Amin
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aminad.bsky.social
Amin
@aminad.bsky.social
Fairness in Medical AI, Research Scientist and PhD Candidate at UBC

xʷməθkʷəy̓əm Territory, Vancouver
Reposted by Amin
We have a new paper in Science Advances proposing a simple test for bias:

Is the same person treated differently when their race is perceived differently?

Specifically, we study: is the same driver likelier to be searched by police when they are perceived as Hispanic rather than white?

1/
November 24, 2025 at 6:14 PM
Reposted by Amin
Allowing doctors to practise in both public and private systems solves what exactly? What Alberta is proposing may sound good superficially but makes no sense in the Canadian context, by @picardonhealth.bsky.social www.theglobeandmail.com/opinion/arti... via @theglobeandmail.com
November 20, 2025 at 12:17 PM
It’s not too late to register!
Not too big. Not too small.
#ML4H2025 is just right for deep conversations and building meaningful connections.
Come get your healthy dose of ML research and vitamin D in sunny San Diego!
Register today: ahli.cc/ml4h-register/
It might be your favorite conference of the year!
November 18, 2025 at 11:40 PM
Reposted by Amin
Not too big. Not too small.
#ML4H2025 is just right for deep conversations and building meaningful connections.
Come get your healthy dose of ML research and vitamin D in sunny San Diego!
Register today: ahli.cc/ml4h-register/
It might be your favorite conference of the year!
November 18, 2025 at 6:43 PM
Reposted by Amin
Online registration for #ML4H2025 closes in 6-7 days! Don't wait. Secure your spot before November 21st and join us in San Diego: ahli.cc/ml4h-register/

In-person registration will be available during the event at Westin San Diego Gaslamp.
ML4H 2025 Registration – AHLI
ahli.cc
November 14, 2025 at 6:08 PM
Thank you! I am inspired by your research and advocacy
November 13, 2025 at 11:14 PM
Reposted by Amin
Social Determinants of Health and Racial Disparities in Lung Function

Environmental exposures explain a larger proportion of racial disparities in lung function than previously believed
aminad.bsky.social @news.ubc.ca @donsin40.bsky.social
@msafavi.bsky.social

🔗 tinyurl.com/43vb6ubz
November 12, 2025 at 5:14 PM
Reposted by Amin
"Trapped in a ChatGPT Spiral." 🌀

Important work by @kashhill.bsky.social & @dylanfreedman.nytimes.com on how chatbots have a tendency to endorse conspiratorial and mystical belief systems. This shows again how conformist LLMs can be. Worth a listen 👇
www.nytimes.com/2025/09/16/p...
Trapped in a ChatGPT Spiral
www.nytimes.com
September 16, 2025 at 1:07 PM
Reposted by Amin
Some health-data companies are selling access to patient records to pharmaceutical companies without patients’ knowledge, according to a new study, by @hannay.bsky.social www.theglobeandmail.com/business/art... via @theglobeandmail.com
Health-data companies selling access to patient records, study says
Research paper highlights potential downsides when private companies are integrated into the health care system in crucial roles without enough oversight
www.theglobeandmail.com
May 5, 2025 at 11:26 PM
Reposted by Amin
Is it (race as a social determinant of health)...

or is it (racism as a fundamental cause of health inequities")?
November 1, 2025 at 9:14 PM
Lung function gaps dropped by up to 26% between Black and White individuals after excluding those with unfavorable exposures. Remarkably, home ownership alone was linked to a 12–13% reduction in disparities among Black and White children.
November 1, 2025 at 8:45 PM
Starting from a baseline reference population, we show racial gaps in lung function shrink as we sequentially exclude individuals with occupational dusts/fume exposure, inactivity, maternal/second-hand tobacco use, obesity, lack of home ownership and insurance, lower education, and unhealthy diet.
November 1, 2025 at 8:31 PM
🗞️Hot off the press in @atsblueeditor.bsky.social!

Our analysis shows that unfavourable social and environmental exposures
explain a much larger share of racial disparities in lung function than previously thought.

Details: doi.org/10.1164/rccm...

@msafavi.bsky.social @awgaffney.bsky.social
Social Determinants of Health and Racial Disparities in Lung Function: Findings from the National Health and Nutrition Examination Survey, 2007–2012 | American Journal of Respiratory and Critical Care...
doi.org
November 1, 2025 at 7:52 PM
Reposted by Amin
🎉 #ML4H2025 decisions are out!
✅ 74 papers accepted in the Proceedings track
✅ 71 papers accepted in the Findings track
Huge congrats to all authors!
Register today and join us in San Diego for an amazing conference: ahli.cc/ml4h-register/
ML4H 2025 Registration – AHLI
ahli.cc
October 27, 2025 at 11:18 PM
Reposted by Amin
⏰ Don’t miss the Early Bird rates (ends Oct 15)!

