Arjun (Raj) Manrai Profile
Arjun (Raj) Manrai

@arjunmanrai

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Assistant Professor of Biomedical Informatics, Harvard Medical School @HarvardDBMI | Founding Deputy Editor, @NEJM_AI | Co-host, NEJM AI Grand Rounds

Boston, MA
Joined July 2014
Don't wanna be here? Send us removal request.
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@arjunmanrai
Arjun (Raj) Manrai
13 days
In 2020, @JamesADiao and I began studying race adjustment in lung-function equations. With amazing coauthors, today we published the past years of work in @NEJM , estimating the many clinical, financial, and occupational implications. #ATS2024 Full paper:
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@arjunmanrai
Arjun (Raj) Manrai
5 years
Introducing our new course at Harvard, BMI 704: Data Science for Medical Decision Making. If you're interested in data science and machine learning applied to medicine, have a look below. Guest lectures by @VPrasadMDMPH , @MauSantillana ! Data and readings:
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@arjunmanrai
Arjun (Raj) Manrai
7 months
In our new preprint, we evaluated GPT-4V on 934 challenging @NEJM medical image cases and 69 clinicopathological conferences. GPT-4V outperformed human respondents overall and across difficulty levels, skin tones, and image types except radiology, where it matched humans. GPT-4V
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@arjunmanrai
Arjun (Raj) Manrai
6 years
Billions of lab tests are performed in the U.S. each year, and most are not stratified by demographic variables (e.g. race, sex, age). Should they be? John Ioannidis, @chiragjp , and I explore some of the thorny challenges in our new @JAMA_current piece:
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@arjunmanrai
Arjun (Raj) Manrai
1 year
I couldn't be more excited to help launch @NEJM_AI as a Deputy Editor and to be working with @zakkohane , @AndrewLBeam , and the entire team
@NEJM_AI
NEJM AI
1 year
Coming soon: NEJM AI, a new journal from NEJM Group. NEJM AI aims to identify and evaluate state-of-the-art applications of artificial intelligence to clinical medicine. Learn more about the new journal:
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@arjunmanrai
Arjun (Raj) Manrai
5 years
Excited to share our new analysis in @NatureGenet led by brilliant colleagues @chiragjp and @cmlakhan of @HarvardDBMI : Repurposing large health insurance claims data to estimate genetic and environmental contributions in 560 phenotypes:
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@arjunmanrai
Arjun (Raj) Manrai
5 years
Will new genomics and machine learning applications in medicine yield useful biomarkers or expensive "biomarkup"? Excited to share my new article with @mandl in @JAMA_Current :
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@arjunmanrai
Arjun (Raj) Manrai
2 years
Excited to announce that I’ve joined the core faculty of @HarvardDBMI and that my lab has moved to @HarvardDBMI @HarvardMed . I’m thrilled to return to where I trained with @zakkohane & to join colleagues transforming medicine w/ computation. We’re hiring!
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@arjunmanrai
Arjun (Raj) Manrai
5 years
(Thread) The paper by Evangelia et al. in @JClinEpi on 'logistic regression = machine learning' for medicine has generated many reactions. This paper may be misinterpreted by #MachineLearning cynics and enthusiasts alike (). Some thoughts below👇 1/n
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@arjunmanrai
Arjun (Raj) Manrai
5 years
What comes through in the @NatureMedicine article by @EricTopol is that one of the biggest contributions of #ArtificialIntelligence to medicine is highlighting how often physicians disagree with one another. A few examples from the article below.
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@arjunmanrai
Arjun (Raj) Manrai
4 years
Excited to announce a new version of our course at Harvard, BMI704: Data Science for Medical Decision Making, and to be teaching with @chiragjp . We'll release lectures, data, and an interactive text of data science methods at link below. Sched + Readings:
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@arjunmanrai
Arjun (Raj) Manrai
5 years
If you're a researcher wondering if you should go to medical school, this advice by @zakkohane is the best I've seen (on his new lab website! ):
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@arjunmanrai
Arjun (Raj) Manrai
4 months
We started @NEJM_AI to publish clinical-grade evidence needed to improve patient care with AI. In our new editorial, we draw inspiration from the first year of the @NEJM_AI Grand Rounds podcast to illustrate what we are eager to publish going forward:
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@arjunmanrai
Arjun (Raj) Manrai
5 years
Excited to start teaching BMI704: Data Science for Medical Decision Making with @chiragjp today at @HarvardDBMI !
