Lasai Barreñada, "Lasso"
@lasaibarrenada.bsky.social
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Learning to research less but better at KU Leuven. Statistics and models for medicine.
reposted by
Lasai Barreñada, "Lasso"
Ben Van Calster
about 1 month ago
In our latest work, we show that risk estimates for patients are HUGELY uncertain due to model, data, and population uncertainty. Even for well performing models (c statistic, calibration, utility) based on large N. @laure_wynants @ESteyerberg
@lasaibarrenada.bsky.social
arxiv.org/abs/2506.17141
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The fundamental problem of risk prediction for individuals: health AI, uncertainty, and personalized medicine
Background: Clinical prediction models for a health condition are commonly evaluated regarding performance for a population, although decisions are made for individuals. The classic view relates uncer...
https://arxiv.org/abs/2506.17141
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Lasai Barreñada, "Lasso"
Laure Wynants
6 months ago
What a great day yesterday! 🎉 Dr. Shan Gao and Dr. Elena Albu successfully defended their PhDs on the dynamic prediction of CLABSI using EHR data. A huge milestone after four years of dedicated research!
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Lasai Barreñada, "Lasso"
Maarten van Smeden
6 months ago
PROBAST+AI is out! A risk of bias tool for prediction models developed using any kind of analytical approach (stats/ml/ai/ds) Really proud of this collaboration with many prediction model experts around the world
www.bmj.com/content/388/...
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I will be presenting our recent work on individual risk estimation uncertainty at ENAR in New Orleans. Come say hi! Work with
@benvancalster.bsky.social
@laurewynants.bsky.social
#DoranneThomassen
#EwoutSteyerberg
7 months ago
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Lasai Barreñada, "Lasso"
Laure Wynants
7 months ago
Are you a statistician or health-economist who wants to develop new methods and who is interested in evaluating the role of diagnostic & prognostic prediction models and AI? We have an opening for a PhD position at Maastricht University!
www.academictransfer.com/nl/jobs/3503...
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PhD in Epidemiology on value-of-information from validating clinical prediction models and AI
Join Maastricht University as a PhD student in Epidemiology, advancing interdisciplinary methods to ensure reliable AI in healthcare through innovative statistical and health-economic approaches. Job ...
https://www.academictransfer.com/nl/jobs/350390/phd-in-epidemiology-on-value-of-information-from-validating-clinical-prediction-models-and-ai/?_gl=1*1i4em4f*_up*MQ..*_gs*MQ..&gclid=CjwKCAjwnPS-BhBxEiwAZjMF0meDXuKk3LETvpYPeWWJrPXTsCJnZb1Gk08KxbKM0iA4bQUNgijrWBoCQxUQAvD_BwE
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NEW PREPRINT 📊: We propose 3 methods to obtain flexible calibration plots while accounting for clustering: 1. Clustered Group Calibration (CG-C) 2. Two-Stage Meta-Analysis Calibration (2MA-C) 3. Mixed Model Calibration (MIX-C) Ready-to-use R code included!
add a skeleton here at some point
7 months ago
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Lasai Barreñada, "Lasso"
Alex Carriero
8 months ago
Happy to share the first paper of my PhD is published☺️! In case you like to use class imbalance corrections, maybe it is interesting. Let me know what you think!
onlinelibrary.wiley.com/doi/10.1002/...
Many thanks to
@maartenvsmeden.bsky.social
,
@benvancalster.bsky.social
, Anne, Kim and Carl !!
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Time to say goodbye to the Julius center and the beautiful city of Utrecht 👋 In just 4 short months, I’ve gained invaluable experiences, connections, and good memories. Grateful for the opportunity to grow in such an inspiring place and special thanks to
@maartenvsmeden.bsky.social
for hosting me 💙
8 months ago
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Lasai Barreñada, "Lasso"
Laure Wynants
10 months ago
We have two vacancies for a postdoctoral and PhD researcher at Maastricht University. They will work on the development and application of value-of-information methods for the validation of clinical risk prediction models and medical AI. links below
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PhD in Epidemiology on value-of-information from validating clinical prediction models and AI
PhD in Epidemiology on value-of-information from validating clinical prediction models and AI
https://vacancies.maastrichtuniversity.nl/job/Maastricht-PhD-in-Epidemiology-on-value-of-information-from-validating-clinical-prediction-models-and-AI/810162102/
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reposted by
Lasai Barreñada, "Lasso"
Maarten van Smeden
10 months ago
My favourite thing about the paper is this summary table
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Just out as preprint our overview of 32 performance measures for clinical prediction models. We recommend always including: AUROC, calibration plot, a clinical utility measure and a plot of probability distributions per outcome. Fully reproducible code in Pyhton and R:
github.com/benvancalste...
add a skeleton here at some point
10 months ago
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Lasai Barreñada, "Lasso"
TRIPOD Statement
11 months ago
We've made the move across...so here’s a little thread introducing the various TRIPOD reporting guidelines to provide standards for
#transparency
and completeness of clinical prediction models to facilitate
#reproducibility
and guide
#openscience
#MLSky
#StatsSky
#statistics
#academia
#EpiSky
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reposted by
Lasai Barreñada, "Lasso"
Lotta Meijerink
10 months ago
Happy to share the first article of my PhD, which is now available as a pre-proof! We looked at methods used to adjust existing (AI/ML) clinical prediction models to new contexts, like different hospitals, clinical domains or to a specific individual. Curious to hear your thoughts!😃
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Lasai Barreñada, "Lasso"
Stephen Senn
10 months ago
IMO it’s a mistake to give stats to 1st year med students. It’s not why they chose medicine & they resent it. Better to wait until they have developed some curiosity for it. I argued unsuccessfully for this during my time at UCL.
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