Nat Mach Intell December 2021 PMID 38264185

Advancing COVID-19 diagnosis with privacy-preserving collaboration in artificial intelligence.

Xiang Bai, Hanchen Wang, Liya Ma, Yongchao Xu, Jiefeng Gan, Ziwei Fan, Fan Yang, Ke Ma, Jiehua Yang, Song Bai, Chang Shu, Xinyu Zou, Renhao Huang, Changzheng Zhang, Xiaowu Liu

Mentions

32
Peak: 9 in Nov 2021
across 4 sources since Sep 2021

Extended reach

101,871
potential audience

Total likes

37

Video views

30

Mentions per month

Sep 2021 – Dec 2023

Where it's discussed

  • X / Twitter22 posts
  • News6 articles
  • YouTube2 videos
  • Blogs2 articles

AI synopsis

What people are saying

Multiple posts highlight key aspects of the research, such as the federated learning framework and its success in medical diagnostics, demonstrating enthusiasm with words like 'advancing', 'significant', and 'game changer'. The tone and context show active interest and acknowledgment of the study's potential to impact AI in healthcare, with examples like references to high-accuracy results and privacy improvements.

AgreementModerate agreement

Most discussions express strong support or positive acknowledgment of the article’s findings and methodology.

InterestHigh interest

Posts clearly indicate high interest, as they focus extensively on federated learning, privacy concerns, and AI advancements in healthcare.

EngagementModerate engagement

Participants demonstrate moderate engagement by referencing specific concepts like privacy-preserving AI and discussing its significance, though some posts are more passive sharing.

ImpactHigh impact

The discussions reflect recognition of the article’s potential to influence medical AI research and privacy standards, emphasizing its importance.

Abstract in brief

  • The study introduces the UCADI initiative, a federated learning framework that allows AI models to be trained across multiple hospitals without sharing sensitive patient data, addressing privacy concerns in COVID-19 diagnosis.
  • Results show that the federated AI model significantly outperforms local models, achieving high accuracy (sensitivity and specificity) comparable to expert radiologists across hospitals in China and the UK.
  • The research highlights how federated learning can balance model performance and communication costs, use visual explanations for decision transparency, and advance privacy-preserving AI applications in digital health using nearly 10,000 CT scans from over 3,300 patients.]

Top posts

Most liked on X and Bluesky
Pranav Rajpurkar
@pranavrajpurkar · X

Latest lab reading group session covers federated learning and privacy preservation for medical AI. @jn_acosta Harvard Medical AI: Dr. Julian Acosta presents "Advancing COVID-19 diagnosis with privacy-preserving collaboration in artificial intelligence" https://t.co/eDPHoMioaD

Jan 14, 2022 · 27 likes · 4 shares · 25,736 followers View post →
arXiv Daily
@Arxiv_Daily · X

Advancing COVID-19 Diagnosis with Privacy-Preserving Collaboration in Artificial Intelligence https://t.co/PoyGhy54s2 by Xiang Bai et al. #ArtificialIntelligence #ArtificialIntelligence

Nov 19, 2021 · 3 likes · 2 shares · 48,932 followers View post →
BioDecoded
@BioDecoded · X

Advancing COVID-19 diagnosis with privacy-preserving collaboration in artificial intelligence | Nature Machine Intelligence https://t.co/v2Kgv6Oxb7 #AI https://t.co/fDWkMME22G

Dec 18, 2021 · 3 likes · 1 share · 8,899 followers View post →
Zekun Jiang
@zekun_jiang · X

Advancing COVID-19 Diagnosis with Privacy-Preserving Collaboration in Artificial Intelligence Via Nature Machine Intelligence' 21 https://t.co/8b2ywLpPxY https://t.co/PL9265p5Co

Sep 26, 2021 · 2 likes · 1 share · 340 followers View post →
Rubén Aros
@rubenaros · X

Advancing COVID-19 diagnosis with privacy-preserving collaboration in artificial int… https://t.co/UX2KUjEzww via @DeepLearn007 @ipfconline1

Feb 6, 2022 · 1 like · 2 shares · 922 followers View post →
TechnoJeder A.I.
@TechnoJeder · X

RT @Dataemia: Advancing COVID-19 Diagnosis with Privacy-Preserving Collaboration in Artificial Intelligence - https://t.co/Jrta2SFmKp

Nov 24, 2021 · 2 shares · 2,178 followers View post →

All mentions

newsoftheworld
@newsoft53759560 · X

RT @rubenaros: Advancing COVID-19 diagnosis with privacy-preserving collaboration in artificial int… https://t.co/UX2KUjEzww via @DeepLearn…

Feb 6, 2022 · 2 shares · 744 followers View post →
Andy Horvitz
@AndyHorvitz · X

RT @rubenaros: Advancing COVID-19 diagnosis with privacy-preserving collaboration in artificial int… https://t.co/UX2KUjEzww via @DeepLearn…

Feb 6, 2022 · 2 shares · 1,538 followers View post →
Rubén Aros
@rubenaros · X

Advancing COVID-19 diagnosis with privacy-preserving collaboration in artificial int… https://t.co/UX2KUjEzww via @DeepLearn007 @ipfconline1

Feb 6, 2022 · 1 like · 2 shares · 922 followers View post →
Julián Nicolás Acosta
@jn_acosta · X

RT @pranavrajpurkar: Latest lab reading group session covers federated learning and privacy preservation for medical AI. @jn_acosta Harva…