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@arjunmanrai
Arjun (Raj) Manrai
5 years
A few years ago, my mom saw her nephrologist for staging her kidney disease. An Indian American woman, she was given test results that *averaged* those of "African Americans" and "Everyone else". Honored that her story is included in this @NPR story:
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@arjunmanrai
Arjun (Raj) Manrai
5 years
Incredibly concise description (with costs per hour!) of your many options to train #DeepLearning models. From the great folks at @math_rachel @jeremyphoward
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@arjunmanrai
Arjun (Raj) Manrai
9 months
Can synthetic data produced by latent diffusion models improve medical AI? We studied this question using skin disease classifiers in our new preprint led by @luke_sagers @JamesADiao @lukemelas . Takeaways: • Synthetic images can enhance model performance in data-limited
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@arjunmanrai
Arjun (Raj) Manrai
4 years
Huge congratulations to new **Associate Prof** ⁦ @chiragjp ⁩ of @harvardmed @HarvardDBMI ⁩⁩. Of course the first thing he wants to do to celebrate is hold group meeting as planned and learn about new research.
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@arjunmanrai
Arjun (Raj) Manrai
9 days
🧵1/ I’m beyond proud of my student @JamesADiao who today became the 22nd student in the >200-year history of Harvard Medical School to receive his MD Summa Cum Laude. No better way to celebrate this by noting the uncanny similarities between James Diao and … Taylor Swift.
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@arjunmanrai
Arjun (Raj) Manrai
29 days
Could an AI second opinion service improve medical diagnosis and reduce medical errors **today**? We believe the answer is yes with proper oversight. @AdamRodmanMD and I reflect on the urgency in our new @statnews essay:
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@arjunmanrai
Arjun (Raj) Manrai
1 year
How will GPT-4 change medicine? I lost sleep after this long and fascinating conversation with @peteratmsr of Microsoft. He took us behind the scenes of the Microsoft/OpenAI partnership and predicted how GPT-4 & beyond will impact healthcare. Listen here:
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@arjunmanrai
Arjun (Raj) Manrai
6 months
It's a privilege to work alongside this creative & hard-working team. It was a great 2023 for our lab at @HarvardDBMI and we are looking forward to 2024!
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@arjunmanrai
Arjun (Raj) Manrai
5 years
If you're a researcher worried you can't compete with the resources of the big companies, this is a stunning defense of the disruptive power of small team science:
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@arjunmanrai
Arjun (Raj) Manrai
2 years
Can synthetic data from large diffusion models improve dermatology classifiers across populations? Hear @luke_sagers and @JamesADiao present our new work (joint w/ @pranavrajpurkar @mattgroh @AdeAdamson ) tmrw at the #NeurIPS22 SyntheticData4ML ws: Paper:
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@arjunmanrai
Arjun (Raj) Manrai
2 months
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@arjunmanrai
Arjun (Raj) Manrai
6 years
Great collection of @awscloud -hosted datasets for #MachineLearning image classification, NLP, and localization by @jeremyphoward and the kind folks at @fastdotai
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@arjunmanrai
Arjun (Raj) Manrai
5 years
Are you looking for a post-doc position in machine learning applied to fundamental questions in medical diagnosis? @chiragjp and I are recruiting for an exciting new position across our labs at @HarvardDBMI / @Bos_CHIP -- reach out if interested!
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@arjunmanrai
Arjun (Raj) Manrai
4 years
Reproducing neural architecture search for some ML models can cost 3 R01 grants, but do most medical applications need this? Our take on the top challenges to reproducibility of machine learning in medicine in the latest @JAMA_current :
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@arjunmanrai
Arjun (Raj) Manrai
5 years
Honoring @MIT_CSAIL 's Pete Szolovits at @harvardmed , @zakkohane shares 3 articles by Pete that were decades ahead of their time and are being recapitulated today.
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@arjunmanrai
Arjun (Raj) Manrai
6 months
We are supporting and encouraging the use of large language models in submissions to @NEJM_AI . Read our rationale in this new editorial led by the inimitable @DaphneKoller : and see the helpful thread by @AndrewLBeam below
@AndrewLBeam
Andrew Beam
6 months
1/n: We're excited to share a new policy on the responsible use of LLMs in drafting manuscripts for @NEJM_AI 🔗: We believe strongly that LLMs provide a net benefit to science writing, so we encourage their use. Rationale and caveats for this policy 👇
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@arjunmanrai
Arjun (Raj) Manrai
3 years
Medical centers across the US have recently removed race from estimates of kidney function. How might this impact care? In our new @JAMA_Current study led by superstar @harvardmed student @JamesADiao , we quantify the broad impact on Black Americans:
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@arjunmanrai
Arjun (Raj) Manrai
5 years
It's only t-SNE if it's from the Toulouse region of France; otherwise it's just sparkling PCA.
