MIT Jameel Clinic for AI & Health @AIHealthMIT Twitter profile

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

EquiBind, a geometric deep learning model developed by #JameelClinic researchers @octavianEganea , @HannesStaerk , @BarzilayRegina , Tommi Jaakkola, & @MITChemE 's @lucky_pattanaik , is 1200x faster than the fastest computational molecular docking model: (1/3)

Artificial intelligence model finds potential drug molecules a thousand times faster

MIT researchers developed a geometric deep learning model that is more accurate and over 1,000 times faster at finding potential drug-like molecules than the fastest state-of-the-art computational...

news.mit.edu

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

Congratulations to @leciasequist on this tremendous achievement! 👏

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

We are excited to announce that our inaugural 2022 Molecular ML conference site is now live! 😃 Registrations & poster submissions are now open: (Students register for free! 🌟 See More Info+ @ registration)

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

"You get a lot of rejections whatever you do...it is very important to stay optimistic and not let any rejection break you down...just continue and get good work done" — Octavian-Eugen Ganea #RememberOctavian #NeverGiveUp

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

3 years

We are excited to announce the AI for Healthcare Equity Conference, which will take place online on April 12th. This conference will present machine learning techniques that support fairness, personalization and inclusivity. Learn more & register here:

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

To #RememberOctavian , we will share a series of posts starting today written by Octavian's friends & colleagues. They highlight the transformative research Octavian conducted & include inspiring quotes from an interview he gave on May 5th reflecting on his career. #NeverGiveUp

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

" #RememberOctavian by Benson Chen: Optimal Transport Graph Neural Networks (OTGNN) was one of the 1st projects that Octavian had worked on when he joined @mit . Inspired by his past research using hyperbolic geometry, Octavian sought new ways of representation & generation...(1/5)

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

1 year

The authors of MolScribe, which uses AI for molecular structure recognition, now present RxnScribe, a model which goes a step further by extracting reaction diagrams & predicting reactions in new diagrams. Paper: Code:

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

Congratulations to #JameelClinic PI @cwcoley for winning the @OpenEyeSoftware Outstanding Junior Faculty Award in Computational Chemistry! 👏

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

4 years

We are a group of MIT faculty and students who are collaborating on developing machine learning methods for finding promising antiviral molecules for COVID-19. Read more about it here:

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

Jameel Clinic Faculty Lead in #AI @BarzilayRegina and @MIT PhD student @YalaTweets are transforming the future of mammograms using artificial intelligence. Read more in the latest from the @washingtonpost

Is artificial intelligence about to transform the mammogram?

An MIT researcher has devised a radical technique: an AI that can predict breast cancer. But it’s a long climb from the lab to the real world.

www.washingtonpost.com

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

4 years

Severely ill patients with COVID-19 can succumb to bacterial pneumonia as a secondary infection. We are announcing an open task for predicting activity against the bacteria Pseudomonas aeruginosa, which causes nasty lung infections. Learn more here:

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

9 months

AI4Science is a new & growing interdisciplinary field covering a range of scientific areas. "We hope this piece makes it easier to get into one of the subfields & gets even more researchers as excited about the area as we are." — @HannesStaerk Learn more:

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

Remembering the life of a brilliant researcher and beloved colleague: Octavian-Eugen Ganea

Remembering Octavian-Eugen Ganea, a gifted MIT postdoc AI researcher and beloved colleague

Octavian-Eugen Ganea, a gifted MIT postdoc artificial intelligence researcher and beloved colleague at Jameel Clinic and CSAIL, has died at 34. Many remember him for the depth of his intellect and...

news.mit.edu

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

1 year

Congratulations to #JameelClinic AI faculty lead @BarzilayRegina on being inducted into @theNAEng ! This immense professional achievement is awarded to those who have distinguished themselves through extraordinary technical accomplishments & leadership.

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

1 year

Molecules are commonly depicted as 2D images in literature w/ significant variation in drawing styles/conventions, making it difficult for machines to recognize their structures. #JameelClinic researchers @Yujie_Qian @jiangfeng1124 @ZhengkaiTu @zli11010 w/ PIs @cwcoley &...🧵 1/4

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

9 months

Mark your calendars because #MoML is back @MIT on Nov. 8! Submit 2-page short papers until Oct. 13 for a chance to win the @octavianEganea Prize for Best Paper here: 🌟Register now! (free for accepted papers + a waitlist for free registrations)

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

3 years

For the third session of the PETML Workshop, Tommi Jaakkola of @MIT_CSAIL will discuss "Machine Learning Approaches for Drug Discovery" followed by a panel with Regina Barzilay, Rafael Gomez-Bombarelli, Connor Coley, Jim Collins, & Alex Shalek. Register:

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

#RememberOctavian by @GabriCorso : GeoMol is the first of Octavian's transformative works in modeling the 3D structure of molecular systems. It focuses on molecular conformer generation, a fundamental task in computational chemistry that consists of predicting possible 3D... (1/4)

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

4 years

AICures team releases top SARS-CoV-2 antiviral molecules from the @broadinstitute Library. Read about our new adaptive invariance algorithm here:

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

3 years

We are excited to announce the Perturbations, Therapeutics, and Machine Learning Workshop, happening on September 28th. Co-organized by both Jameel Clinic and the Eric and Wendy Schmidt Center @broadinstitute . Register and view the full agenda here:

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

1 year

While ML tools like AlphaFold can now predict protein structures, the same can't be said for metabolite structures. @samgoldman19 , @jeremyWohlwend , @mstrazar07 , Guy Haroush, Ramnik Xavier, & #JameelClinic PI @cwcoley devised a new computational method for the annotation of... 1/3

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

3 years

Assistant prof. Connor Coley ( @cwcoley ) is developing data-driven, computational tools that would be able to predict molecular behavior and learn from both successes and mistakes. Read more about his work here:

Using computational tools for molecule discovery

Connor Coley, an MIT assistant professor of chemical engineering, is developing computational tools including the Open Reaction Database that would be able to predict molecular behavior and learn...

news.mit.edu

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

4 years

Recent research identified 200+ drugs with efficacy against SARS-COV-2, in addition to 100+ others already in clinical trials. We analyzed multiple screening results, and found significant divergences. How can AI models utilize this data? Read more here:

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

4 months

12 awardees will be funded for their groundbreaking projects combining the power of AI and health! We hope this long-standing collaboration between @MIT and @MassGenBrigham will contribute to the betterment of patient health outcomes and AI-adoption by healthcare systems.

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

3 years

Congrats to Regina Barzilay, Jameel Clinic AI Faculty Lead, on winning the The Wallace H. Coulter Lectureship Award. This award recognizes an individual who has made an impact on education, practice, research in lab medicine or patient care. Read more:

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

Where is the future of wearable technology headed?🔮 #JameelClinic faculty lead Jim J. Collins, H. Ceren Ateş, Peter Nguyen, Laura Gonzalez-Macia, @EdenMoralesNar1 , Firat Güder, & @CanDincer83 wrote a review on wearable devices for @NatRevMater looking @ the current state...(1/2)

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

"In the end, nobody's gonna solve the mysteries of the universe. We are all pretty small, right? Like small seconds into the infinity of the universe...it makes a lot of sense to stay humble." — Octavian-Eugen Ganea #RememberOctavian #NeverGiveUp

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

#RememberOctavian by @HannesStaerk : With EquiBind, Octavian follows up on his novelty-laden paper, EquiDock, & adapts the method for predicting how drug-like molecules attach to proteins. Predicting the 3D structure in which a small molecule binds to a protein is a core... (1/5)

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

8 months

We are delighted to share the exciting news that Regina Barzilay has been elected to the prestigious @theNAMedicine in recognition of her groundbreaking contributions to the field of health and medicine through innovative machine learning applications.

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

3 years

We would like to welcome @MarzyehGhassemi as a new 2021 PI at Jameel Clinic. Her team's project will focus on fairness in the lung transplant allocation system, developing computational solutions to identify and mitigate disparities in the current process.

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

3 years

Watch Jian Tang ( @tangjianpku ) from @Mila_Quebec discuss his work on deep generative models for molecular conformation generation at the AI Cures Drug Discovery Conference. View the full presentation here: #AIHealth #AI #ML #DrugDiscovery

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

Congratulations to #JameelClinic 's @HannesStaerk , @octavianEganea , @BarzilayRegina , Tommi Jaakkola, & @MITChemE 's @lucky_pattanaik for the acceptance of their latest research paper to @icmlconf ! The existing computational methods for drug discovery can be fast, but have... (1/2)

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

1 year

📣 We're thrilled to announce the date of our 2023 MIT-MGB AI Cures Conference: April 24th! 🌟 Mark your calendars for this exciting event where we'll be sharing cutting-edge clinical AI research & how to deploy these tools in hospital settings. REGISTER:

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

In drug design, molecular docking is typically treated as a regression problem. While deep learning models are typically faster than traditional search-based methods, there have been no significant improvements in accuracy. Now, a diffusion generative model... (1/4)

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

#RememberOctavian by Jason Yim: Protein interactions mediate nearly all biological processes — understanding their geometric mechanisms would advance our understanding of disease & aid in developing novel drugs and biotherapeutics. The computational task of modeling... (1/6)

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

1 year

With its ability to generate many different potential protein-to-ligand (drug molecule) poses at once, DiffDock is about to change the game for drug discovery thanks to #JameelClinic researchers:

Speeding up drug discovery with diffusion generative models

MIT researchers built DiffDock, a diffusion generative model that could potentially find new drugs faster than traditional methods and reduce the potential for adverse side effects.

news.mit.edu

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

4 years

Published today in @CellCellPress , "A Deep Learning Approach to Antibiotic Discovery" highlights the discovery of a powerful antibiotic named Halicin. The senior authors of the study are J-Clinic faculty co-leads Profs. Regina Barzilay and James Collins.

