of the experience.

Voice is often seen as a more ubiquitous experience, possibly because using fewer words, and constantly checking for the correct meaning are best practices, for example “You want me to buy two tickets for Aladdin at 7:00 pm. Is this correct?” We often hear pushback on mobile apps for seniors, but haven’t heard the same for voice. However, during our testing, a senior who was hard-of-hearing told us she couldn’t understand Alexa, and thought that she talked too quickly. While developers can put pauses to set the speed of prompts and responses in conversation, this would mean that the same speed would have used for all users of the skill, which might be too slow for some or two fast for others. Rather than needing to build different skills based on hearing and comprehension speed it would be great if end-users could define this setting so that we can build usable interfaces for everyone.

While this was our first foray into testing voice with care plans, we see a lot of potential to drive a more emotional connection with the care plan, and to better integrate into someone’s day.

People need to manage interactions throughout their day, and integrating into the best experience based on what they need to do and where they are provides a great opportunity to do that, whether that’s voice, SMS, email, web, or mobile. While these consumer voice applications are not yet HIPAA-compliant, like our tester patient said we’ll be “ready when you are.”

Posted in: Behavior Change, Healthcare Technology, Healthcare transformation, patient engagement

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What Motivates You, May Not Motivate Me

At Wellpepper our goal is to empower people to be able to follow their care plans and possibly change their behavior, so we think a lot about how to motivate people. Early on when working with Terry Ellis, Director of the Boston University Center for Neurorehabilitation, wanted to make sure that our messages to patients that may struggle with adherence were positive. She works with people who have Parkinson’s disease, and stressed that while they may improve symptoms they would not “get better.”

Last week I had a similar conversation with an endocrinologist about diabetes care plans. People with chronic diseases are often overwhelmed and may take a defeatist attitude to their health. Feedback and tools need to be non-judgmental and encouraging. Ideas like “compliance” and “adherence” may not be the way to look at it. Sometimes the approach should be “something is better than nothing.” And humans, not just algorithms need to decide what “good” is.

Am I good or great?

Here’s an example, non-healthcare related of algorithmic evaluation gone wrong. Rather than applauding me for being in the top tier of energy efficient homes, the City of Seattle, says I’m merely “good.” There’s no context on my “excellent” neighbors, for example are they in a newly built home compared to my 112 year old one, and no suggestions on what I might want to do to become “excellent. (Is it the 30-year old fridge?) I’m left with a feeling of hopelessness, rather than a resolve to try to get rid of that extra 2KW. Also, what does that even mean? Is 2KW a big deal?

Now imagine you’re struggling with a chronic disease. You’ve done your best, but a poorly tuned algorithm says you’re merely good, not excellent. Well, maybe what you’ve done is your excellent. This is why we enable people to set their own goals and track progress against them, and why care plans need to be personalized for each patient. It’s also why we don’t publish stats on overall adherence. Adherence for me might be 3 out of 5 days. For someone else it might be 7 days a week. It might depend on the care plan or the person.

As part of every care plan in Wellpepper, patients can set their own goals. Sometimes clinicians worry about the patient’s ability to do this. These are not functional goals, they represent what’s important to patients, like family time or events, enjoying life, and so on. We did an analysis of thousands of these patient-entered goals, and determined that it’s possible to track progress against these goals, so we rolled out a new feature that enables patients to do this.

Patient progress against patient-defined goal

Success should be defined by the patient, and outcome goals by clinicians. Motivation and measures need to be appropriate to what the patient is being treated for and their abilities. Personalization, customization, and a patient-centered approach can achieve this. To learn more, get in touch.

Posted in: Behavior Change, chronic disease, Healthcare motivation, Healthcare Technology, Healthcare transformation, Outcomes, patient engagement, patient-generated data

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Disruptive Innovation, Sparks of Light, or the Evolution of Care: Recap of Mayo Transform Conference

In what has been a roller-coaster year for healthcare legislation, it’s the annual touchstone of the Mayo Clinic Transform Conference provided a welcome opportunity to reflect on where we are. This conference, sponsored by the Mayo Clinic Center for Innovation attracts powerhouse speakers like Andy Slavitt and Clayton Christensen, and yet manages to fly under the radar. This year’s theme was about closing the gap between people and health, so the social determinants of health were a key topic, as was whether disruption alone would solve the problem.