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@arjunmanrai
Arjun (Raj) Manrai
4 years
Congrats to @zakkohane , a scientist and mentor like no other
The 2020 Morris F. Collen Award of Excellence to be presented to @zakkohane at the AMIA 2020 Virtual Annual Symposium. #AMIA2020
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@arjunmanrai
Arjun (Raj) Manrai
6 years
Many people believe that 21st century neural networks will soon transform doctors' approaches to medical reasoning; the 18th century Bayes' rule has yet to.
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@arjunmanrai
Arjun (Raj) Manrai
23 days
Congrats to **Dr.** @luke_sagers who brilliantly defended his PhD dissertation! Luke rigorously evaluated whether synthetic data can improve medical image classifiers across populations. It's been a privilege to work w/ Luke from when he was a summer undergrad at @HarvardDBMI
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@arjunmanrai
Arjun (Raj) Manrai
3 years
We have long known about statistical reasoning challenges in medicine. But where along the diagnostic pathway should we target efforts and for which patient population? My comments on an important new study by @dr_dmorgan et al. in @JAMA_IM :
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@arjunmanrai
Arjun (Raj) Manrai
3 years
The best part of being a prof. is working alongside passionate students over years. There is nothing quite as rewarding as when they are recognized for their hard work and contributions. Congrats to @JamesADiao , new @PDSoros Fellow:
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@arjunmanrai
Arjun (Raj) Manrai
1 year
#SAIL2023 last week was one of the best conferences I've attended. Nuanced and in-depth discussions about medical AI with an amazing community, and I'm already missing the energy. Some of my highlights were @JamesADiao giving a spotlight talk on our work on improving
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@arjunmanrai
Arjun (Raj) Manrai
4 years
Thrilled to share new work from my group led by @Bos_CHIP / @HarvardDBMI student Luke Sagers in collab. w/ Luke Melas-Kyriazi and @chiragjp , now out in @AgingJrnl : Prediction of chronological and biological age from laboratory data Full text: Thread👇 1/n
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@arjunmanrai
Arjun (Raj) Manrai
6 years
How can machine learning improve clinical genomics? @zakkohane , @JamesADiao , and I discuss in our new @OxfordJournals Human Molecular Genetics article:
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@arjunmanrai
Arjun (Raj) Manrai
5 years
The most cited @JAMA_current in the past 3 years is a #DeepLearning paper.
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@arjunmanrai
Arjun (Raj) Manrai
5 years
So U.S. News just released their ranking of "2019 Best Diets Overall" () - it's a GREAT time to reread this @JAMA_current article by John Ioannidis.
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@arjunmanrai
Arjun (Raj) Manrai
5 years
A seminal 1978 paper by Szolovits and Pauker described two extremes of medical reasoning: purely categorical & purely probabilistic. Explore the "voracious demand for data" of pure probabilistic reasoning below. Created by James Diao for Harvard BMI 704:
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@arjunmanrai
Arjun (Raj) Manrai
3 years
Deep learning approaches for semantic image segmentation are often data hungry or difficult to train. Thrilled to share our new approach called PixMatch, our #CVPR21 paper now on arXiv. Led by the singular @lukemelas : Paper: Code:
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@arjunmanrai
Arjun (Raj) Manrai
9 months
Standing room only for @james_y_zou ’s talk on generative AI at @HarvardDBMI
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@arjunmanrai
Arjun (Raj) Manrai
10 months
Had a blast chatting about healthcare and AI (and basketball!) with @mcuban today for the @NEJM_AI Grand Rounds podcast. Episode coming soon!
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@arjunmanrai
Arjun (Raj) Manrai
6 months
Thrilled to be joining @RoxanaDaneshjou and team at this @StanfordHAI event to discuss the use of generative AI in medical diagnosis and reasoning
@RoxanaDaneshjou
Roxana Daneshjou MD/PhD
6 months
Excited to be co-moderating with @cyrilzakka for @StanfordHAI @StanfordAIMI 's Health+AI conference. Our session, "Generative AI in Medicine: Potentials and Pitfalls" has an exciting lineup of speakers: @AziziShekoofeh @katieelink @arjunmanrai .
