* . *
  • About
  • Advertise
  • Privacy & Policy
  • Contact
Thursday, August 7, 2025
Earth-News
  • Home
  • Business
  • Entertainment
    Themed Entertainment Design – Purdue Polytechnic

    Innovative Themed Entertainment Design: Creating Immersive Experiences

    Rachael Leigh Cook and Brandon Routh ‘Happy to Have Found Each Other’ Following Respective Divorces – yahoo.com

    Rachael Leigh Cook and Brandon Routh ‘Happy to Have Found Each Other’ Following Respective Divorces – yahoo.com

    ‘Billie Jean’ – Hyde Park Herald

    The Enduring Magic Behind ‘Billie Jean’ Revealed

    Hank Hill returns to a changed world in new ‘King of the Hill’ episodes – New Haven Register

    Hank Hill Navigates a Bold New World in Thrilling New ‘King of the Hill’ Episodes

    Exclusive | Fox Takes Stake in IndyCar Owner Penske Entertainment – The Wall Street Journal

    Exclusive | Fox Takes Stake in IndyCar Owner Penske Entertainment – The Wall Street Journal

    Go-to entertainment: why gaming was made for the toilet – The Guardian

    Why Gaming Is the Ultimate Way to Pass Time in the Bathroom

  • 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

    Improved Technology Access: A Key to Closing the Healthcare Gap for African Americans – BIOENGINEER.ORG

    LMI Expands Technology Org, Appoints New Leaders – GovCon Wire

    LMI Expands Technology Team with Dynamic New Leadership Appointments

    Midland Innovation and Technology Charter School closing down – CBS News

    Midland Innovation and Technology Charter School Closes Permanently

    Future Trends In HR Technology – Dataconomy

    Future Trends In HR Technology – Dataconomy

    Nasdaq-listed Verb Technology to build $558 million TON treasury, rebrand as TON Strategy Co. – The Block

    Nasdaq-Listed Verb Technology to Build $558 Million TON Treasury and Rebrand as TON Strategy Co

    How Tech Firms Like Google and Meta Are Embracing the Military – The New York Times

    How Tech Firms Like Google and Meta Are Embracing the Military – The New York Times

    Trending Tags

    • Nintendo Switch
    • CES 2017
    • Playstation 4 Pro
    • Mark Zuckerberg
No Result
View All Result
  • Home
  • Business
  • Entertainment
    Themed Entertainment Design – Purdue Polytechnic

    Innovative Themed Entertainment Design: Creating Immersive Experiences

    Rachael Leigh Cook and Brandon Routh ‘Happy to Have Found Each Other’ Following Respective Divorces – yahoo.com

    Rachael Leigh Cook and Brandon Routh ‘Happy to Have Found Each Other’ Following Respective Divorces – yahoo.com

    ‘Billie Jean’ – Hyde Park Herald

    The Enduring Magic Behind ‘Billie Jean’ Revealed

    Hank Hill returns to a changed world in new ‘King of the Hill’ episodes – New Haven Register

    Hank Hill Navigates a Bold New World in Thrilling New ‘King of the Hill’ Episodes

    Exclusive | Fox Takes Stake in IndyCar Owner Penske Entertainment – The Wall Street Journal

    Exclusive | Fox Takes Stake in IndyCar Owner Penske Entertainment – The Wall Street Journal

    Go-to entertainment: why gaming was made for the toilet – The Guardian

    Why Gaming Is the Ultimate Way to Pass Time in the Bathroom

  • 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

    Improved Technology Access: A Key to Closing the Healthcare Gap for African Americans – BIOENGINEER.ORG

    LMI Expands Technology Org, Appoints New Leaders – GovCon Wire

    LMI Expands Technology Team with Dynamic New Leadership Appointments

    Midland Innovation and Technology Charter School closing down – CBS News

    Midland Innovation and Technology Charter School Closes Permanently

    Future Trends In HR Technology – Dataconomy

    Future Trends In HR Technology – Dataconomy

    Nasdaq-listed Verb Technology to build $558 million TON treasury, rebrand as TON Strategy Co. – The Block

    Nasdaq-Listed Verb Technology to Build $558 Million TON Treasury and Rebrand as TON Strategy Co

    How Tech Firms Like Google and Meta Are Embracing the Military – The New York Times

    How Tech Firms Like Google and Meta Are Embracing the Military – The New York Times

    Trending Tags

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

The role of predictive AI in shaping healthcare outcomes

October 11, 2023
in Science
The role of predictive AI in shaping healthcare outcomes
Share on FacebookShare on Twitter

In New York on October 9, 2023, researchers from the Icahn School of Medicine and the University of Michigan discovered machine learning models used in healthcare. They found that when these models are very successful, they can face problems. 

Their study looked at how using predictive models can change how healthcare is provided and affect the original training of the models. Surprisingly, in some cases, this adjustment can make the models perform worse. 

First and corresponding author Akhil Vaid, MD, Clinical Instructor of Data-Driven and Digital Medicine (D3M), part of the Department of Medicine at Icahn Mount Sinai, said, “We wanted to explore what happens when a machine learning model is deployed in a hospital and allowed to influence physician decisions for the overall benefit of patients.”

“For example, we sought to understand the broader consequences when a patient is spared from adverse outcomes like kidney damage or mortality. AI models possess the capacity to learn and establish correlations between incoming patient data and corresponding outcomes, but the use of these models, by definition, can alter these relationships. Problems arise when these altered relationships are captured back into medical records.” he added.

Image showing Models built on machine learning in health care can be victims of their own success, according to researchers at the Icahn School of Medicine and the University of Michigan.Models built on machine learning in health care can be victims of their own success, according to researchers at the Icahn School of Medicine and the University of Michigan.