Dr Robert Pearl

This was my third year attending, and second year speaking at the conference, and I’ve noticed a trend: the conference starts by articulating the problem, and building up solutions and creative ways to reshape the problems over the course of the two days. This year the conference was deftly moderated by Elizabeth Rosenthal, MD,Editor-In-Chief of Kaiser Health News and author of “An American Sickness.” Rosenthal, an MD herself, and former NYTimes journalist, peppered her moderation with real-world examples of both waste and inefficiencies and effective programs based on her investigative journalism.

I’ve been wanting to write a blog post for a while that riffs on the theme of “You Are Here” trying to outline where we are in the digital evolution in healthcare, but it’s clear that we don’t know where we are, digital or otherwise: too much is currently in flux. There are points of light with effective programs, and things that seem very broken. The panel I was on, was titled “Disruptive Innovation” and I’m afraid we let the audience down, as while we are doing some very interesting things with health systems, we are not turning every model on its head. We work with providers and patients to help patients outside the clinic. Truly disruptive innovation would work completely outside the system, which leads to the question, can health systems disrupt themselves or will it come from entirely new entrants like say Google, Apple, or Amazon?

Dr. David Feinberg of Geisinger reads from debate opponent Dr. Robert Pearl’s book

Clayton Christensen, the closing keynote speaker, likens hospitals to mainframe computers, and basically says they will be overtaken by smaller more nimble organizations, much like the PC and now smartphone revolution. Organizations like Iora Health who holistically and preventatively manage a Medicare Advantage population are the epitome of these new entrants, and we’ve seen some hospitals struggle this year, but will they go away entirely? The answer to this question may lie in the excellent debate session “Is The US Healthcare System Terminally Broken” hosted by Intelligence Squared and moderated by author and ABC News Correspondent John Donovan.

 

Shannon Brownlee, senior VP of the Lown Institute and visiting scientist at the Harvard T.H. Chan School of Public Health, and Robert Pearl, MD, and former CEO of the Permanente Medical group were arguing that the system is broken, vs Ezekiel Emmanuel, MD, Senior Fellow Center for American Progress, and David Feinberg, MD, CEO of Geisinger.

While prior to the debate the audience favored the idea that the system is irreparably broken, by the end, they had come around to the idea that it’s not, which would point to the ability for healthcare to disrupt itself. The debate

Is Healthcare Terminally Broken

The final audience vote

was ridiculously fun, partially from the enthusiasm of the debaters, and because the topic was so dear to all attendees. You can listen to the podcast yourself. However, the posing of the question set up an almost impossible challenge for Pearl and Brownlee: they had to argue the patient is terminal, but without any possible solution. No one in the room wanted to hear that, and so when Emmanuel and Feinberg were able to point to innovative programs like the Geisinger Money Back Warranty or Fresh Food Pharmacy that just needed to find scale, the audience latched onto the hope that we can fix things, and we all have to believe in these points of light, to face each new day of challenges.

Posted in: Health Regulations, Healthcare Disruption, Healthcare Legislation, Healthcare Policy, Healthcare Technology, Healthcare transformation

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Alexa Voice Challenge for Type 2 Diabetes: Evolving An Idea

For the past couple of months some of our Wellpepper team, with some additional help from a couple of post-docs from University of Washington, have been working hard on a novel integrated device, mobile, and voice care plan to help people newly diagnosed with type 2 diabetes as part of our entry in the Alexa Diabetes Challenge.

Team Sugarpod

This challenge offered a great opportunity to evolve our thinking in the power of integrating experiences directly into a person’s day using the right technology for the setting. It also provided the opportunity to go from idea to prototype in a rapid timeframe.

Our solution featured an integrated mobile and voice care plan, and a unique device: a voice powered scale that scans for diabetic foot ulcers, a leading cause of amputation, hospitalization, and increased mortality, and is estimated to cost the health system up to $9B per year.

