* . *
  • About
  • Advertise
  • Privacy & Policy
  • Contact
Friday, October 17, 2025
Earth-News
  • Home
  • Business
  • Entertainment
    Bella Thorne Shows Off Her Toned Abs in Crop Top – Yahoo

    Bella Thorne Shows Off Her Toned Abs in a Chic Crop Top

    Bricktown continues to thrive as OKC’s entertainment district – OKC VeloCity

    Bricktown Shines as Oklahoma City’s Premier Entertainment Hotspot

    This Haunting ‘60s Country Song Is Even More Tragic Than You Remember – Yahoo

    This Haunting ’60s Country Song Will Break Your Heart All Over Again

    Arts/Entertainment: ‘Wait Until Dark’ brings spooky season center stage – Times Herald Online

    Wait Until Dark’ Delivers Chilling Thrills Perfect for the Spooky Season

    Bluesman James Montgomery Will Perform In Falmouth – CapeNews.net

    Blues Legend James Montgomery Ready to Ignite the Stage in Falmouth

    Mexican singer Pedro Fernández to make Ave Fénix tour stop in Stockton. Tickets, schedule – Yahoo

    Mexican Singer Pedro Fernández Brings the Ave Fénix Tour to Stockton – Don’t Miss It!

  • General
  • Health
  • News

    Cracking the Code: Why China’s Economic Challenges Aren’t Shaking Markets, Unlike America’s” – Bloomberg

    Trump’s Narrow Window to Spread the Truth About Harris

    Trump’s Narrow Window to Spread the Truth About Harris

    Israel-Gaza war live updates: Hamas leader Ismail Haniyeh assassinated in Iran, group says

    Israel-Gaza war live updates: Hamas leader Ismail Haniyeh assassinated in Iran, group says

    PAP Boss to Niger Delta Youths, Stay Away from the Protest

    PAP Boss to Niger Delta Youths, Stay Away from the Protest

    Court Restricts Protests In Lagos To Freedom, Peace Park

    Court Restricts Protests In Lagos To Freedom, Peace Park

    Fans React to Jazz Jennings’ Inspiring Weight Loss Journey

    Fans React to Jazz Jennings’ Inspiring Weight Loss Journey

    Trending Tags

    • Trump Inauguration
    • United Stated
    • White House
    • Market Stories
    • Election Results
  • Science
  • Sports
  • Technology
    DLG−Agrifuture Concept Winners 2025 announced – Visionary Ideas in agricultural technology recognized – TheNewsMarket

    Meet the Visionary Innovators Revolutionizing Agricultural Technology in 2025

    Spanning the Gulf: Global Defence Technology 155 – Army Technology

    Spanning the Gulf: Exploring Cutting-Edge Global Defence Technology

    A Nobel Prize for explaining when technology leads to growth – NPR

    Nobel Prize Awarded for Unraveling How Technology Drives Economic Growth

    Erie Canal’s 200th anniversary: How a technological marvel for trade changed the environment forever – The Conversation

    Erie Canal’s 200th Anniversary: How a Trade Marvel Transformed the Environment Forever

    Day 5 of Gains Streak for Solidion Technology Stock with 475% Return (vs. -20% YTD) [10/14/2025] – Trefis

    Solidion Technology Stock Rockets for 5th Consecutive Day, Soaring an Astonishing 475% Year-to-Date

    Tracking DNA and RNA Together To Unlock Disease Insights – Technology Networks

    Unlocking Disease Insights by Tracking DNA and RNA Together

    Trending Tags

    • Nintendo Switch
    • CES 2017
    • Playstation 4 Pro
    • Mark Zuckerberg
No Result
View All Result
  • Home
  • Business
  • Entertainment
    Bella Thorne Shows Off Her Toned Abs in Crop Top – Yahoo

    Bella Thorne Shows Off Her Toned Abs in a Chic Crop Top

    Bricktown continues to thrive as OKC’s entertainment district – OKC VeloCity

    Bricktown Shines as Oklahoma City’s Premier Entertainment Hotspot

    This Haunting ‘60s Country Song Is Even More Tragic Than You Remember – Yahoo

    This Haunting ’60s Country Song Will Break Your Heart All Over Again

    Arts/Entertainment: ‘Wait Until Dark’ brings spooky season center stage – Times Herald Online

    Wait Until Dark’ Delivers Chilling Thrills Perfect for the Spooky Season

    Bluesman James Montgomery Will Perform In Falmouth – CapeNews.net

    Blues Legend James Montgomery Ready to Ignite the Stage in Falmouth

    Mexican singer Pedro Fernández to make Ave Fénix tour stop in Stockton. Tickets, schedule – Yahoo

    Mexican Singer Pedro Fernández Brings the Ave Fénix Tour to Stockton – Don’t Miss It!

