Int J Med Inform April 2025 PMID 39893766

Human-centred AI for emergency cardiac care: Evaluating RAPIDx AI with PROLIFERATE_AI.

Maria Alejandra Pinero de Plaza, Kristina Lambrakis, Fernando Marmolejo-Ramos, Alline Beleigoli, Mandy Archibald, Lalit Yadav, Penelope McMillan, Robyn Clark, Michael Lawless, Erin Morton, Jeroen Hendriks, Alison Kitson, Renuka Visvanathan, Derek P Chew, Carlos Javier Barrera Causil

Mentions

39
Peak: 16 in Feb 2025
across 7 sources since Feb 2025

Extended reach

34,013
potential audience

Total likes

23

Video views

353

Mentions per month

Feb 2025 – Nov 2025

Where it's discussed

  • X / Twitter18 posts
  • Facebook8 posts
  • LinkedIn4 posts
  • Bluesky3 posts
  • News3 articles
  • YouTube2 videos
  • Blogs1 articles

AI synopsis

What people are saying

Discussions show high interest, with posts describing the research as a 'revolution' and using phrases like 'cutting through the hype,' emphasizing their curiosity and positive outlook. Words like 'excited' and references to clinical environments highlight the tone's enthusiasm, while mentions of AI's role in optimizing workflows suggest acknowledgment of its potential impact on emergency medical practices.

AgreementModerate agreement

Most discussions express strong support or enthusiasm for the study, emphasizing its potential benefits and positive findings.

InterestHigh interest

The intense focus on the research highlights high curiosity and engagement among participants.

EngagementModerate engagement

Posts include mentions of specific AI tools and clinical implications, indicating active interest and some in-depth engagement.

ImpactModerate impact

The discussions suggest that the research could influence future emergency care practices, although it's still early to gauge widespread impact.

Abstract in brief

  • The study evaluates the integration and usability of RAPIDx AI, a human-centered AI tool designed to improve diagnosis of chest pain in emergency departments, with a focus on addressing workflow barriers and optimizing adoption among different clinician groups.
  • Using surveys, Bayesian analysis, and thematic qualitative methods across 12 EDs, the research identifies that trained users like registrars show higher comprehension and preference, whereas novices face usability challenges, suggesting the need for tailored interface improvements and automation.
  • Overall, RAPIDx AI demonstrates good impact on diagnostic accuracy and workflow efficiency for experienced clinicians, but requires specific refinements to better support less experienced users and ensure seamless integration into emergency care processes.]

Top posts

Most liked on X and Bluesky
Dr Maria Alejandra Pinero de Plaza, PhD
@MariaAPinero · X

https://t.co/TLM7LI04I4 https://t.co/1FuXGc8sf6

Feb 3, 2025 · 5 likes · 1 share · 1,893 followers View post →
Dr Maria Alejandra Pinero de Plaza, PhD
@MariaAPinero · X

I’m beyond excited to share that my latest research ( https://t.co/TLM7LI04I4 ), PROLIFERATE_AI, has just been featured in the news! https://t.co/jNWxm8oX7c

Feb 6, 2025 · 4 likes · 1 share · 1,893 followers View post →
Dr Maria Alejandra Pinero de Plaza, PhD
@MariaAPinero · X

Think AI in the ER is more sci-fi than reality? Think again. Our latest study cuts through the hype to tackle a big question: Can AI actually keep up with the real world of emergency medicine, or does it just get in the way? https://t.co/TLM7LI04I4

Feb 1, 2025 · 4 likes · 3 shares · 1,893 followers View post →
Dr Maria Alejandra Pinero de Plaza, PhD
@MariaAPinero · X

https://t.co/TLM7LI04I4 https://t.co/AAcODKAnE8 https://t.co/7KDPtcEozw

Feb 2, 2025 · 2 likes · 1 share · 1,893 followers View post →
Ordo Fraterna Fibonacci
@ordofibonacci.bsky.social · Bluesky

Human-centred AI for emergency cardiac care: Evaluating RAPIDx AI with PROLIFERATE_AI Science Direct www.sciencedirect.com/science/arti...

Feb 9, 2025 · 2 likes · 2 shares View post →
Dr Maria Alejandra Pinero de Plaza, PhD
@MariaAPinero · X

https://t.co/MWzOMbwFJ8

Mar 3, 2025 · 1 like · 1,893 followers View post →

All mentions

Dr Maria Alejandra Pinero de Plaza, PhD
@MariaAPinero · X

https://t.co/TLM7LHZwSw https://t.co/sTKAnKk7Rb

Apr 8, 2025 · 1 like · 1,893 followers View post →
Flinders Caring Futures Institute
@FlindersCFI · X

RT @MariaAPinero: Revolutionizing Cardiac Care with AI Dr Pinero de Plaza https://t.co/rN2C5oCIf6 via @YouTube

Mar 21, 2025 · 1 share · 1,104 followers View post →
Dr Maria Alejandra Pinero de Plaza
@drpinerodeplaza.bsky.social · Bluesky

youtu.be/nKnY0yVgaDg?...