During the challenge, we had access to amazing resources, including a 2-day bootcamp held at Amazon headquarters during which we heard from experts in voice, behavior change, caring for people with type 2 diabetes, and a focus group with people who have type 2 diabetes. We also had 1:1 sessions with various experts who had seen our entry and helped us think through the challenges of developing it. After the bootcamp, we were assigned a mentor, an experienced pharmacist and diabetes educator, who was available for any questions. Experts from the bootcamp also held office hours where we explored topics like

Early Prototype Voice Powered Scale & Scanner

how to help coach people in what they can do with an Alexa skill, and how to build trust with a device that takes pictures in your bathroom.

As we evolved our solution, we were fortunate to have support from Dr Wellesley Chapman, medical director of Kaiser Permanente Washington’s Innovation Group. We were able to install the device in a Diabetes and Wound Clinic. We used this to train our image classifier to look for foot ulcers, and compare results to human detection, and also to test the voice service. We used an anonymous voice service as Alexa and the Lex services are not currently HIPAA-eligible.

We gathered feedback from diabetes educators, clinicians at KP Washington, and across the country, and from people with Type 2 diabetes. While not everyone wanted to use all aspects of the solution, they all felt that the various components: voice, mobile, and device offered a lot of support and value. As well, we determined that there is an opportunity for a voice-powered scale and scanner in the clinic which could aid in early detection and streamline productivity. Voice interactions in the clinic are a natural fit.

Judges and Competitors: Alexa Diabetes Challenge

The great thing about a challenge is the constraints provided to do something really great in a short period of time. We’re so proud of the Sugarpod team, and also incredibly impressed with the other entries in this competition ranging from a focus on supporting the mental health challenges faced by people newly diagnosed with Type 2 diabetes to a specific protocol for diet and nutrition, to solutions that helped manage all aspects of care. We enjoyed meeting our fellow competitors at the bootcamp and the final, and wish we had met in a situation where we could collaborate with them. We also appreciated the thoughtful feedback and questions from the judges, and would definitely have a lot to gain from deeper discussions with them on the topic.

Stay tuned for more on our learnings through this challenge and our experiences with voice.

Posted in: Healthcare Disruption, Healthcare Technology, Healthcare transformation, M-health, Managing Chronic Disease, Outcomes, patient engagement, patient-generated data

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Meeting Consumer Expectations in Healthcare

We could talk about this all day, and we do! We’re glad to see healthcare executives start to take ownership of the digital experience, and understand that consumer and patient engagement is key to outcome success.

Consumer expectations are indeed hitting healthcare – hard. Patients are no longer shy about telling physicians and payers what they want and how much they’re willing to pay for it. While these expectations can seem overwhelming to those insiders who have long become accustomed to healthcare’s glacial pace, we shouldn’t be discouraged. These greater expectations can indeed be met, provided we take the time to develop and offer physicians and patients tools that meet their needs and fit their workflows.

Here’s the latest take on this topic from HISTalk

 

Posted in: Healthcare transformation, patient engagement, Patient Satisfaction

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Patient Experience Versus Patient Engagement

As a volunteer session reviewer for the Patient and Consumer Engagement track for HIMSS 2018, I’ve been thinking a lot about the difference between engagement and experience, and also what it means to deliver connected health. While Wellpepper is a platform for patient engagement, a session based on Boston University’s study using Wellpepper with people with Parkinson disease actually suited the definition of Connected Health better and was submitted in that track.

As I’ve been reviewing sessions submissions for the track, I noticed that quite a few focus on patient experience rather than engagement. The difference really is about commitment and action. Patient experience is what happens when someone engages with a health system or physician office. Patient engagement is what happens when someone actively participates in their own care as a patient. You could argue that patients can’t help but be engaged because whatever is happening is happening to them, but it’s a bit more than that. (Also that argument gets a bit existential.)

Both engagement and experience are important. With a crappy experience then people may not engage with you, your system, or their own health. This can be as simple as not being able to find parking. Good experience is the pre-requisite for engagement, but it is not engagement on its own. Engagement happens when you empower the patient and treat them as an active participant in their care.

There’s a continuum from experience to engagement, and often the same digital tools represent both, although both also include the physical experience, and both will help you attract and retain patients but more importantly engagement will also help improve outcomes.

If you’re interested in this topic, this article in NEJM Catalyst from Adrienne Boissy, MD of Cleveland Clinic does much better job than I do of explaining it.