  • General
  • Health
  • News

    Cracking the Code: Why China’s Economic Challenges Aren’t Shaking Markets, Unlike America’s” – Bloomberg

    Trump’s Narrow Window to Spread the Truth About Harris

    Trump’s Narrow Window to Spread the Truth About Harris

    Israel-Gaza war live updates: Hamas leader Ismail Haniyeh assassinated in Iran, group says

    Israel-Gaza war live updates: Hamas leader Ismail Haniyeh assassinated in Iran, group says

    PAP Boss to Niger Delta Youths, Stay Away from the Protest

    PAP Boss to Niger Delta Youths, Stay Away from the Protest

    Court Restricts Protests In Lagos To Freedom, Peace Park

    Court Restricts Protests In Lagos To Freedom, Peace Park

    Fans React to Jazz Jennings’ Inspiring Weight Loss Journey

    Fans React to Jazz Jennings’ Inspiring Weight Loss Journey

    Trending Tags

    • Trump Inauguration
    • United Stated
    • White House
    • Market Stories
    • Election Results
  • Science
  • Sports
  • Technology
    DLG−Agrifuture Concept Winners 2025 announced – Visionary Ideas in agricultural technology recognized – TheNewsMarket

    Meet the Visionary Innovators Revolutionizing Agricultural Technology in 2025

    Spanning the Gulf: Global Defence Technology 155 – Army Technology

    Spanning the Gulf: Exploring Cutting-Edge Global Defence Technology

    A Nobel Prize for explaining when technology leads to growth – NPR

    Nobel Prize Awarded for Unraveling How Technology Drives Economic Growth

    Erie Canal’s 200th anniversary: How a technological marvel for trade changed the environment forever – The Conversation

    Erie Canal’s 200th Anniversary: How a Trade Marvel Transformed the Environment Forever

    Day 5 of Gains Streak for Solidion Technology Stock with 475% Return (vs. -20% YTD) [10/14/2025] – Trefis

    Solidion Technology Stock Rockets for 5th Consecutive Day, Soaring an Astonishing 475% Year-to-Date

    Tracking DNA and RNA Together To Unlock Disease Insights – Technology Networks

    Unlocking Disease Insights by Tracking DNA and RNA Together

    Trending Tags

    • Nintendo Switch
    • CES 2017
    • Playstation 4 Pro
    • Mark Zuckerberg
No Result
View All Result
Earth-News
No Result
View All Result
Home Health

AI in Dermatology: Consider Its Limitations and Problems

March 22, 2024
in Health
AI in Dermatology: Consider Its Limitations and Problems
Share on FacebookShare on Twitter

San Diego — Just a day before the annual meeting of the American Academy of Dermatology (AAD) began, a study was published online in JAMA Dermatology, cautioning that most downloadable mobile apps driven by artificial intelligence (AI) for use in monitoring dermatologic conditions lack validation.

Not least of the problems among the 41 apps evaluated, the majority offered no supporting evidence, no information about whether the app performance had been validated, and no information about how user privacy would be managed, reported Shannon Wongvibulsin, MD, PhD, a resident in the dermatology program at the University of California, Los Angeles, and her coauthors.

The findings from this report were also summarized in a poster at the AAD meeting, and the major themes were reiterated in several AAD symposia devoted to AI at the meeting. Veronica Rotemberg, MD, PhD, a dermatologist at Memorial Sloan Kettering Cancer Center, New York City, was one of those who weighed in on the future of AI. Although she was the senior author of the report, she did not address the report or poster directly, but her presentation on the practical aspects of incorporating AI into dermatology practice revisited several of its themes. 

Of the different themes, perhaps the most important were the concept that the source of AI data matters and the point that practicing clinicians should be familiar with the data source.

