Skip to content
  • About
  • Contact
  • Contribute
  • Book
  • Careers
  • Podcast
  • Recommended
  • Speaking
  • All
  • Physician
  • Practice
  • Policy
  • Finance
  • Conditions
  • .edu
  • Patient
  • Meds
  • Tech
  • Social
  • Video
    • All
    • Physician
    • Practice
    • Policy
    • Finance
    • Conditions
    • .edu
    • Patient
    • Meds
    • Tech
    • Social
    • Video
    • About
    • Contact
    • Contribute
    • Book
    • Careers
    • Podcast
    • Recommended
    • Speaking

Artificial intelligence in health care: Better studies are needed

Skeptical Scalpel, MD
Tech
August 3, 2017
Share
Tweet
Share

An article in Newsweek magazine says, “Artificial intelligence will cure America’s sick health care system” using data and automation to “drive down the costs of health care while increasing effectiveness.”

According to Newsweek, it will work like this for diabetes. A company called Virta Health has come up with a smartphone app that is like “a live-in doctor and diabetes coach.” Type 2 diabetics who enroll will enter data such as blood sugar levels, weight, blood pressure, and activity manually or using automated devices like Fitbit. The app will also ask patients about their moods, energy levels, and hunger.

Artificial intelligence at Virta will analyze the data and suggest changes in diet, drugs, or behavioral counseling, which will be vetted by a doctor and given to the patient.

Proof that the product works was demonstrated in a recently published study from Virta and Indiana University.

The patient population consisted of 238 morbidly obese patients with type 2 diabetes; 90 percent were taking one or more diabetes medications, and 80 percent had hemoglobin A1c levels > 6.5 percent. Values < 6.5 percent indicate tight glucose control.

The major intervention was a low carbohydrate (< 30 g per day) diet to induce “nutritional ketosis.” Serum levels of the ketone beta-hydroxybutyrate were monitored frequently.

Patients were followed for ten weeks after enrolling, and the following statistically significant results were noted:

  • Mean hemoglobin A1c fell by 1 percent.
  • Patients with hemoglobin A1c levels > 6.5 fell to 44 percent.
  • At least one diabetes medication dose was lowered or eliminated in 57 percent of patients.
  • Body mass index decreased by 7 percent from a baseline of 40.7 to 37.7.

No patient suffered diabetic ketoacidosis.

Looks pretty good, doesn’t it? But they don’t call me “skeptical” for nothing. Here are some problems with this study.

It was funded by Virta and described by the authors as “a nonrandomized demonstration study.”

The paper was published in JMIR (Journal of Medical Internet Research) Diabetes, an open access journal not listed in PubMed.

Subjects “were recruited via clinical referrals, media advertising, and word-of-mouth.” Therefore they were more likely to have been motivated to participate.

Caloric intake was individualized for each patient and was not reported in the study’s results.

ADVERTISEMENT

The length of patient follow-up was only ten weeks. Other low carbohydrate ketogenic diets such as the Atkins diet are known to have poor adherence. A small randomized trial of the Atkins vs. a conventional diet in the New England Journal of Medicine found 41 percent of patients had dropped out of the study after 12 months. The authors concluded, “Adherence was poor, and attrition was high in both groups.”

We are going to need a better study with randomized patients and a much longer follow-up period before we can say artificial intelligence is going to “cure America”s sick health care system.”

“Skeptical Scalpel” is a surgeon who blogs at his self-titled site, Skeptical Scalpel.  This article originally appeared in Physician’s Weekly.

Image credit: Shutterstock.com

Prev

How EMRs are making informed consent meaningless

August 2, 2017 Kevin 4
…
Next

Scribes for physician burnout: How scribes help reconnect doctors with their patients

August 3, 2017 Kevin 11
…

Tagged as: Diabetes, Endocrinology

Post navigation

< Previous Post
How EMRs are making informed consent meaningless
Next Post >
Scribes for physician burnout: How scribes help reconnect doctors with their patients

ADVERTISEMENT

More by Skeptical Scalpel, MD

  • The hospital CEO who made a surgical incision. What happened?

    Skeptical Scalpel, MD
  • Medical error is not the third leading cause of death

    Skeptical Scalpel, MD
  • Should speed-eating contests be banned?

    Skeptical Scalpel, MD

Related Posts

  • How social media can help or hurt your health care career

    Health eCareers
  • Turn physicians into powerful health care influencers

    Kevin Pho, MD
  • Why health care replaced physician care

    Michael Weiss, MD
  • Health care is not a service commodity

    Peter Spence, MD, MBA
  • Why the health care industry must prioritize health equity

    George T. Mathew, MD, MBA
  • Improve mental health by improving how we finance health care

    Steven Siegel, MD, PhD

More in Tech

  • Why voicemail in outpatient care is failing patients and staff

    Dan Ouellet
  • Building a clinical simulation app without an MD: a developer’s guide

    Helena Kaso, MPA
  • AI-enabled clinical data abstraction: a nurse’s perspective

    Pamela Ashenfelter, RN
  • Agentic AI in medicine: the danger of automating the doctor

    Shiv K. Goel, MD
  • Will AI replace primary care physicians?