Posted in: Healthcare Technology, Healthcare transformation, M-health, patient engagement, Patient Satisfaction

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But Will It Fly? What Airlines and Healthcare Organizations Have In Common

What do airlines and healthcare systems have in common? Quite a lot it turns out, from a recent power breakfast featuring Rod Hochman, CEO of Providence St. Joseph Hoag Health system, and Brad Tilden, CEO of Alaska Airlines. In addition to the Pacific Northwest roots of both organizations, both have also undertaken mergers to gain market share and increase physical territory. Both serve a large cross-section of the population, and both are in highly-regulated industries that are not necessarily known for customer service that are grappling with new always connected user experiences and expectations.

The wide-ranging discussion included early inspiration for Hochman and Tilden’s early careers, how to motivate and engage a wide range of employees, and how to deal with competition and lead change. Both leaders had early influences on their career direction. Hochman knew he wanted to be a doctor at 16 when assisting on surgeries (!), and Tilden grew up beside Seatac airport watching planes while his peers were watching girls. Tilden grew his career at Alaska, while Hochman is a practicing rheumatologist, who has worked his way from small clinic to major system. Hochman joked that a rheumatology specialty is much more suited to success in administration than say surgery, equating running a hospital to the patient required in managing chronic diseases.

Airlines and health systems have similar challenges with employee experience. Both types of organizations have highly skilled staff, pilots and physicians, who demand a lot of autonomy. Mistakes in both professions can cause loss of life. The difference is that aviation has moved a lot faster in instituting standard procedures and checklists to improve safety and outcomes. Tilden frequently referenced an Alaska Air crash 17 years ago that impacted their approach to safety, and talked about the ways pilots and co-pilots double check settings. Hochman talked about his hope for quality improvements and better collaboration from the younger generation of physicians who have grown up in a world of checklists and standardization, and said that the ones who only care about being left alone to make decisions will retire.

They also have large teams of people who “get stuff done.” Hochman has banned the term ‘middle management’ since he sees those people as the ones who are making things happen, instead he calls them “core team”, a term that Tilden quipped he’d also start using.Rod Hochman & Brad Tilden

Customer experience was also top of mind for both execs. Tilden talked about Alaska adopting Virgin’s mission of being the airline people love. While he seemed to find some of Virgin’s approach to be a bit edgy compared to Alaska, he said you couldn’t find a better mission. Both grappled with the ease of sharing bad experiences on social media, and indicated that social media monitoring has become a key tool in managing consumer expectations. Hochman, also noted that it all comes back to the individual experience when he described that his staff hate when he has his own annual physical, because his expectations as a patient are much higher than what he experiences, especially with respect to convenience and information flow.

Both are optimistic and passionate leaders who genuinely care about the consumer and employee experience, and had as good a time interviewing each other as the audience did listening to them. This event was sold out, so if an opportunity like this comes up again, sign up early.

Posted in: Healthcare Disruption, Healthcare Technology, Healthcare transformation, M-health

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Introducing Sugarpod by Wellpepper, a comprehensive diabetes care plan

We’re both honored and excited to be one of five finalists in the Alexa Diabetes Challenge. We’re honored to be in such great company, and excited about the novel device our team is building. You may wonder how a team of software folks ends up with an entry with a hardware component. We did too, until we thought more about the convergence happening in technology.

We were early fans of the power of voice, and we previewed a prototype of Alexa integration with Wellpepper digital treatment plans for total joint replacement at HIMSS in February 2017. Voice is a great interface for people who are mobility or vision challenged, and the design of Amazon Echo makes it an unobtrusive home device. While a mobile treatment plan is always with you, the Amazon Echo is central in the home. At one point, we thought television would be the next logical screen to support patients with their home treatment plans, but it seems like the Echo Show is going to be more powerful and still quite accessible to a large number of people.

Since our platform supports all types of patient interventions, including diabetes, this challenge was a natural fit for our team, which is made up of Wellpepper staff and Dr Soma Mandal, who joined us this spring for a rotation from the University of Georgia. However, when we brainstormed 20 possible ideas for the challenge (admittedly over beer at Fremont Brewing), the two that rose to the top involved hardware solutions in addition to voice interactions with a treatment plan. And that’s how we found ourselves with Sugarpod by Wellpepper which includes a comprehensive diabetes care plan for someone newly diagnosed, and a novel Alexa-enabled device to check for foot problems, a common complication of diabetes mellitus.