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@arjunmanrai
Arjun (Raj) Manrai
10 months
What a pleasure to chat with the inimitable @atulbutte today for @NEJM_AI Grand Rounds. Sneak preview below with Atul holding a quote with his attitude towards credit assignment; episode coming soon!
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@arjunmanrai
Arjun (Raj) Manrai
5 months
It was great to chat with @RoxanaDaneshjou for @NEJM_AI Grand Rounds — episode out now!
@NEJM_AI
NEJM AI
5 months
🗣️ New episode of AI Grand Rounds!  Dr. @RoxanaDaneshjou shares her journey from a childhood influenced by early exposure to science to her current role as an assistant professor @StanfordMed .  Listen to the full episode now:
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@arjunmanrai
Arjun (Raj) Manrai
2 years
Great to be teaching in person with this guy for the first time in two years! ⁦ @chiragjp ⁩ ⁦ @HarvardDBMI
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@arjunmanrai
Arjun (Raj) Manrai
9 months
Our conversation with the extraordinary @atulbutte is out now on @NEJM_AI Grand Rounds! Atul shares his career journey, some of his secrets in giving legendary talks, and his mission to use massive data to improve health. Episode link:
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@arjunmanrai
Arjun (Raj) Manrai
3 months
Boston is lucky to keep @JamesADiao for at least three more years. Beyond proud of James for matching into medicine residency at @BrighamMedRes
@JamesADiao
James Diao
3 months
Overjoyed to be joining the @BrighamMedRes family next year! I'm eternally grateful to my family, life partner @gloriajwu , and longtime mentor @arjunmanrai , always my greatest supporters. We matched!! 🥳🎉🥂 @harvardmed @harvardDBMI @mit_hst @pdsoros #Match2024
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@arjunmanrai
Arjun (Raj) Manrai
8 months
Excited to 'debate' Prof. Stultz tmrw about the role of LLMs and AI in medical diagnosis at the annual @ImproveDX #SIDM2023 meeting in Cleveland. What role will LLMs and AI play in improving diagnostic accuracy? How will LLMs shape medical education incl. the excellent training I
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@arjunmanrai
Arjun (Raj) Manrai
3 years
Grassroots activism has prompted a long-overdue reconsideration of race across medicine. We can achieve both performance and equity with race-free equations. Here are our thoughts on eGFR in the latest @NEJM :
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@arjunmanrai
Arjun (Raj) Manrai
5 years
A few years ago, we (cc @sacjai @zakkohane ) published a small study on medicine's uncomfortable relationship with math (). I wonder if our results would have improved if stats lectures in med school looked a little more like this:
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@arjunmanrai
Arjun (Raj) Manrai
5 years
(Thread) 2019 problem: you have a big dataset and everything is significant after Bonferroni. What's spurious; what's real? How do you prioritize? Happy to share my take w/ John Ioannidis & @chiragjp out now in the American Journal of Epidemiology: 1/n 👇
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@arjunmanrai
Arjun (Raj) Manrai
5 years
Beautiful visualization of Roger Federer's longevity:
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@arjunmanrai
Arjun (Raj) Manrai
6 years
Same trial, two very different conclusions. This study in @JAMA_current exposes a fundamental tension in interpreting RCTs: should we summarize them as Bayesians using priors informed by previous studies/meta-analyses or should we keep them isolated?
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@arjunmanrai
Arjun (Raj) Manrai
2 months
Just wrapped up a great conversation with the inimitable @DaphneKoller ...episode on @NEJM_AI Grand Rounds soon!
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@arjunmanrai
Arjun (Raj) Manrai
6 years
Advice to early grad students: choose a PhD mentor who cares enough to learn what "GOAT" stands for because of your LeBron obsession.
@zakkohane
Isaac Kohane
6 years
Eager for @arjunmanrai scholarly opinion on GOAT @KingJames move to @Lakers
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@arjunmanrai
Arjun (Raj) Manrai
5 years
In sum, this paper is generating what I hope will be a useful discussion around reporting and bias. The less comfortable question it leads to is how much time/resources are spent on methods innovation that would be better spent on less glamorous data tasks. 12/12
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@arjunmanrai
Arjun (Raj) Manrai
5 years
This never gets old.
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@arjunmanrai
Arjun (Raj) Manrai
5 years
That feeling when the inimitable @chiragjp shows your paper at ICML 2019
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@arjunmanrai
Arjun (Raj) Manrai
7 years
Geoff Hinton's advice for #DeepLearning #AI : "Read the literature but don't read too much of it." Trust intuition.