The study looked at two big hospitals, Mount Sinai Health System in New York and Beth Israel Deaconess Medical Center in Boston, and they studied 130,000 cases where people needed critical care. The researchers focused on three essential situations:

Retraining the Model: Usually, we retrain these computer models to make them better over time. It’s like giving them new lessons. However, the study found that sometimes, this makes the models worse. It’s like messing up what the models already learned.
Creating a New Model: When the model predicts something terrible might happen, it can help save lives. For example, it can predict sepsis, which is a severe infection. But if the model starts preventing sepsis, it might also prevent the death that comes after it. So, if we make a new model later on to predict death, it might also get confused because we changed the relationships between things. In simple words, it’s like changing the rules of a game, and then it’s hard for everyone to play by the new regulations.
Simultaneous Use of Two Predictive Models: When two models make predictions simultaneously, relying on one set of forecasts makes the other useless. This means that to make accurate predictions, we need to use the latest data, which can be expensive or complicated.

The co-senior author, Dr. Karandeep Singh, said, “Their findings show how hard it is to keep these predictive models working well in real medical situations. If the group of patients changes, the model’s performance can drop significantly. And even if you try to fix it, those fixes only work if you pay attention to what the models learn from the data. It’s like trying to use two maps simultaneously, but one becomes useless, and you must ensure the maps are current.”

“We shouldn’t think that predictive models are unreliable,” said Dr. Girish Nadkarni, an expert in medicine and data at Mount Sinai. Instead, we should remember that these tools need regular attention and understanding. They will only be effective if we pay attention to how well they’re working and use them carefully. Think of them like any other medical tool – they require care. Using them without thinking might give us wrong information, make us do unnecessary tests, and cost us more money.

Dr. Vaid adds “that health systems should monitor how these models affect people and that government agencies should make guidelines. These lessons aren’t just for healthcare – they apply to any predictive model. In our world, models can affect each other, so we need to be smart about how we use them. If we’re not careful, we might make models useless.”

The research paper is “Implications of the Use of Artificial Intelligence Predictive Models in Health Care Settings: A Simulation Study.”

In conclusion, this study shows that using predictive AI in healthcare is powerful, but it’s like handling a delicate tool. If we don’t monitor how well these AI models are doing and update them carefully, they might not work as we want. When the kinds of patients change, the AI models might struggle to make accurate predictions. So, it’s crucial to use these models wisely and monitor them regularly to avoid mistakes and unnecessary costs in healthcare.

Journal reference:

Akhil Vaid, Ashwin Sawant, et al., Implications of the Use of Artificial Intelligence Predictive Models in Health Care Settings. Annals of Internal Medicine. DOI: 10.7326/M23-0949.

>>> Read full article>>>
Copyright for syndicated content belongs to the linked Source : Tech Explorist – https://www.techexplorist.com/role-predictive-ai-shaping-healthcare-outcomes/75381/#utm_source=rss&utm_medium=rss&utm_campaign=role-predictive-ai-shaping-healthcare-outcomes

Tags: Predictivescienceshaping
Previous Post

‘Our world has changed’: Thousands gather in Sydney for Israel vigil

Next Post

A new phase of high-density, ultra-hot water ice discovered

‘Icy cool’: How Claudia Sheinbaum is navigating Trump’s new world order – Politico

Icy Cool’: How Claudia Sheinbaum Is Mastering the Challenges of Trump’s New World Order

August 7, 2025
The U.S. Economy Is Stumbling Badly – Washington Monthly

The U.S. Economy Is Facing Serious Challenges

August 7, 2025

SM Entertainment revenue up, concert earnings flat – IQ Magazine

August 7, 2025
Has the Trump administration made America healthier? – EWG

Did the Trump Administration Improve America’s Health?

August 7, 2025
Keep party politics out of courtroom – Hungry Horse News

Protect Justice from Politics: Guaranteeing Fairness for Everyone in the Courtroom

August 7, 2025
A general rule on the organization of biodiversity in Earth’s biogeographical regions – Nature

Unveiling the Hidden Secrets of Biodiversity Across Earth’s Biogeographical Regions

August 7, 2025
Students visit Robinson Gardens for science fair – Beverly Press & Park Labrea News

Students Dive into Nature and Uncover the Wonders of Science at Robinson Gardens Fair

August 7, 2025
The Last Trip: A Husband’s POWERFUL Message After Unexpected TRAGIC Loss – RV Lifestyle

The Last Trip: A Husband’s POWERFUL Message After Unexpected TRAGIC Loss – RV Lifestyle

August 7, 2025

Improved Technology Access: A Key to Closing the Healthcare Gap for African Americans – BIOENGINEER.ORG

August 7, 2025
As youth sports grow more intense, some coaches and officials struggle with parent behavior – MPR News

As youth sports grow more intense, some coaches and officials struggle with parent behavior – MPR News

August 7, 2025

Categories

Archives

August 2025
MTWTFSS
 123
45678910
11121314151617
18192021222324
25262728293031
« Jul    
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 (758)
  • Economy (782)
  • Entertainment (21,659)
  • General (16,331)
  • Health (9,821)
  • Lifestyle (791)
  • News (22,149)
  • People (782)
  • Politics (791)
  • Science (15,995)
  • Sports (21,278)
  • Technology (15,761)
  • World (764)

Recent News

‘Icy cool’: How Claudia Sheinbaum is navigating Trump’s new world order – Politico

Icy Cool’: How Claudia Sheinbaum Is Mastering the Challenges of Trump’s New World Order

August 7, 2025
The U.S. Economy Is Stumbling Badly – Washington Monthly

The U.S. Economy Is Facing Serious Challenges

August 7, 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