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Fair ultrasound diagnosis via adversarial protected attribute aware perturbations on latent embeddings

Fair ultrasound diagnosis via adversarial protected attribute aware perturbations on latent embeddings

May 17, 2025May 17, 2025
Development and prospective implementation of a large language model based system for early sepsis prediction

Development and prospective implementation of a large language model based system for early sepsis prediction

May 17, 2025May 17, 2025
FedWeight: mitigating covariate shift of federated learning on electronic health records data through patients re-weighting

FedWeight: mitigating covariate shift of federated learning on electronic health records data through patients re-weighting

May 17, 2025May 17, 2025
Social determinants of health extraction from clinical notes across institutions using large language models

Social determinants of health extraction from clinical notes across institutions using large language models

May 17, 2025May 17, 2025
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Tag: Digital Health Frontier Blog

The Genome Becomes Part of the Diagnostic Workup - Mayo Clinic Platform

The Genome Becomes Part of the Diagnostic Workup – Mayo Clinic Platform

January 15, 2025January 15, 2025Digital Health Frontier

Mayo Clinic’s Tapestry Study has demonstrated that next generation genetic analysis can have a significant impact on patient care.

By John Halamka, M.D., President, Mayo Clinic Platform and Paul Cerrato, MA, senior research analyst and…

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Digital Twin Technology Has Potential to Redefine Patient Care - Mayo Clinic Platform

Digital Twin Technology Has Potential to Redefine Patient Care – Mayo Clinic Platform

December 23, 2024December 24, 2024Digital Health Frontier

Imagine if you could create a digital clone of yourself that can be used to test various treatment options to determine which one is best for your real self. 

By John Halamka, M.D., President, Mayo…

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Weighing the Value of an AI Algorithm - Mayo Clinic Platform

Weighing the Value of an AI Algorithm – Mayo Clinic Platform

December 18, 2024December 18, 2024Digital Health Frontier

Data scientists use a variety of coding languages to create AI-driven models, but the real “secret sauce” that helps them identify the best algorithms are the weights the coding generates.

By John Halamka, M.D., President,…

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All the Good Things in the World Worth Believing - Mayo Clinic Platform

All the Good Things in the World Worth Believing – Mayo Clinic Platform

November 21, 2024November 21, 2024Digital Health Frontier

Among those good things are the therapeutic power of kindness and the healing effects of music.

By Paul Cerrato, MA, senior research analyst and communications specialist, Mayo Clinic Platform, and John Halamka, M.D., Diercks President,…

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How Do You Construct a Safe, Effective Algorithm? - Mayo Clinic Platform

How Do You Construct a Safe, Effective Algorithm? – Mayo Clinic Platform

November 13, 2024November 14, 2024Digital Health Frontier

It’s not an easy question to answer, but with a well thought out roadmap, it’s doable.

By John Halamka, M.D., President, Mayo Clinic Platform and Paul Cerrato, MA, senior research analyst and communications specialist, Mayo…

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The Evolution of Generative AI for Healthcare - Mayo Clinic Platform

The Evolution of Generative AI for Healthcare – Mayo Clinic Platform

November 1, 2024November 1, 2024Digital Health Frontier

Generative AI has limitations, but with each quarter, performance and adoption are growing at an unprecedented rate. 

By Paul Cerrato, senior research analyst and communications specialist, Mayo Clinic Platform and John Halamka, M.D., President, Mayo…

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Deployment is King - Mayo Clinic Platform

Deployment is King – Mayo Clinic Platform

October 18, 2024October 18, 2024Digital Health Frontier

Even the most accurate algorithm is useless if it can’t be seamlessly implemented into a hospital’s workflow. Here’s a way to make that happen.

By John Halamka, M.D., President, Mayo Clinic Platform and Paul Cerrato,…

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Will Retrieval-Augmented Large Language Models "Save the Day"? - Mayo Clinic Platform

Will Retrieval-Augmented Large Language Models “Save the Day”? – Mayo Clinic Platform

September 10, 2024September 10, 2024Digital Health Frontier

Many clinicians are well aware of the shortcomings of large language models like ChatGPT.  Several studies suggest that retrieval-augmented generation, by tapping into more reliable data sets, can help address these problems.