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@arjunmanrai
Arjun (Raj) Manrai
5 years
Incredibly proud of my student Luke Melas-Kyriazi for being selected as a Rhodes Scholar. Keep an eye out for his machine learning+medicine work at ⁦ @UniofOxford ⁩!
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@arjunmanrai
Arjun (Raj) Manrai
5 years
⁦⁦ @Bos_CHIP ⁩ post journal club fun at ⁦ @trilliumbrewing ⁩ just outside our new space! cc ⁦⁦ @mandl ⁩ ⁦ @TMills ⁩ ⁦ @AartiAtWork ⁩ ⁦ @DianboLiu
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@arjunmanrai
Arjun (Raj) Manrai
1 year
Excited to share our new @NEJM_AI Grand Rounds episode, an enlightening conversation with @pranavrajpurkar of @HarvardDBMI who takes us behind the scenes of a few seminal medical AI papers over the past decade and also gives us a preview of what's next:
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@arjunmanrai
Arjun (Raj) Manrai
6 years
At #NIPS2017 and interested in medicine? Witness how medicine is becoming an information processing discipline at the ML4H workshop on Friday with @AndrewLBeam @zakkohane @drfeifei @atulbutte et al.
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@arjunmanrai
Arjun (Raj) Manrai
4 years
Estimating the Prevalence of COVID-19 in the United States: Three Complementary Approaches. From the brilliant @MauSantillana of @Bos_CHIP and @harvardmed : Full paper:
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@arjunmanrai
Arjun (Raj) Manrai
3 years
We are rediscovering much of the conversation about machine learning in medicine from the 1970s and 1980s. HINT: tons of good research project ideas available by mapping that literature onto today's methods & data. Read & re-read Pete Szolovits and others!
@GHideas
Aman Bhandari
3 years
1987 NEJM. Shouldn’t we be asking the same question 34 yrs later about whether #AI has revolutionized medicine?
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@arjunmanrai
Arjun (Raj) Manrai
7 months
Really looking forward to joining @EricTopol & Dr. James to discuss AI's role in medical diagnosis and treatment and sharing some of work happening at @HarvardDBMI and @NEJM_AI
@Medscape
Medscape
7 months
AI is here. Is your practice ready? Join us for a live panel featuring insights from @EricTopol , @arjunmanrai , and Dr. Ted A. James as they delve into AI's role in diagnosis, treatment, precision medicine, and related areas. Register: #MedTwitter
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@arjunmanrai
Arjun (Raj) Manrai
2 years
Much confusion remains about appropriate clinical uses of genetic testing with thorny questions around 'normal' variation. Engage with leaders at the @HarvardDBMI @harvardmed precision medicine conference this fall. Speaker lineup & registration:
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@arjunmanrai
Arjun (Raj) Manrai
3 years
The fundamental question for medical machine learning papers: Yes the AUCs are 0.98, but what are we modeling?
@zakkohane
Isaac Kohane
3 years
Are AI programs really predicting patient's future from physiology? Or are they often taking cues frm clinician behavior? William Yuan @beaulieujones @AndrewLBeam @bratogram @GriffinMWeber provide evidence towards latter case @Nature_NPJ Digital Medicine
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@arjunmanrai
Arjun (Raj) Manrai
2 months
We had a really fun conversation with @erichorvitz for @NEJM_AI Grand Rounds. It was a wide-ranging discussion on AI in medicine, from Eric’s early pioneering efforts to the latest advancements in prompting LLMs. We even snuck in some decision theory. Listen here:
@NEJM_AI
NEJM AI
2 months
📢 New episode of AI Grand Rounds! Dr. @erichorvitz describes his career evolution from an interest in neurobiology to significant contributions in AI, particularly in understanding complex systems and applying AI in medicine. Listen to the full episode:
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@arjunmanrai
Arjun (Raj) Manrai
5 years
Interested in machine learning and medicine? Check out this @JAMA_current collection of articles:
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@arjunmanrai
Arjun (Raj) Manrai
1 year
It takes real grit to transform a medical AI idea into clinical impact. Hear @MichaelAbramoff 's path-breaking story developing the first autonomous (no doc req'd) medical device to receive FDA authorization on the latest @NEJM_AI Grand Rounds:
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@arjunmanrai
Arjun (Raj) Manrai
2 months
We know LLMs can ace multiple-choice exams. Taking us deeper, an important new study led by @stephcabral_ and @AdamRodmanMD conducts a nuanced evaluation of the clinical reasoning abilities of GPT-4 wrt physicians. Guess who wins? Need more of these!