Currently in healthcare, there are some big efforts to connect device data to the EMR. While we think device data is extremely interesting, connecting it directly to the EMR is missing a key component: what’s actually happening with the patient. Having real-time device data without real-time patient experience as well, is only solving one piece of the puzzle. Patients don’t think about the devices to manage their health – whether glucometer, blood pressure monitor, or foot scanner – separately from their entire care plan. In fact, looking at both together, and understanding the interplay between their actions, and the readings from these devices, is key for patient self-management.

And that’s how we found ourselves, a mostly SaaS company, entering a challenge with a device. It’s not the first time we’ve thought about how to better integrate devices with our care plans, but is the first time we’ve gone as far as prototyping one ourselves, which got us wondering which way the market will go. It doesn’t make sense for every device to have their own corresponding app. That app is not integrated with the physician’s instructions or the rest of the patient’s care plan. It may not be feasible for every interactive treatment plan to integrate with every device, so are vertically integrated solutions the future? If you look at the bets that Google and Apple are making in this space, you might say yes. It will be fascinating to see where this Alexa challenge takes Amazon, and us too.

We’ve got a lot of work cut out for us before the final pitch on September 25th in New York. If you’re interested in our progress, subscribe to our Wellpepper newsletter, and we’ll have a few updates. If you’re interested in this overall hardware and software solution for Type 2 diabetes care, either for deploying in your organization or bringing a new device to market, please get in touch.

Read more about the process, the pitch, and how we developed the solution:

Ready When You Are: Voice Interfaces for Patient Engagement

Alexa Voice Challenge for Type 2 Diabetes: Evolving a Solution

 

Posted in: Behavior Change, chronic disease, Healthcare Disruption, Healthcare Technology, Healthcare transformation, M-health, Managing Chronic Disease, patient-generated data

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In Defense of Patient-Generated Data

There’s a lot of activity going on with large technology companies and others trying to get access to EMR data to mine it for insights. They’re using machine learning and artificial intelligence to crawl notes and diagnosis to try to find patterns that may predict disease. At the same time, equal amounts of energy are being spent figuring out how to get data from the myriad of medical and consumer devices into the EMR, considered the system of record.

There are a few flaws in this plan:

  • A significant amount of data in the EMR is copied and pasted. While it may be true that physicians and especially specialists see the same problems repeatedly, it’s also true that lack of specificity and even mistakes are introduced by this practice.
  • As well, the same ICD-10 codes are reused. Doctors admit to reusing codes that they know will be reimbursed. While they are not mis-diagnosing patients, this is another area where there is a lack of specificity. Search for “frequently used ICD-10 codes”, you’ll find a myriad of cheat sheets listing the most common codes for primary care and specialties.
  • Historically clinical research, on which recommendations and standard ranges are created, has been lacking in ethnic and sometimes gender diversity, which means that a patient whose tests are within standard range may have a different experience because that patient is different than the archetype on which the standard is based.
  • Data without context is meaningless, which is physicians initially balked about having device data in the EMR. Understanding how much a healthy person is active is interesting but you don’t need FitBit data for that, there are other indicators like BMI and resting heart rate. Understanding how much someone recovering from knee surgery is interesting, but only if you understand other things about that person’s situation and care.

There’s a pretty simple and often overlooked solution to this problem: get data and information directly from the patient. This data, of a patient’s own experience, will often answer the questions of why a patient is or isn’t getting better. It’s one thing to look at data points and see whether a patient is in or out of accepted ranges. It’s another to consider how the patient feels and what he or she is doing that may improve or exacerbate a condition. In ignoring the patient experience, decisions are being made with only some of the data. In Kleiner-Perkin’s State of the Internet Report, Mary Meeker estimates that the EMR collects a mere 26 data points per year on each patient. That’s not enough to make decisions about a single patient, let alone expect that AI will auto-magically find insights.