Jan 15, 2022 · 4 shares · 504 followers View post →
Daniela Renedo
@DadaRenedo · X

RT @pranavrajpurkar: Latest lab reading group session covers federated learning and privacy preservation for medical AI. @jn_acosta Harva…

Jan 14, 2022 · 4 shares · 164 followers View post →
Raymond Francis Sarmiento, M.D.
@rfrsarmiento · X

RT @pranavrajpurkar: Latest lab reading group session covers federated learning and privacy preservation for medical AI. @jn_acosta Harva…

Jan 14, 2022 · 4 shares · 1,550 followers View post →
Pranav Rajpurkar
@pranavrajpurkar · X

Latest lab reading group session covers federated learning and privacy preservation for medical AI. @jn_acosta Harvard Medical AI: Dr. Julian Acosta presents "Advancing COVID-19 diagnosis with privacy-preserving collaboration in artificial intelligence" https://t.co/eDPHoMioaD

Jan 14, 2022 · 27 likes · 4 shares · 25,736 followers View post →
رحابام
@Rehabiamu · X

RT @BioDecoded: Advancing COVID-19 diagnosis with privacy-preserving collaboration in artificial intelligence | Nature Machine Intelligence…

Dec 18, 2021 · 1 share · 252 followers View post →
BioDecoded
@BioDecoded · X

Advancing COVID-19 diagnosis with privacy-preserving collaboration in artificial intelligence | Nature Machine Intelligence https://t.co/v2Kgv6Oxb7 #AI https://t.co/fDWkMME22G

Dec 18, 2021 · 3 likes · 1 share · 8,899 followers View post →
Zekun Jiang
@zekun_jiang · X

RT @zekun_jiang: Advancing COVID-19 Diagnosis with Privacy-Preserving Collaboration in Artificial Intelligence Via Nature Machine Intellige…

Dec 14, 2021 · 1 share · 340 followers View post →
AI Bot
@Artificialbra1n · X

RT @Dataemia: Advancing COVID-19 Diagnosis with Privacy-Preserving Collaboration in Artificial Intelligence - https://t.co/Jrta2SFmKp

Dec 1, 2021 · 2 shares · 1,964 followers View post →
AI Bot
@Artificialbra1n · X

RT @MasMazCom: Advancing COVID-19 Diagnosis with Privacy-Preserving Collaboration in Artificial Intelligence - https://t.co/YzgojDxJ9g

Dec 1, 2021 · 2 shares · 1,964 followers View post →
TechnoJeder A.I.
@TechnoJeder · X

RT @MasMazCom: Advancing COVID-19 Diagnosis with Privacy-Preserving Collaboration in Artificial Intelligence - https://t.co/YzgojDxJ9g

Nov 24, 2021 · 2 shares · 2,178 followers View post →
TechnoJeder A.I.
@TechnoJeder · X

RT @Dataemia: Advancing COVID-19 Diagnosis with Privacy-Preserving Collaboration in Artificial Intelligence - https://t.co/Jrta2SFmKp

Nov 24, 2021 · 2 shares · 2,178 followers View post →
MasMaz
@MasMazCom · X

Advancing COVID-19 Diagnosis with Privacy-Preserving Collaboration in Artificial Intelligence - https://t.co/YzgojDxJ9g

Nov 24, 2021 · 2 shares · 168 followers View post →
Dataemia
@Dataemia · X

Advancing COVID-19 Diagnosis with Privacy-Preserving Collaboration in Artificial Intelligence - https://t.co/Jrta2SFmKp

Nov 24, 2021 · 2 shares · 967 followers View post →
AI Bot
@Artificialbra1n · X

RT @cryptsecurity: Advancing COVID-19 Diagnosis with Privacy-Preserving Collaboration in Artificial Intelligence. (arXiv:2111.09461v1 … htt…

Nov 19, 2021 · 1 share · 1,964 followers View post →
arXiv Daily
@Arxiv_Daily · X

Advancing COVID-19 Diagnosis with Privacy-Preserving Collaboration in Artificial Intelligence https://t.co/PoyGhy54s2 by Xiang Bai et al. #ArtificialIntelligence #ArtificialIntelligence

Nov 19, 2021 · 3 likes · 2 shares · 48,932 followers View post →
Steven Edwards
@stephenwithavee · X

Advancing COVID-19 Diagnosis with Privacy-Preserving Collaboration in Artificial Intelligence https://t.co/3zXwuQZacf

Nov 19, 2021 · 217 followers View post →
SolidReturn Lda
@SolidReturnLda · X

Advancing COVID-19 Diagnosis with Privacy-Preserving Collaboration in Artificial Intelligence. (arXiv:2111.09461v1 [https://t.co/fKvYpy1qtq]) https://t.co/za9OCIaPkh https://t.co/9v12JoImqe

Nov 18, 2021 · 74 followers View post →
cs.CR
@cryptsecurity · X

Advancing COVID-19 Diagnosis with Privacy-Preserving Collaboration in Artificial Intelligence. (arXiv:2111.09461v1 … https://t.co/CCn8AE9z8Y

Nov 18, 2021 · 1 share · 163 followers View post →
Zekun Jiang
@zekun_jiang · X

Advancing COVID-19 Diagnosis with Privacy-Preserving Collaboration in Artificial Intelligence Via Nature Machine Intelligence' 21 https://t.co/8b2ywLpPxY https://t.co/PL9265p5Co

Sep 26, 2021 · 2 likes · 1 share · 340 followers View post →