Mar 21, 2025 View post →
Dr Maria Alejandra Pinero de Plaza, PhD
@MariaAPinero · X

Revolutionizing Cardiac Care with AI Dr Pinero de Plaza https://t.co/rN2C5oCIf6 via @YouTube

Mar 21, 2025 · 1 like · 1 share · 1,893 followers View post →
Dr Maria Alejandra Pinero de Plaza, PhD
@MariaAPinero · X

https://t.co/MWzOMbwFJ8

Mar 3, 2025 · 1 like · 1,893 followers View post →
Dr Maria Alejandra Pinero de Plaza, PhD
@MariaAPinero · X

@marmolejo_ramos, @clark_ra, @J_Hendriks1, @bel_alline, @Mandy_Archibald, @mt_lawless, and many others. @MonashUni @FlindersCFI https://t.co/TLM7LI04I4

Feb 27, 2025 · 1,893 followers View post →
Dr Maria Alejandra Pinero de Plaza, PhD
@MariaAPinero · X

https://t.co/TLM7LI04I4

Feb 12, 2025 · 1,893 followers View post →
Ordo Fraterna Fibonacci
@OrdoFibonacci · X

Human-centred AI for emergency cardiac care: Evaluating RAPIDx AI with PROLIFERATE_AI Science Direct https://t.co/xA7wgvO9zO

Feb 9, 2025 · 2,565 followers View post →
Ordo Fraterna Fibonacci
@ordofibonacci.bsky.social · Bluesky

Human-centred AI for emergency cardiac care: Evaluating RAPIDx AI with PROLIFERATE_AI Science Direct www.sciencedirect.com/science/arti...

Feb 9, 2025 · 2 likes · 2 shares View post →
Banu Mohan
@drvbanu · X

RT @MariaAPinero: Think AI in the ER is more sci-fi than reality? Think again. Our latest study cuts through the hype to tackle a big quest…

Feb 8, 2025 · 3 shares · 62 followers View post →
Flinders Caring Futures Institute
@FlindersCFI · X

RT @MariaAPinero: I’m beyond excited to share that my latest research ( https://t.co/TLM7LI04I4 ), PROLIFERATE_AI, has just been featured i…

Feb 6, 2025 · 1 share · 1,104 followers View post →
Dr Maria Alejandra Pinero de Plaza, PhD
@MariaAPinero · X

I’m beyond excited to share that my latest research ( https://t.co/TLM7LI04I4 ), PROLIFERATE_AI, has just been featured in the news! https://t.co/jNWxm8oX7c

Feb 6, 2025 · 4 likes · 1 share · 1,893 followers View post →
Dr Michael Lawless
@mt_lawless · X

RT @MariaAPinero: https://t.co/TLM7LI04I4 https://t.co/1FuXGc8sf6

Feb 4, 2025 · 1 share · 555 followers View post →
Dr Maria Alejandra Pinero de Plaza, PhD
@MariaAPinero · X

https://t.co/TLM7LI04I4 https://t.co/1FuXGc8sf6

Feb 3, 2025 · 5 likes · 1 share · 1,893 followers View post →
Flinders Caring Futures Institute
@FlindersCFI · X

RT @MariaAPinero: https://t.co/TLM7LI04I4 https://t.co/AAcODKAnE8

Feb 2, 2025 · 1 share · 1,104 followers View post →
Yuri Quintana
@yuriquintana.com · Bluesky

In #IJMI - Human-centred AI for emergency cardiac care: Evaluating RAPIDx AI with PROLIFERATE_AI - PROLIFERATE_AI can continuously optimise AI tools in dynamic clinical environments. www.sciencedirect.com/science/arti...

Feb 2, 2025 · 1 like · 2 shares View post →
Yuri Quintana, PhD, FACMI
@yuriquintana · X

In @IJMedIn - Human-centred AI for emergency cardiac care: Evaluating RAPIDx AI with PROLIFERATE_AI - PROLIFERATE_AI can continuously optimise AI tools in dynamic clinical environments. https://t.co/096kjYiyKL

Feb 2, 2025 · 8,412 followers View post →
Dr Maria Alejandra Pinero de Plaza, PhD
@MariaAPinero · X

https://t.co/TLM7LI04I4 https://t.co/AAcODKAnE8 https://t.co/7KDPtcEozw

Feb 2, 2025 · 2 likes · 1 share · 1,893 followers View post →
Yusuf Olonade
@The_OYB · X

RT @MariaAPinero: Think AI in the ER is more sci-fi than reality? Think again. Our latest study cuts through the hype to tackle a big quest…

Feb 1, 2025 · 3 shares · 406 followers View post →
Flinders Caring Futures Institute
@FlindersCFI · X

RT @MariaAPinero: Think AI in the ER is more sci-fi than reality? Think again. Our latest study cuts through the hype to tackle a big quest…

Feb 1, 2025 · 3 shares · 1,104 followers View post →
Dr Maria Alejandra Pinero de Plaza, PhD
@MariaAPinero · X

Think AI in the ER is more sci-fi than reality? Think again. Our latest study cuts through the hype to tackle a big question: Can AI actually keep up with the real world of emergency medicine, or does it just get in the way? https://t.co/TLM7LI04I4

Feb 1, 2025 · 4 likes · 3 shares · 1,893 followers View post →
Dr Maria Alejandra Pinero de Plaza
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