To date, “there is not much transparency in what data AI models are using,” Rotemberg said at the meeting. Based on the expectation that dermatologists will be purchasing rather than developing their own AI-based systems, she reiterated more than once that “transparency of data is critical,” even if vendors are often reluctant to reveal how their proprietary systems have been developed.

Few Dermatology Apps Are Vetted for Accuracy

In the poster and in the more detailed JAMA Dermatology paper, Wongvibulsin and her coinvestigators evaluated direct-to-consumer downloadable apps that claim to help with the assessment and management of skin conditions. Very few provided any supporting evidence of accuracy or even information about how they functioned.

The 41 apps were drawn from more than 300 apps; the others were excluded for failing to meet such criteria as failing to employ AI, not being available in English, or not addressing clinical management of dermatologic diseases. Wongvibulsin pointed out that none of the apps had been granted regulatory approval even though only two provided a disclaimer to that effect.

In all, just 5 of the 41 provided supporting evidence from a peer-reviewed journal, and less than 40% were created with any input from a dermatologist, Wongvibulsin reported. The result is that the utility and accuracy of these apps were, for the most part, difficult to judge.

“At a minimum, app developers should provide details on what AI algorithms are used, what data sets were used for training, testing, and validation, whether there was any clinician input, whether there are any supporting publications, how user-submitted images are used, and if there are any measures used to ensure data privacy,” Wongvibulsin wrote in the poster.

For AI-based apps or systems designed for use by dermatologists, Rotemberg made similar assertions in her overview of what clinicians should be considering for proprietary AI systems, whether to help with diagnosis or improve office efficiency.

Only One Dermatology App Cleared By the FDA

Currently, the only FDA-cleared dermatology app for dermatologic use is the DermaSensor, an AI-driven device. It was cleared for use in January 2024 for the evaluation of skin lesions “suggestive” of melanoma, basal cell carcinoma, and/or squamous cell carcinoma in patients aged ≥ 40 years “to assist health care providers in determining whether to refer a patient to a dermatologist,” according to an FDA announcement.

Using elastic scattering spectroscopy to analyze light reflecting off the skin to detect malignancy, the manufacturer’s promotional material claims a 96% sensitivity and a 97% specificity. 

While Rotemberg did not comment on these claims, she cautioned that AI models differ with regards to how they were trained and the relative heterogeneity of the training dataset defined by types of patients, types of skin, and types of AI learning processes. All of these variables are relevant in whether the AI will perform in a given clinical setting at the level it performed during development.

“The most accurate models employ narrow datasets, but these do not necessarily mimic what we see in practice,” she said.

In addition, even when an AI-based system is working for a given task, it must be monitored over time. Rotemberg warned about the potential for “data drift,” which describes the slow evolution in how diseases present, their prevalence by age, or other factors that might affect AI performance. She explained that repeated validation is needed to ensure that the AI-based models remain as accurate over time as they were when first used.

Many of these concepts were explored in a consensus statement from the International Skin Imaging Collaboration AI Working Group, published in JAMA Dermatology in December 2021. The statement, of which Rotemberg was a coauthor, provided recommendations for the principles of AI algorithm development specific to dermatologic considerations.

At the AAD symposium, Rotemberg asked the audience for suggestions about the needs they hoped AI might address for in office care or efficiency. Their responses included generating prior authorizations for prescriptions, triaging email for importance, and helping to improve efficiency for common front desk tasks. She liked all of these suggestions, but she warned that as powerful as it can be, AI is not likely to provide technology that will fit seamlessly into workflows without adjustment.

“Our current systems do not allow human integration of AI models,” Rotemberg said. Rather than counting on AI to adapt to current practices, she cautioned that “we may have to redesign our entire structure to actually be able to accommodate AI-based” systems. The risk for users is tasks that become more challenging before they become easier. 

AI Should Not Be a Black Box

AI is promising, but it is not magic, according to other investigators, including Tofunmi A. Omiye, PhD, a postdoctoral scholar in dermatology at Stanford University, California. First author of a recent review of AI in dermatology published in Frontiers in Medicine, Omiye agreed that clinicians who want to employ AI should be able to understand basic principles if they want the technology to perform as expected.

