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Xiao Liu

@xiaoliu.bsky.social
3.3K followers 224 following 37 posts

Health at Microsoft AI Deputy Editor @ai.nejm.org Hon Associate Professor @unibirmingham.bsky.social Prev Apple, Prev ophthalmology doctor in the NHS

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Reposted by Xiao Liu
Mustafa Suleyman @mustafasuleymanai.bsky.social · 30/06/2025
This research is just the first step on a long, exciting journey. We’re excited to keep testing and learning with our healthcare partners in pursuit of better, more accessible care for people everywhere. More on the blog today: microsoft.ai/new/the-path...
microsoft.ai
The Path to Medical Superintelligence  | Microsoft AI
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Mustafa Suleyman @mustafasuleymanai.bsky.social · 30/06/2025
MAI-DxO in action, tackling one of those complex cases:
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Eric Topol @erictopol.bsky.social · 30/06/2025
Agentic A.I. vs experienced physicians for diagnosis of > 300 complex diagnostic cases: 4-fold higher accuracy and 20% lower cost arxiv.org/abs/2506.22405
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Mustafa Suleyman @mustafasuleymanai.bsky.social · 30/06/2025
We're taking a big step towards medical superintelligence. AI models have aced multiple choice medical exams – but real patients don’t come with ABC answer options. Now MAI-DxO can solve some of the world’s toughest open-ended cases with higher accuracy and lower costs.
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Elisabeth Mahase @emahase.bsky.social · 07/04/2025
AI tools have a lot of potential to improve medicine and the healthcare landscape. But how are they regulated? And what does 'gold standard' evidence look like? @jessrmorley.bsky.social @xiaoliu.bsky.social @bmj.com www.bmj.com/content/389/...
bmj.com
AI in healthcare: what does good evidence and regulation look like?
Artificial intelligence is infiltrating medicine at many levels, from providing patients with medical advice and summarising patients’ notes to aiding diagnoses. Elisabeth Mahase looks at how the rese...
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Xiao Liu @xiaoliu.bsky.social · 04/04/2025
Our team at @unibirmingham.bsky.social have supported the UK National Screening Committee in the evidence approach for #AI in Diabetic Eye Screening over last few years. In this paper we outline the NSC's considerations for evaluating ARIAs in England. doi.org/10.1016/j.la...
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Xiao Liu @xiaoliu.bsky.social · 28/03/2025
Great to be at NICE Conference yesterday for a closing discussion on AI! Can we ensure evidence generation is as adaptive and intelligent as the technology, without compromising definitions of 'Safe, Effective and Equitable & do it in a way that is collaborative, transparent and trustworthy?
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Xiao Liu @xiaoliu.bsky.social · 28/03/2025
The recording of this talk on STANDING Together is available if you missed it! www.datadiversity.org
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Xiao Liu @xiaoliu.bsky.social · 31/01/2025
@ai.nejm.org is now on bluesky! 🥳
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Melissa McCradden @mdmccradden.bsky.social · 06/01/2025
📣 CANAIRI: the Collaboration for Translational AI Trials! Co lead @xiaoliu.bsky.social @naturemedicine.bsky.social Perhaps most important to AI translation is the local silent trial. Ethically, and from an evidentiary perspective, this is essential! url.au.m.mimecastprotect.com/s/pQSsClx14m...
url.au.m.mimecastprotect.com
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Xiao Liu @xiaoliu.bsky.social · 08/01/2025
CANAIRI - Collaboration for AI Translational Trials - takes flight!🪽 We will work together to define how to take a #sociotechnical approach to responsible #AI integration in healthcare. Spearheaded by my awesome co-lead @mdmccradden.bsky.social 🦜 nature.com/articles/s41...
nature.com
CANAIRI: the Collaboration for Translational Artificial Intelligence Trials in healthcare - Nature Medicine
Nature Medicine - CANAIRI: the Collaboration for Translational Artificial Intelligence Trials in healthcare
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Joe Alderman @jaldmn.bsky.social · 18/12/2024
Hello there BlueSky, it's a great pleasure to be able to share a project our team has been working on these last three years! (Led by the venerable @xiaoliu.bsky.social) www.thelancet.com/journals/lan... 1/
thelancet.com
Tackling algorithmic bias and promoting transparency in health datasets: the STANDING Together consensus recommendations
Without careful dissection of the ways in which biases can be encoded into artificial intelligence (AI) health technologies, there is a risk of perpetuating existing health inequalities at scale. One major source of bias is the data that underpins such technologies. The STANDING Together recommendations aim to encourage transparency regarding limitations of health datasets and proactive evaluation of their effect across population groups. Draft recommendation items were informed by a systematic review and stakeholder survey.
