* . *
  • About
  • Advertise
  • Privacy & Policy
  • Contact
Monday, June 2, 2025
Earth-News
  • Home
  • Business
  • Entertainment
    Rising stars: Young classical musicians surging on social media – Yahoo

    Meet the Next Generation of Classical Music Sensations Making Waves on Social Media!

    Devin Harjes Dies: ‘Manifest’ & ‘Boardwalk Empire’ Actor Was 41 – WyomingNews.com

    Tragic Loss: Devin Harjes, Star of ‘Manifest’ and ‘Boardwalk Empire,’ Passes Away at 41

    Why Starz Entertainment Stock Soared Today – The Motley Fool

    Unpacking the Surge: What Fueled Starz Entertainment’s Stock Explosion Today!

    Unveiling the Enigmatic: First Looks at Destruction and Puck in ‘The Sandman

    Jackie Chan Reveals This Family Member ‘Never Watched’ The Whole Of Any Of His Movies – Yahoo

    Jackie Chan Reveals This Family Member ‘Never Watched’ The Whole Of Any Of His Movies – Yahoo

    Mavs CEO holds firm on new arena, entertainment district in Dallas – Dallas News

    Mavs CEO Stands Strong on Vision for New Arena and Entertainment District in Dallas

  • 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
    Prosecutors accuse men of exporting U.S. military technology to China – Milwaukee Journal Sentinel

    Men Charged with Illegally Exporting U.S. Military Technology to China

    ROLAND’S NEW WIRELESS TRIGGER TECHNOLOGY, PORTER & DAVIES ON TOUR, NEW 64 AUDIO ASPIRE UNIVERSAL IEM MODELS, WAVES FREE PLUGIN PACK – Modern Drummer Magazine

    ROLAND’S NEW WIRELESS TRIGGER TECHNOLOGY, PORTER & DAVIES ON TOUR, NEW 64 AUDIO ASPIRE UNIVERSAL IEM MODELS, WAVES FREE PLUGIN PACK – Modern Drummer Magazine

    This giant microwave may change the future of war – MIT Technology Review

    Revolutionizing Warfare: The Impact of a Game-Changing Giant Microwave

    Bajeed Pattan Joins Forbes Technology Council as Innovation Leader – PRWeb

    Bajeed Pattan Takes the Helm as Innovation Leader at Forbes Technology Council!

    Lafayette Regional Technology Council – Tech Leadership That’s Homegrown and Future-Focused – Discover Lafayette

    Lafayette Regional Technology Council – Tech Leadership That’s Homegrown and Future-Focused – Discover Lafayette

    Drone technology demo in Cambria County showcases future of lifesaving medical deliveries – local21news.com

    Revolutionizing Healthcare: Drone Technology Takes Flight for Lifesaving Medical Deliveries in Cambria County

    Trending Tags

    • Nintendo Switch
    • CES 2017
    • Playstation 4 Pro
    • Mark Zuckerberg
No Result
View All Result
  • Home
  • Business
  • Entertainment
    Rising stars: Young classical musicians surging on social media – Yahoo

    Meet the Next Generation of Classical Music Sensations Making Waves on Social Media!

    Devin Harjes Dies: ‘Manifest’ & ‘Boardwalk Empire’ Actor Was 41 – WyomingNews.com

    Tragic Loss: Devin Harjes, Star of ‘Manifest’ and ‘Boardwalk Empire,’ Passes Away at 41

    Why Starz Entertainment Stock Soared Today – The Motley Fool

    Unpacking the Surge: What Fueled Starz Entertainment’s Stock Explosion Today!

    Unveiling the Enigmatic: First Looks at Destruction and Puck in ‘The Sandman

    Jackie Chan Reveals This Family Member ‘Never Watched’ The Whole Of Any Of His Movies – Yahoo

    Jackie Chan Reveals This Family Member ‘Never Watched’ The Whole Of Any Of His Movies – Yahoo

    Mavs CEO holds firm on new arena, entertainment district in Dallas – Dallas News

    Mavs CEO Stands Strong on Vision for New Arena and Entertainment District in Dallas

  • 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
    Prosecutors accuse men of exporting U.S. military technology to China – Milwaukee Journal Sentinel