“I totally agree that physicians should at least have a basic understanding of the data sources for training AI models as we have found that to be important to the performance of these models in the clinical setting,” he told Medscape Medical News.

“Beyond understanding the data sources, I believe physicians can also try to have a comprehensive understanding of what AI means, its training process, and evaluation as this will help them to evaluate its utility in their practice,” he added. He also reinforced the relevance of data drift.

“Concepts like distribution shift — where models perform less well over time due to changes in the patient population — are also important to keep in mind,” Omiye said.

Wongvibulsin presented the poster on her JAMA Dermatology study on March 10, 2024, at the AAD meeting in San Diego, California. Rotemberg spoke during an AI symposium at the meeting on March 8.

Wongvibulsin, Rotemberg, and Omiye reported no potential financial conflicts of interest relevant to this topic. 

Ted Bosworth is a medical journalist based in New York City. 

>>> Read full article>>>
Copyright for syndicated content belongs to the linked Source : Medscape – https://www.medscape.com/viewarticle/ai-makes-its-way-clinical-dermatology-consider-its-2024a10005aj

Tags: ConsiderDermatologyhealth
Previous Post

‘God gave us Trump’: Christian media evangelicals preach a messianic message

Next Post

Gene Variants May Modify Diet-Attributable CRC Risk

Driving in circles – Economy and ecology – ips-journal.eu

Driving in circles – Economy and ecology – ips-journal.eu

October 17, 2025
RFK Jr’s Health Policies Are Helping China Defeat America in Science – The National Interest

How RFK Jr.’s Health Policies Are Shaping the Global Science Race-and Giving China a Leading Advantage

October 17, 2025
VIDEO: Gustafson House serves new role for Forensic Science – University of North Dakota

Watch Gustafson House Evolve into a Cutting-Edge Center for Forensic Science Innovation

October 17, 2025
Customizable Finger Brace Eases Rehab, Arthritis Care – Black Belt News Network

Revolutionary Customizable Finger Brace Transforms Rehab and Arthritis Relief

October 17, 2025
DLG−Agrifuture Concept Winners 2025 announced – Visionary Ideas in agricultural technology recognized – TheNewsMarket

Meet the Visionary Innovators Revolutionizing Agricultural Technology in 2025

October 17, 2025
Editor Score Predictions: Nebraska vs. Minnesota – The Daily Nebraskan

Epic Clash Ahead: Nebraska vs. Minnesota Predictions Unveiled

October 17, 2025
How People Around the World View AI – Pew Research Center

How People Around the World Really Feel About AI: Surprising Insights Revealed

October 17, 2025
75% of Americans report soaring prices as Trump claims inflation ‘over’ – The Guardian

75% of Americans Struggle with Soaring Prices Despite Trump’s Claim That Inflation Is ‘Over

October 17, 2025
Bella Thorne Shows Off Her Toned Abs in Crop Top – Yahoo

Bella Thorne Shows Off Her Toned Abs in a Chic Crop Top

October 17, 2025
Takeaways from the first general election debate in the NYC mayoral race – CNN

Takeaways from the first general election debate in the NYC mayoral race – CNN

October 17, 2025

Categories

Archives

October 2025
M T W T F S S
 12345
6789101112
13141516171819
20212223242526
2728293031  
« Sep    
Earth-News.info

The Earth News is an independent English-language daily published Website from all around the World News

Browse by Category

  • Business (20,132)
  • Ecology (872)
  • Economy (893)
  • Entertainment (21,765)
  • General (17,647)
  • Health (9,934)
  • Lifestyle (906)
  • News (22,149)
  • People (894)
  • Politics (903)
  • Science (16,104)
  • Sports (21,393)
  • Technology (15,873)
  • World (876)

Recent News

Driving in circles – Economy and ecology – ips-journal.eu

Driving in circles – Economy and ecology – ips-journal.eu

October 17, 2025
RFK Jr’s Health Policies Are Helping China Defeat America in Science – The National Interest

How RFK Jr.’s Health Policies Are Shaping the Global Science Race-and Giving China a Leading Advantage

October 17, 2025
  • About
  • Advertise
  • Privacy & Policy
  • Contact

© 2023 earth-news.info

No Result
View All Result

© 2023 earth-news.info

No Result
View All Result

© 2023 earth-news.info

Go to mobile version