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Xiao Liu @xiaoliu.bsky.social · 19/12/2024
One of my biggest joys is seeing an entire community take a stand for something important. STANDING Together, recommendations for health data diversity and algorithmic bias is now published: an international effort involving >350 experts & 58 countries. www.thelancet.com/journals/lan...
thelancet.com
Tackling algorithmic bias and promoting transparency in health datasets: the STANDING Together consensus recommendations
Without careful dissection of the ways in which biases can be encoded into artificial intelligence (AI) health technologies, there is a risk of perpetuating existing health inequalities at scale. One major source of bias is the data that underpins such technologies. The STANDING Together recommendations aim to encourage transparency regarding limitations of health datasets and proactive evaluation of their effect across population groups. Draft recommendation items were informed by a systematic review and stakeholder survey.
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Xiao Liu @xiaoliu.bsky.social · 04/12/2024
Only 9 algorithms submitted to the UK Gov's #AI public register so far. Including just 3 since 2022.
theguardian.com
UK government failing to list use of AI on mandatory register
Technology secretary admits government departments are not being transparent over way they use AI and algorithms
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Xiao Liu @xiaoliu.bsky.social · 04/12/2024
The MHRA has just announced 5 AI products for its Airlock (Regulatory Sandbox) programme. I’m on the governance board and am excited to see this take flight. The products include: - two LLM based devices - a platform - a personalised care product (breast cancer) - a risk prediction product (COPD)
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Hypervisible @hypervisible.blacksky.app · 01/12/2024
“It’s the rhetoric of AI today that is about gaslighting humans into surrendering their own power and their own confidence in their agency and freedom. That’s the existential threat, because that’s what will enable humans to feel like we can just take our hands off the wheel and let AI drive.”
vox.com
Shannon Vallor says AI does present an existential risk — but not the one you think
AI is not a “stochastic parrot,” It’s a mirror, says the philosopher.
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Xiao Liu @xiaoliu.bsky.social · 28/11/2024
The #SAIL25 CALL FOR ABSTRACTS is now open! Join SAIL 2025 on May 6-9 in Río Grande, Puerto Rico! In-person attendance is limited to those with accepted work. NEJM_AI will award cash scholarships to the top abstracts. Travel support is also available. Submit here by January 17:
sail.health
Participate – SAIL: Symposium on Artificial Intelligence for Learning Health Systems
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Reposted by Xiao Liu
Joe Alderman @jaldmn.bsky.social · 27/11/2024
First up (led by Dr El Laws): www.clinicalimaging.org/article/S089... We show gaps in the #data landscape for #mammography, with demographic data often missing, and the entire continent of Africa excluded. This means the #datasets currently available do not represent most of the world.
clinicalimaging.org
Diversity, inclusivity and traceability of mammography datasets used in development of Artificial Intelligence technologies: a systematic review
There are many radiological datasets for breast cancer, some which have supported the development of AI medical devices for breast cancer screening and image classification. This review aims to identi...
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Joe Alderman @jaldmn.bsky.social · 27/11/2024
Hello Bluesky! It seems nicer here than in the other place 🥲 I'm Joe: a medical doctor & clinical researcher based in Birmingham, UK. I work with @xiaoliu.bsky.social & co. on all things #AI in #healthcare. We have a few papers coming out in the coming weeks. Below are a few from earlier this year
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Xiao Liu @xiaoliu.bsky.social · 25/11/2024
Excited to be speaking at #THISspace2024 tomorrow on Responsible data science and health innovation, hosted by @thisinstitute.bsky.social
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Xiao Liu @xiaoliu.bsky.social · 23/11/2024
We are launching a new MSc in #AI Implementation (Healthcare) programme at the University of Birmingham (UK) in 2025
birmingham.ac.uk
Artificial Intelligence Implementation (Healthcare) MSc / PGDip - University of Birmingham
There is an urgent need for leaders of AI implementation across the healthcare workforce of the UK and worldwide. The MSc AI Implementation (Healthcare) programme is designed to address this need.