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@arjunmanrai
Arjun (Raj) Manrai
1 year
Thrilled to announce @NEJM_AI Grand Rounds, a new podcast I'm co-hosting with @AndrewLBeam . We'll feature informal conversations with experts exploring deep issues at the intersection of artificial intelligence, machine learning, and medicine.
@NEJM_AI
NEJM AI
1 year
Launching later this month, NEJM AI Grand Rounds is a new podcast exploring how #ArtificialIntelligence will change clinical practice and healthcare. Listen to the podcast trailer and subscribe: #AIinMedicine
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@arjunmanrai
Arjun (Raj) Manrai
2 months
Excited to speak about artificial intelligence and pulmonary medicine next week ... will include some of our lab's work at @HarvardDBMI and also highlight papers we've published over the past few months at @NEJM_AI
@MassThoracic
Massachusetts Thoracic Society (MTS)
3 months
Registration is OPEN for the 77th Mass Thoracic Society conference! Taking place on April 4. Register here:
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@arjunmanrai
Arjun (Raj) Manrai
6 years
THREAD - #AI is awesome, but will new algorithms reach patients? Shortliffe & Sepulveda in @JAMA_current remind us about the decades-long "challenges of credibility and adoption" that have long faced clinical decision support systems 1/n
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@arjunmanrai
Arjun (Raj) Manrai
2 months
This was a lot of fun this morning. Especially enjoyed the best cases presented by the fellows and discussed by faculty after my talk (and trialing GPT-4 as discussant!)
@MassThoracic
Massachusetts Thoracic Society (MTS)
2 months
First talk! “Artificial Intelligence and Its Potential Impact on Pulmonary Medicine” by Deputy Editor of @NEJM_AI of @harvardmed and @BIDMChealth , @arjunmanrai !
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@arjunmanrai
Arjun (Raj) Manrai
1 year
Table 1 from the new GPT-4 paper. Each exam is individually impressive but how many people could pass all of these exams?
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@arjunmanrai
Arjun (Raj) Manrai
9 months
Just had a great conversation about radiology, artificial intelligence, and algorithmic bias with @judywawira for @NEJM_AI Grand Rounds. Episode coming soon
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@arjunmanrai
Arjun (Raj) Manrai
5 years
Oh man - millions of PowerPoints worldwide need to be updated (including my own).
@erlichya
Yaniv Erlich 💔
5 years
I did not look at this slide for a long time. But now I am concerned. We are about to complete four years of ZERO change in WGS costs, the longest stagnation in the past 20 years. #stagnation
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@arjunmanrai
Arjun (Raj) Manrai
5 years
The question I get most often from students new to data analysis is: What can I do to improve my practical skills? My answer: read and work through . And then do it again in a few months. And then again.
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@arjunmanrai
Arjun (Raj) Manrai
4 years
Incredibly privileged to work alongside this group and proud of all they accomplished in 2019. Excited for the next year!
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@arjunmanrai
Arjun (Raj) Manrai
26 days
It was really great for me and @AndrewLBeam to chat with @AdamRodmanMD and/or his digital simulacrum about LLMs, diagnostic reasoning, and the history of medicine for @NEJM_AI Grand Rounds. Episode coming soon!
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@arjunmanrai
Arjun (Raj) Manrai
1 year
Illuminating and fun (and at times high entropy!) conversation with Michael Abramoff and @AndrewLBeam coming to @NEJM_AI Grand Rounds soon
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@arjunmanrai
Arjun (Raj) Manrai
10 months
New episode of @NEJM_AI Grand Rounds is out! A conversation with the amazing @oziadias on AI bias, safety, and generalizability. Ziad illustrated how AI is a double-edged sword that can both exacerbate and reduce health disparities. Link here:
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@arjunmanrai
Arjun (Raj) Manrai
5 years
The search for illness is becoming increasingly proactive in the digital and genomic age. What are the consequences? My new piece with @mandl in STAT @statnews : about our recent @JAMA_current piece on Biomarkup:
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@arjunmanrai
Arjun (Raj) Manrai
1 year
@JamesADiao ⁩ giving a great talk on the opportunities and limitations of using synthetic images produced by generative AI to improve the performance of dermatological classifiers #SAIL2023
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