医療分野のAIモデルの性能評価オープンプラットフォームMedPerfを提案。データではなくAIモデルを連合(Federated)させ、評価可能としている点が肝。結果、医療機関はデータプライバシーを担保可能。 Federated benchmarking of medical artificial intelligence with MedPerf https://t.co/zdGXra8p9D
Federated benchmarking of medical artificial intelligence with MedPerf.
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Jul 2023 – Jan 2024Where it's discussed
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X / Twitter21 posts
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News4 articles
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YouTube2 videos
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Facebook2 posts
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Reddit2 posts
AI synopsis
What people are saying
Discussions frequently reference the innovative nature of MedPerf, with phrases like 'major milestone' and 'open platform' conveying excitement and importance. Comments highlight challenges and solutions in healthcare AI, emphasizing the platform's potential to advance evidence-based practice and data privacy, reflecting both high interest and perceived impact.
Most discussions express strong support and recognition of the value of MedPerf's federated benchmarking approach for medical AI.
Comments show high curiosity and enthusiasm, highlighting the platform's innovative design and potential impact.
Posts delve into technical details and implications, indicating a moderate level of thoughtful engagement.
The emphasis on solving current challenges in healthcare AI and the mention of major institutions suggest significant influence on the field.
Abstract in brief
- Medical AI has the potential to enhance healthcare by improving evidence-based practice, personalizing treatment, cutting costs, and enhancing experiences for providers and patients.
- MedPerf is introduced as an open platform designed for benchmarking medical AI models, enabling federated evaluation across healthcare organizations while maintaining data privacy.
- The text outlines the challenges in healthcare AI, highlights the design and current status of MedPerf, and calls for collaboration from researchers and organizations to advance the platform.
Top posts
Most liked on X and Bluesky@MLCommons medical working group announces a major milestone for evaluating AI model performance on large, diverse, real-world datasets with Federated Benchmarking of Medical Artificial Intelligence with MedPerf in Nature Machine Intelligence. https://t.co/vABY1HDrt2
Federated benchmarking of medical artificial intelligence with MedPerf https://t.co/SFVHUkR4FY
Federated benchmarking of medical artificial intelligence with MedPerf | Nature Machine Intelligence: current challenges healthcare and AI communities face, the need for an open platform, the design philosophy of MedPerf, its current implementation status. https://t.co/MWF46vCi1I
Federated benchmarking of medical artificial intelligence with MedPerf | Nature Machine Intelligence https://t.co/yc8Q3gEJA8 #AI https://t.co/ZCg3Rfg9xi
Also see the publication of „Federated Benchmarking of Medical Artificial Intelligence with MedPerf“ in the Nature Machine Intelligence journal. https://t.co/HceISaIPYE 2/2
All mentions
Federated Benchmarking of Medical AI with MedPerf
This video discusses MedPerf, an open platform for federated benchmarking of medical AI models, enabling performance evaluation across healthcare organizations while maintaining data privacy. It highlights the…
Federated Benchmarking of Medical AI with MedPerf Platform
MedPerf is an open platform designed for benchmarking medical AI models through federated evaluation across healthcare organizations while maintaining data privacy. The platform aims to improve evidence-based practice…
Federated benchmarking of medical artificial intelligence with MedPerf - https://t.co/D7o0pUraVP
Federated benchmarking of medical artificial intelligence with MedPerf https://t.co/bWDnv4eWN1
Federated benchmarking of medical artificial intelligence with MedPerf https://t.co/RgoVtqYOmJ
Federated benchmarking of medical artificial intelligence with MedPerf https://t.co/M30eLVZBQB #HackerNews
Federated benchmarking of medical artificial intelligence with MedPerf https://t.co/x4KwDrayJU #ChatGPT #GPT #GAIS #AI
あとで読む Federated benchmarking of medical artificial intelligence with MedPerf | Nature Machine Intelligence https://t.co/1wD9VP8c1S
RT @_stakaya: 医療分野のAIモデルの性能評価オープンプラットフォームMedPerfを提案。データではなくAIモデルを連合(Federated)させ、評価可能としている点が肝。結果、医療機関はデータプライバシーを担保可能。 Federated benchmarkin…
RT @_stakaya: 医療分野のAIモデルの性能評価オープンプラットフォームMedPerfを提案。データではなくAIモデルを連合(Federated)させ、評価可能としている点が肝。結果、医療機関はデータプライバシーを担保可能。 Federated benchmarkin…
医療分野のAIモデルの性能評価オープンプラットフォームMedPerfを提案。データではなくAIモデルを連合(Federated)させ、評価可能としている点が肝。結果、医療機関はデータプライバシーを担保可能。 Federated benchmarking of medical artificial intelligence with MedPerf https://t.co/zdGXra8p9D
MIT/ Harvard/ Stanford/ MSが連携、 医療用AIの一般化に向け、臨床別、施設毎に各性能を評価する「MedPerf」を開発。臨床場面でのAIの有用性を確認する。 Nature Medicine Intelligence Federated benchmarking of medical artificial intelligence with MedPerf https://t.co/oliXQdzn8k
Alexandros Karargyris et al. Federated benchmarking of medical artificial intelligence with MedPerf https://t.co/MlyjsmSgLF https://t.co/lweGZojFHH https://t.co/X4nlW1f4wn
Federated benchmarking of medical artificial intelligence with MedPerf | Nature Machine Intelligence https://t.co/yc8Q3gEJA8 #AI https://t.co/ZCg3Rfg9xi
Federated benchmarking of medical artificial intelligence with MedPerf https://t.co/SFVHUkR4FY
Also see the publication of „Federated Benchmarking of Medical Artificial Intelligence with MedPerf“ in the Nature Machine Intelligence journal. https://t.co/HceISaIPYE 2/2
Federated benchmarking of medical artificial intelligence with MedPerf | Nature Machine Intelligence: current challenges healthcare and AI communities face, the need for an open platform, the design philosophy of MedPerf, its current implementation status. https://t.co/MWF46vCi1I
RT @MLCommons: @MLCommons medical working group announces a major milestone for evaluating AI model performance on large, diverse, real-wor…
RT @MLCommons: @MLCommons medical working group announces a major milestone for evaluating AI model performance on large, diverse, real-wor…
RT @MLCommons: @MLCommons medical working group announces a major milestone for evaluating AI model performance on large, diverse, real-wor…
RT @MLCommons: @MLCommons medical working group announces a major milestone for evaluating AI model performance on large, diverse, real-wor…
RT @MLCommons: @MLCommons medical working group announces a major milestone for evaluating AI model performance on large, diverse, real-wor…
@MLCommons medical working group announces a major milestone for evaluating AI model performance on large, diverse, real-world datasets with Federated Benchmarking of Medical Artificial Intelligence with MedPerf in Nature Machine Intelligence. https://t.co/vABY1HDrt2