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Xiao Liu @xiaoliu.bsky.social · 22/11/2024
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Ada Lovelace Institute @adalovelaceinst.bsky.social · 20/11/2024
The Sudlow Review resonates with Ada's research with @healthfoundation.bsky.social. The data 'pipeline' underpinning data-driven systems in healthcare is full of ‘knots’ which disrupt how well they work, creating systemic and unequal impacts on people. www.adalovelaceinstitute.org/report/knott...
adalovelaceinstitute.org
A knotted pipeline
Data-driven systems and inequalities in health and social care
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Rob Fleming @robjimfleming.bsky.social · 20/11/2024
This is an excellent starter pack for anyone in #Medsky looking to follow all the national bodies who have now joined Bluesky. go.bsky.app/a2U8nw
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Xiao Liu @xiaoliu.bsky.social · 20/11/2024
Gaps in health #data drives health #inequalities in an #AI and data-driven future. We wrote about this in NEJM AI and are working on it at STANDING Together: www.datadiversity.org
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Xiao Liu @xiaoliu.bsky.social · 20/11/2024
Recently we published this paper highlighting that publicly available #Covid19 imaging datasets are...a mess, re-used, mixed, not traceable and not very well documented.
thelancet.com
Revealing transparency gaps in publicly available COVID-19 datasets used for medical artificial intelligence development—a systematic review
During the COVID-19 pandemic, artificial intelligence (AI) models were created to address health-care resource constraints. Previous research shows that health-care datasets often have limitations, le...
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Alex Hanna @alexhanna.bsky.social · 15/11/2024
Here's the Mystery AI Hype Theater 3000 starter pack! Includes past guests and friends of the show. @emilymbender.bsky.social @whatulysses.bsky.social go.bsky.app/3BjnHmd
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Roxana Daneshjou, MD, PhD @roxanadaneshjou.bsky.social · 08/11/2024
I’ve started an AI in healthcare starter pack! Let me know who is missing. go.bsky.app/7PeNwep
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BWJones @bwjones.bsky.social · 19/10/2024
Here’s your Vision Scientists Starter pack for Bsky. Lemme know who I’ve missed. go.bsky.app/3EWSGiv
Vision scientists starter pack.
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Xiao Liu @xiaoliu.bsky.social · 15/11/2024
Happy Friday new Bluesky friends, I’m off to hibernate and recharge for the weekend
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Keith Grimes @keithgrimes.bsky.social · 14/11/2024
Accidentally deleted post! Fun fact: 1% of greenhouse gas emissions come from Medical Imaging Also Latest SomX podcast covers sustainability in healthcare well podcasts.apple.com/gb/podcast/h...
podcasts.apple.com
Why we need system-level change for better population health
Podcast Episode · Healthtech Pigeon · 10/11/2024 · 1h 58m
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Keith Grimes @keithgrimes.bsky.social · 14/11/2024
@xiaoliu.bsky.social latest Healthtech pigeon podcast covers sustainability in healthcare well @gareththompson.bsky.social podcasts.apple.com/gb/podcast/h...
podcasts.apple.com
Why we need system-level change for better population health
Podcast Episode · Healthtech Pigeon · 10/11/2024 · 1h 58m
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Xiao Liu @xiaoliu.bsky.social · 14/11/2024
🧵 Takeaways from Westminster Health Forum - AI in Healthcare, happening now www.westminsterforumprojects.co.uk/conference/A...
westminsterforumprojects.co.uk
AI in Health 24
AI in healthcare - next steps for development, regulation and adoption
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Trish Greenhalgh @trishgreenhalgh.bsky.social · 13/11/2024
Thread for those new to BlueSky. First of all, welcome. It feels like a safer space, doesn’t it? But also perhaps a bit disorienting initially? Here’s some tips for getting your bearings.
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Xiao Liu @xiaoliu.bsky.social · 13/11/2024
I’m speaking on safe implementation of #AI and real world monitoring tomorrow - making a case for translational trials and algorithmic audits (and making sure hospitals have the resources to do it) www.westminsterforumprojects.co.uk/conference/A...
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Xiao Liu @xiaoliu.bsky.social · 26/10/2023
Our latest paper on the value of standards for health data and AI has just been published in @NatureMedicine! We consider how standards and guidelines can help tackle issues of bias and non-diversity in health data, as well as the challenges of implementing them. www.nature.com/articles/s41...
nature.com
The value of standards for health datasets in artificial intelligence-based applications - Nature Me...
A systematic review, combined with a stakeholder survey, presents an overview of current practices and recommendations for dataset curation in health, with specific focuses on data diversity and artif...
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Xiao Liu @xiaoliu.bsky.social · 21/10/2023
Great to see the World Health Organization guidance on Artificial Intelligence in Health just published. Happy to have contributed to this international effort towards enabling safe use of AI in healthcare! www.who.int/news/item/19...
who.int
WHO outlines considerations for regulation of artificial intelligence for health
The World Health Organization (WHO) has released a new publication listing key regulatory considerations on artificial intelligence (AI) for health.
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