We’ve seen the value of patient engagement in our own research and data collected, for example in identifying side effects that are predictors of post-surgical readmission. If you’re interested, in these insights, we publish them through our newsletter.  In interviewing patients and providers, we’ve heard so many examples where physicians were puzzled between the patient’s experience in-clinic or in-patient versus at home. One pulmonary specialist we met told us he had a COPD patient who was not responding to medication. The obvious solution was to change the medication. The not-so-obvious solution was to ask the patient to demonstrate how he was using his inhaler. He was spraying it in the air and walking through the mist, which was how a discharge nurse had shown him how to use the inhaler.

By providing patients with useable and personalized instructions and then tracking the patient experience in following instructions and managing their health, you can close the loop. Combining this information with device data and physician observations and diagnosis, will provide the insight that we can use to scale and personalize care.

Posted in: Adherence, big data, Clinical Research, Healthcare Disruption, Healthcare Research, Healthcare Technology, Healthcare transformation, Interoperability, M-health, patient engagement, patient-generated data

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Consumerization Is Not A Bad Word

When you say consumerization, especially with respect to healthcare, people often jump to conclusions about valuing service over substance. There’s a lot of confusion over the meaning of consumerization, whether it’s possible in healthcare, and whether it’s happening. I recently had the privilege of speaking at the Washington State Health Exchange’s Annual Board Retreat on this topic. (Perhaps you saw it, the event was live-streamed to the public. 😉 ). The Health Exchange is pondering questions of how to attract new users, how to better serve their needs, and how to make the experience more useful and engaging. And, this my friends is consumerism, or at least one facet of it: user focus, better service, understanding needs. Doesn’t sound bad at all, does it? In fact, it sounds like something any good service or organization should be doing for its customers.

Consumer-centered pain scale. Baymax from Disney's Big Hero Six

Consumer-centered pain scale. Baymax from Disney’s Big Hero Six

And there’s that word, customers. That’s the debate. Are patients really customers? Not really, often they don’t have a choice, either because of their insurance coverage or from the necessity of an emergency where decisions are often made for patients. However, patients, and everyone else for that matter (except people in North Korea), are consumers, and they judge healthcare experiences both service delivery and technology as consumers. Think of it like this, your patients will judge your experiences through the lens of any other service they’ve interacted with. Fair or not, they will do that. Why do they do this? It’s human nature to remember positive experiences and try to seek them out. Although there’s another reason: high-deductibles are also driving people to examine where they are spending their healthcare dollars, and they evaluate based on outcomes, convenience, and the overall experience.

Since healthcare technology is my area of expertise, let’s stick to that rather than critiquing hospital parking, food, or beds. (Although these are often things that impact HCAHPS scores.) Consumerization when applied to health IT means that patients have an expectation that any technology you ask them to engage with, and especially technology you ask them to install on their own devices, will be as usable as any other app they’ve installed.

Consumerization also impacts internal health IT. Doctors were the first wave, when they pushed using their own devices to text with other providers within the hospital setting. (In IT this is often referred to as “bring your own device.”) The pager became obsolete and replaced with our own always on, always connected mobile devices. (Sadly, the fax machine, like a cockroach, keeps hanging in there.)

Patients are also bringing their own devices, and using them in waiting rooms and hospital beds. We’ve had patients reporting their own symptoms using Wellpepper interactive care plans from their hospital beds. This presents an opportunity to engage, and at a low cost: they are supplying the hardware. The final wave of consumerism will happen when clinicians and other hospital staff also demand convenient, usable, and well-designed tools for clinical care.

Consumerization is late to arrive in healthcare IT. Other industries have already reached tail end of this wave, and have already realized that technology needs to be easy to use, accessible, interoperable, and designed with the end-user foremost. However, consumerization is coming, both from internal staff demands and patients. Technology, healthcare IT, and the people that build and support it are facing scrutiny, being held to higher standards, and becoming part of the strategic decision-making healthcare organizations. This is a great thing, as it will result in better clinician and patient experiences overall, because at its core consumerism is about expecting value, and ease and getting it, and who doesn’t want that?

Posted in: Healthcare Disruption, Healthcare Technology, Healthcare transformation, Interoperability, M-health, Outcomes, Patient Satisfaction

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