iiinova — where your digital self keeps evolving

Ricardo Gonzales @ricardogonzales.bsky.social · 17/07/2026

Can #AI remove the gadolinium injection from #CMR? New in #JACC: first prospective, multicenter, blinded test of "virtual contrast" #VNE. 136 patients: 94% scar accuracy on clear images, 70% could skip the injection. Thanks to Zhang et al! 📝 doi.org/10.1016/j.ja... 🌐 www.rdm.ox.ac.uk/news/first-r...

Graphical abstract, Zhang et al JACC 2026: a 136-patient study showing AI Virtual Native Enhancement (VNE) matched contrast (LGE) cardiac MRI for scar (R=0.90) and could avoid contrast injection in 70% of heart attack patients at 94% accuracy.

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Reposted by Ricardo Gonzales

Mass General Brigham Research @mgbresearch.bsky.social · 29/05/2026

How do we know whether medical AI tools are reliable, fair and ready for patient care? Two new papers from @mgbresearch.bsky.social researchers describe standardized resources for documenting and evaluating medical AI systems, including how models are built, tested and compared.

doi.org

Metrics for Artificial Intelligence in Medicine: A Reference Resource | Radiology: Artificial Intelligence

A comprehensive, machine-interpretable taxonomy of artificial intelligence (AI) performance metrics provides a shared vocabulary and structured foundation to facilitate rigorous, transparent, and r...

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Ricardo Gonzales @ricardogonzales.bsky.social · 07/05/2026

Pensar el Perú desde fuera también es una forma de responsabilidad. Gracias a @elcomercio.pe por visibilizar a la comunidad peruana en @harvard.edu y las conversaciones que impulsamos desde la Peru Conference at Harvard 2026. Comparto la nota: elcomercio.pe/mundo/actual...

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Reposted by Ricardo Gonzales

Radiology: Artificial Intelligence @radiology-ai.bsky.social · 13/03/2026

Metrics for Artificial Intelligence in Medicine: A Reference Resource doi.org/10.1148/ryai.260070 #metrics #AIperformance #Radiology

Image from article in Radiology: Artificial Intelligence

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Reposted by Ricardo Gonzales

Radiology: Artificial Intelligence @radiology-ai.bsky.social · 14/03/2026

Supporting communication in Radiology AI with ROADMAP, a new ontology doi.org/10.1148/ryai.260069 #AI #Radiology #MachineLearning

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Ricardo Gonzales @ricardogonzales.bsky.social · 11/03/2026

2 papers published today in @radiology-ai.bsky.social! Medical AI needs more than better models. It needs infrastructure for machine-readable models, datasets and evaluation. 📝ROADMAP: doi.org/10.1148/ryai... 📝Metrics: doi.org/10.1148/ryai... Thanks to @cekahn.bsky.social et al!

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Ricardo Gonzales @ricardogonzales.bsky.social · 28/02/2026

Attending @scmrorg.bsky.social in Rio 🇧🇷 was the highlight of the month. It was a pleasure to give an oral presentation on generalist #AI training for #CMR. Big thanks to the #IET travel award! 🔗 SCMR abstract: doi.org/10.1016/j.jo... 🔗 IET travel award report: www.theiet.org/media/rlmofi...

Oxford CMR group photo at the SCMR 2026 closing ceremony in Rio de Janeiro, Brazil

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Ricardo Gonzales @ricardogonzales.bsky.social · 11/12/2025

Glad to share my reflection on #REPU and its impact on medical imaging in The Vasty Deep. Grateful to @cekahn.bsky.social for the opportunity to highlight this work and our students. Great to connect with the @radiology-ai.bsky.social community at #RSNA25! 📝 radiologyai.substack.com/p/opening-do...

"Opening Doors to Al in Medical Imaging: Lessons from REPU" published in The Vasty Deep, the official blog of the journal Radiology: Artificial Intelligence, by Ricardo A. Gonzales

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Ricardo Gonzales @ricardogonzales.bsky.social · 25/09/2025

Two photos, 24 years apart: ever-growing family love and a greater desire to change the world. Grateful to my parents as I graduate my DPhil at the @ox.ac.uk.

Ricardo Gonzales and his parents - DPhil graduation ceremony at Oxford

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Ricardo Gonzales @ricardogonzales.bsky.social · 01/07/2025

📢 The #SCMR2025 Highlights paper is now out in @journalofcmr.bsky.social! Honored to contribute alongside an outstanding team, co-leading the AI section with @merelhuisman.bsky.social. We reviewed 96 abstracts to capture where #AI in cardiac MRI is headed. 📄 doi.org/10.1016/j.jo... #whyCMR

Highlights of the Society for Cardiovascular Magnetic Resonance (SCMR) 2025 Conference: leading the way to accessible, efficient and sustainable CMR, Journal of Cardiovascular Magnetic Resonance

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Reposted by Ricardo Gonzales

Jugo.pe @jugoperu.bsky.social · 26/06/2025

🚀 De Lima a Yale, sin dinero ni contactos… solo con ganas de aprender y cambiar el mundo. Si crees que hacer ciencia desde el Perú es imposible, este artículo de Ricardo Gonzales, invitado por @ameriqo.bsky.social, va a volarte la cabeza 🧬🔥 🧃Clic aquí: tinyurl.com/yekzu39y

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Ricardo Gonzales @ricardogonzales.bsky.social · 26/06/2025

🔬 ¡REPU está buscando estudiantes de ciencias! ¿Estás en pregrado 🇵🇪 y quieres hacer #investigación #STEM en las mejores universidades del mundo 🌎? El programa internacional de #REPU tiene convocatoria abierta hasta el 27 de junio. 👉 repuprogram.org/admissions

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