By Paul Cerrato,…

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Generative AI: Pulling Back the Curtain, Part 2 - Mayo Clinic Platform

Generative AI: Pulling Back the Curtain, Part 2 – Mayo Clinic Platform

July 29, 2024July 29, 2024Digital Health Frontier

Large language models rely on complex technology, but a plain English tutorial makes it clear that they use math, not magic to render their impressive results.

By Paul Cerrato, senior research analyst and communications specialist,…

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Preventing Algorithms from Running Amok - Mayo Clinic Platform

Preventing Algorithms from Running Amok – Mayo Clinic Platform

June 28, 2024June 28, 2024Digital Health Frontier

Many algorithms only reinforce a person’s narrow point of view, or encourage existing prejudices. There are better alternatives.

By John Halamka, M.D., President, Mayo Clinic Platform and Paul Cerrato, MA, senior research analyst and communications…

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Recent Posts

  • Fair ultrasound diagnosis via adversarial protected attribute aware perturbations on latent embeddings

    Fair ultrasound diagnosis via adversarial protected attribute aware perturbations on latent embeddings

    May 17, 2025May 17, 2025Comments Off on Fair ultrasound diagnosis via adversarial protected attribute aware perturbations on latent embeddings
  • Development and prospective implementation of a large language model based system for early sepsis prediction

    Development and prospective implementation of a large language model based system for early sepsis prediction

    May 17, 2025May 17, 2025Comments Off on Development and prospective implementation of a large language model based system for early sepsis prediction
  • Social determinants of health extraction from clinical notes across institutions using large language models

    Social determinants of health extraction from clinical notes across institutions using large language models

    May 17, 2025May 17, 2025Comments Off on Social determinants of health extraction from clinical notes across institutions using large language models
  • FedWeight: mitigating covariate shift of federated learning on electronic health records data through patients re-weighting

    FedWeight: mitigating covariate shift of federated learning on electronic health records data through patients re-weighting

    May 17, 2025May 17, 2025Comments Off on FedWeight: mitigating covariate shift of federated learning on electronic health records data through patients re-weighting
  • The DRAGON benchmark for clinical NLP

    The DRAGON benchmark for clinical NLP

    May 17, 2025May 17, 2025Comments Off on The DRAGON benchmark for clinical NLP
  • Hybrid machine learning for real-time prediction of edema trajectory in large middle cerebral artery stroke

    Hybrid machine learning for real-time prediction of edema trajectory in large middle cerebral artery stroke

    May 17, 2025May 17, 2025Comments Off on Hybrid machine learning for real-time prediction of edema trajectory in large middle cerebral artery stroke
  • Experience of Using Electronic Inhaler Monitoring Devices for Patients With Chronic Obstructive Pulmonary Disease or Asthma: Systematic Review of Qualitative Studies

    Experience of Using Electronic Inhaler Monitoring Devices for Patients With Chronic Obstructive Pulmonary Disease or Asthma: Systematic Review of Qualitative Studies

    May 16, 2025May 17, 2025Comments Off on Experience of Using Electronic Inhaler Monitoring Devices for Patients With Chronic Obstructive Pulmonary Disease or Asthma: Systematic Review of Qualitative Studies
  • Datavant acquires Aetion to expand RWE platform

    Datavant acquires Aetion to expand RWE platform

    May 16, 2025May 17, 2025Comments Off on Datavant acquires Aetion to expand RWE platform
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    Sprinter scores $55M for home healthcare offering

    May 16, 2025May 17, 2025Comments Off on Sprinter scores $55M for home healthcare offering
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    New app streamlines integration of medical data for dental practices

    May 16, 2025May 17, 2025Comments Off on New app streamlines integration of medical data for dental practices

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