AI & the Future of Medicine
📅 Nov 15–16 | 📍 UBC Vancouver

Day 1: Free
Day 2: $15 (academics) / $150 (industry)

🎟️ Register now tinyurl.com/2ja3n5j8
ℹ️ More info tinyurl.com/44vayx4m
#DataHealthUBC #AIandMedicine #MITCriticalData
October 10, 2025 at 3:29 PM
Reposted by Amin
Q: The US spends almost 2x on healthcare - why? Is it the 💰prices, or ⬆️use?
A: It's (still) the prices. We pay 2x prices (and often use less: fewer in-person physician visits, shorter hospital stays) www.healthsystemtracker.org/chart-collec...

#Quality #Affordability #Healthcare
How healthcare prices and utilization in the United States compare to peer nations? - Peterson-KFF Health System Tracker
This chart collection compares indicators of health care utilization and prices in the United States and 11 similarly wealthy countries to investigate whether higher prices or higher utilization of he...
www.healthsystemtracker.org
September 5, 2025 at 1:57 PM
Reposted by Amin
A Spanish foundation using an artificial-intelligence tool to screen grant applications says it makes the peer-review process more efficient, but other researchers say it’s a breakdown in trust. www.nature.com/articles/d41...
When AI rejects your grant proposal: algorithms are helping to make funding decisions
A Spanish foundation using an artificial-intelligence tool to screen grant applications says it makes the peer-review process more efficient, but other researchers say it’s a breakdown in trust.
www.nature.com
September 5, 2025 at 8:02 PM
Reposted by Amin
📢 Submissions are OPEN for #ML4H2025!

Main Symposium and Demos Track now accepting papers. Deadline for both is Sept 8 (AOE).
🔗 Symposium: openreview.net/group?id=ML4...
🔗 Demos: openreview.net/group?id=ML4...

Join us in sunny San Diego on Dec 1–2, right before
@neuripsconf.bsky.social
ML4H 2025 Symposium
Welcome to the OpenReview homepage for ML4H 2025 Symposium
openreview.net
August 12, 2025 at 1:56 PM
Reposted by Amin
📢 The #ML4H2025 Author Mentorship Program is now open for sign-ups!

🐣 Mentees: get expert feedback & level up your submission
🦉 Mentors: share your wisdom & support the next gen

It’s like co-writing, minus the authorship drama!

Sign up 👉 ahli.cc/ml4h/mentors...
Mentorship Programs – ML4H
ahli.cc
July 3, 2025 at 6:15 PM
Reposted by Amin
🚨 Machine Learning for Health (ML4H) is back and better than ever!
🌴 Join us in San Diego on December 1–2, 2025, right before
@NeurIPSConf!
📢 Call for Papers is LIVE → ahli.cc/ml4h/call-fo...
⏳ Deadline: Sept 8 — don’t miss it!
🔁 RT and follow @ahli-cc.bsky.social for updates!
Call for Papers – ML4H
ahli.cc
June 21, 2025 at 12:03 AM
Lung function reference equations are designed to estimate healthy lung function using data from healthy volunteers. However, in patients with respiratory diseases, "healthy lung function" is an unobservable counterfactual.

www.atsjournals.org/doi/abs/10.1...
How (Not) to Validate Race-Neutral Lung Function Reference Equations | American Journal of Respiratory and Critical Care Medicine
www.atsjournals.org
May 8, 2025 at 8:34 PM
Reposted by Amin
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...
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 ...
www.academictransfer.com
March 21, 2025 at 2:44 PM
Reposted by Amin
🫁⚖️ Can lung tests ever be truly race-neutral?

A new study shows no spirometry measure fully avoids racial bias. Fairness depends on context – different definitions of 'race neutrality' clash in practice.

🔗 www.atsjournals.org/doi/10.1164/...

#SciComm #HealthEquity 🧪
Is Achieving a Fully Race-Neutral Approach to Lung Function Classification Even Possible? | American Journal of Respiratory and Critical Care Medicine
www.atsjournals.org
March 23, 2025 at 11:21 AM
Reposted by Amin
Breath testing has more than a century of racist assumptions baked into it because it was originally used in the U.S. to argue Black people have inferior lungs, says UBC public scholar Amin Adibi. 🫁
How Racial Bias Affects Asthma Testing | The Tyee
And how a new study points towards a more effective approach.
thetyee.ca
March 18, 2025 at 3:03 PM