    P. Dileep Kumar, MD, MBA
  • AI in medicine: Why it won’t replace doctors but will redefine them

    Tod Stillson, MD
  • Most Popular

  • Past Week

    • My wife’s story: How DEA and CDC guidelines destroyed our golden years

      Monty Goddard & Richard A. Lawhern, PhD | Conditions
    • The hidden costs of the physician non-clinical career transition

      Carlos N. Hernandez-Torres, MD | Physician
    • The gastroenterologist shortage: Why supply is falling behind demand

      Brian Hudes, MD | Physician
    • Health care as a human right vs. commodity: Resolving the paradox

      Timothy Lesaca, MD | Physician
    • Why private equity is betting on employer DPC over retail

      Dana Y. Lujan, MBA | Policy
    • Why voicemail in outpatient care is failing patients and staff

      Dan Ouellet | Tech
  • Past 6 Months

    • Physician on-call compensation: the unpaid labor driving burnout

      Corinne Sundar Rao, MD | Physician
    • How environmental justice and health disparities connect to climate change

      Kaitlynn Esemaya, Alexis Thompson, Annique McLune, and Anamaria Ancheta | Policy
    • Will AI replace primary care physicians?

      P. Dileep Kumar, MD, MBA | Tech
    • A physician father on the Dobbs decision and reproductive rights

      Travis Walker, MD, MPH | Physician
    • What is the minority tax in medicine?

      Tharini Nagarkar and Maranda C. Ward, EdD, MPH | Education
    • Why the U.S. health care system is failing patients and physicians

      John C. Hagan III, MD | Policy
  • Recent Posts

    • Remote second opinions bridge the gap in rural cancer survival [PODCAST]

      The Podcast by KevinMD | Podcast
    • High-protein diet risks: Why more isn’t always better

      Farid Sabet-Sharghi, MD | Conditions
    • Breaking the silence: mental health and racism in medical school

      Michael F. Myers, MD | Physician
    • My wife’s story: How DEA and CDC guidelines destroyed our golden years

      Monty Goddard & Richard A. Lawhern, PhD | Conditions
    • Why AI in health care is the only fix for physician shortages

      John C. Hagan III, MD | Physician
    • Health insurance waste: Why eliminating the middleman saves billions

      Edward Anselm, MD | Policy

Subscribe to KevinMD and never miss a story!

Get free updates delivered free to your inbox.


Find jobs at
Careers by KevinMD.com

Search thousands of physician, PA, NP, and CRNA jobs now.

Learn more

View 1 Comments >

Founded in 2004 by Kevin Pho, MD, KevinMD.com is the web’s leading platform where physicians, advanced practitioners, nurses, medical students, and patients share their insight and tell their stories.

Social

  • Like on Facebook
  • Follow on Twitter
  • Connect on Linkedin
  • Subscribe on Youtube
  • Instagram

ADVERTISEMENT

ADVERTISEMENT

  • Most Popular

  • Past Week

    • My wife’s story: How DEA and CDC guidelines destroyed our golden years

      Monty Goddard & Richard A. Lawhern, PhD | Conditions
    • The hidden costs of the physician non-clinical career transition

      Carlos N. Hernandez-Torres, MD | Physician
    • The gastroenterologist shortage: Why supply is falling behind demand

      Brian Hudes, MD | Physician
    • Health care as a human right vs. commodity: Resolving the paradox

      Timothy Lesaca, MD | Physician
    • Why private equity is betting on employer DPC over retail

      Dana Y. Lujan, MBA | Policy
    • Why voicemail in outpatient care is failing patients and staff

      Dan Ouellet | Tech
  • Past 6 Months

    • Physician on-call compensation: the unpaid labor driving burnout

      Corinne Sundar Rao, MD | Physician
    • How environmental justice and health disparities connect to climate change

      Kaitlynn Esemaya, Alexis Thompson, Annique McLune, and Anamaria Ancheta | Policy
    • Will AI replace primary care physicians?

      P. Dileep Kumar, MD, MBA | Tech
    • A physician father on the Dobbs decision and reproductive rights

      Travis Walker, MD, MPH | Physician
    • What is the minority tax in medicine?

      Tharini Nagarkar and Maranda C. Ward, EdD, MPH | Education
    • Why the U.S. health care system is failing patients and physicians

      John C. Hagan III, MD | Policy
  • Recent Posts

    • Remote second opinions bridge the gap in rural cancer survival [PODCAST]

      The Podcast by KevinMD | Podcast
    • High-protein diet risks: Why more isn’t always better

      Farid Sabet-Sharghi, MD | Conditions
    • Breaking the silence: mental health and racism in medical school

      Michael F. Myers, MD | Physician
    • My wife’s story: How DEA and CDC guidelines destroyed our golden years

      Monty Goddard & Richard A. Lawhern, PhD | Conditions
    • Why AI in health care is the only fix for physician shortages

      John C. Hagan III, MD | Physician
    • Health insurance waste: Why eliminating the middleman saves billions

      Edward Anselm, MD | Policy

MedPage Today Professional

An Everyday Health Property Medpage Today
  • Terms of Use | Disclaimer
  • Privacy Policy
  • DMCA Policy
All Content © KevinMD, LLC
Site by Outthink Group

Artificial intelligence in health care: Better studies are needed
1 comments

Comments are moderated before they are published. Please read the comment policy.

Loading Comments...