    Men Charged with Illegally Exporting U.S. Military Technology to China

    ROLAND’S NEW WIRELESS TRIGGER TECHNOLOGY, PORTER & DAVIES ON TOUR, NEW 64 AUDIO ASPIRE UNIVERSAL IEM MODELS, WAVES FREE PLUGIN PACK – Modern Drummer Magazine

    ROLAND’S NEW WIRELESS TRIGGER TECHNOLOGY, PORTER & DAVIES ON TOUR, NEW 64 AUDIO ASPIRE UNIVERSAL IEM MODELS, WAVES FREE PLUGIN PACK – Modern Drummer Magazine

    This giant microwave may change the future of war – MIT Technology Review

    Revolutionizing Warfare: The Impact of a Game-Changing Giant Microwave

    Bajeed Pattan Joins Forbes Technology Council as Innovation Leader – PRWeb

    Bajeed Pattan Takes the Helm as Innovation Leader at Forbes Technology Council!

    Lafayette Regional Technology Council – Tech Leadership That’s Homegrown and Future-Focused – Discover Lafayette

    Lafayette Regional Technology Council – Tech Leadership That’s Homegrown and Future-Focused – Discover Lafayette

    Drone technology demo in Cambria County showcases future of lifesaving medical deliveries – local21news.com

    Revolutionizing Healthcare: Drone Technology Takes Flight for Lifesaving Medical Deliveries in Cambria County

    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

Jobs Report Could Be Early Sign of Tariffs Cost – U.S. News & World Report

Jobs Report Could Be Early Sign of Tariffs Cost – U.S. News & World Report

June 2, 2025
Mark Tremonti Headlines Belmont Stakes Day Entertainment – Thoroughbred Daily News

Mark Tremonti Takes Center Stage at Belmont Stakes Day Celebration!

June 2, 2025
Black Book Research: Health Plans Double Down on AI-Powered Fraud and Claims Integrity Solutions Amid Rising Audit Pressures – Newswire :) Press Release Distribution

Health Plans Embrace AI to Combat Fraud and Enhance Claims Integrity Amid Growing Audit Challenges

June 2, 2025
Opinion | The Politics and Perils of Pornography – The New York Times

Navigating the Complex Landscape of Pornography: Politics, Perils, and Perspectives

June 2, 2025
Prosecutors accuse men of exporting U.S. military technology to China – Milwaukee Journal Sentinel

Men Charged with Illegally Exporting U.S. Military Technology to China

June 2, 2025
Yankees Trade Idea Reunites Aaron Judge With Former Outfielder – Yahoo Sports

Yankees Trade Idea Reunites Aaron Judge With Former Outfielder – Yahoo Sports

June 2, 2025
Frans and Liu receive outstanding paper in landscape ecology award – Michigan State University

Frans and Liu receive outstanding paper in landscape ecology award – Michigan State University

June 2, 2025
‘Amazing Worlds of Science Fiction and Science Fact’ Review: An Education in Exoplanets – WSJ

Exploring the Fascinating Realms of Science Fiction and Fact: A Journey Through Exoplanets

June 2, 2025
2-Year-Old Prodigy Joins ‘High IQ’ Club Mensa as Youngest Member Ever – ScienceAlert

Meet the 2-Year-Old Prodigy Who Just Became Mensa’s Youngest Member Ever!

June 2, 2025
Labubu Fever Ignites a Global Craze for Lifestyle and Investment – iChongqing

Labubu Fever Ignites a Global Craze for Lifestyle and Investment – iChongqing

June 2, 2025

Categories

Archives

June 2025
MTWTFSS
 1
2345678
9101112131415
16171819202122
23242526272829
30 
« May    
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 (659)
  • Economy (674)
  • Entertainment (21,580)
  • General (15,257)
  • Health (9,717)
  • Lifestyle (676)
  • News (22,149)
  • People (675)
  • Politics (683)
  • Science (15,894)
  • Sports (21,179)
  • Technology (15,661)
  • World (661)

Recent News

Jobs Report Could Be Early Sign of Tariffs Cost – U.S. News & World Report

Jobs Report Could Be Early Sign of Tariffs Cost – U.S. News & World Report

June 2, 2025
Mark Tremonti Headlines Belmont Stakes Day Entertainment – Thoroughbred Daily News

Mark Tremonti Takes Center Stage at Belmont Stakes Day Celebration!

June 2, 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