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

4 years

We are excited to announce the AI Cures Conference: Data-driven Clinical Solutions for COVID-19, which will take place online on September 29th. Learn more and register here, spots are limited:

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

3 years

Announcing the Jameel Clinic Seminar Series! Every week, starting September 22nd, we will have an expert in the field discuss a topic within AI and healthcare. Online for everyone, in-person for MIT students only. See the full schedule and lineup here:

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

Happening now: David Baker of @UWproteindesign joins us at #MoML2022 with a fascinating talk on using RoseTTAFold2 to assist with protein design!

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

One of the most promising directions for next gen therapeutics is targeted protein degradation: hijacking the body's natural garbage disposal system to delete disease-causing proteins. But finding the RIGHT molecule to encourage the necessary protein interactions is like... (1/2)

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

Bowen Jing & @GabriCorso are @AmerChemSociety giving a presentation on Thurs @ 10:20am CT on their recent #JClinic -supported work on Torsional Diffusion, a new state-of-the-art molecular conformer generation method 🌟 Come say hi/reach out to them!

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

Coarse-graining (CG) simulates the behavior of complex systems using a simplified representation; while CG of molecular simulations drastically accelerates simulation, it can suffer from info loss. #JameelClinic PI Rafael Gómez-Bombarelli, @WujieWang , @MinkaiX , Chen Cai,... (1/3)

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

8 months

🩺 L’IA peut-elle contribuer à guérir le cancer? Aziz Ayed, doctorant de la #JameelClinic , a discuté de notre réseau d’hôpitaux avec @superhenrytran , et de l’importance d’entraîner les modèles d’IA sur des populations variées:

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

AI has potential to transform cancer diagnosis and treatment, but still plays a minor role in oncology today. Faculty from Jameel Clinic and the @kochinstitute aim to bridge the gap between the two communities—and joined together for a research meeting Monday, December 6.

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

Not all language models are created equal. But large language models like @OpenAI 's GPT-3 have been shown to perform well in zero-shot scenarios. #JameelClinic PI @david_sontag & his collaborators found that LLMs perform well across a variety of tasks in clinical... (1/3)

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

3 years

We are excited to highlight @MarzyehGhassemi as a speaker at the AI for Healthcare Equity Conference! Here is a sneak peek of her discussing how ML can support inclusivity. To hear her full presentation on April 12th, register:

Diverse Data in ML Models: AI for Healthcare Equity Conference Sneak...

Listen to Marzyeh Ghassemi, along with a lineup of other domain experts, speak in-depth about ML techniques that support fairness, personalization and inclus...

www.youtube.com

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

"Try to get as much feedback as possible from as many different people as possible w/ different backgrounds...and just try to keep whatever is useful for you...feedback should be taken as a way improve yourself." — Octavian-Eugen Ganea #RememberOctavian #NeverGiveUp

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

4 years

Watch Prof. Marinka Zitnik ( @marinkazitnik ) discuss her team's work on graph neural networks for COVID-19 drug repurposing at the AI Cures Drug Discovery Conference. View the full presentation here:

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

On Oct. 21, we hosted the first #MoML2022 Conference to honor our late postdoc @octavianEganea . Words alone can’t fully describe what a remarkable individual Octavian was, so we launched a website honoring the richness of his life & his work:

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

Parkinson's is notoriously difficult to diagnose. @MIT #JameelClinic PI Dina Katabi & her team developed an AI-powered, router-like device that can detect the severity & progression of someone's Parkinson's just from their breathing. MIT News: (1/3)

Artificial intelligence model can detect Parkinson’s from breathing patterns

A new device can detect Parkinson's disease just from breathing patterns. The device, developed by a team led by Dina Katabi of MIT, employs a neural network to discern the presence and severity of...

news.mit.edu

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

Happy International Women's Day! Join us in celebrating these brilliant scientists at the forefront of AI + healthcare!

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

7 months

Well-done to the Top 4 Best Paper nominees at #MoML2023 👏👏👏 1️⃣ AF2BIND: Artem Gazizov, @sokrypton et al. 2️⃣ PINDER: @AkdelMehmet , @NaefLuca , et al. 3️⃣ MiniFold: @jeremyWohlwend , Mateo Reveiz, et al. 4️⃣ EVEscape: @sarahgurev , et al.

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

A new investigation by @statnews and MIT Jameel Clinic found that subtle shifts in data fed into popular health care algorithms can cause their accuracy to plummet over time, raising the prospect AI could do more harm than good in many hospitals.

AI gone astray: How subtle shifts in patient data send popular algorithms reeling, undermining...

STAT and MIT launched an experiment that — unlike most studies of AI in health care — tried not to prove the strength of health care algorithms, but root out their weaknesses.

www.statnews.com

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

4 years

Prof. Bertsimas and his team are developing powerful analytics to confront COVID-19. Projects include predicting effective resource allocation, a disease progression calculator, and developing a new convenient test. Learn more here: #SARSCoV2 #AI #ML

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

3 years

Jameel Clinic researchers identify synergistic antiviral blends for treating viruses like SARS-CoV-2 using machine learning. Authors from Jameel Clinic include @WengongJin , @ItsJonStokes , Jim Collins, Tommi Jaakkola and @BarzilayRegina . Read more here:

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

Exciting to see #JameelClinic AI faculty lead @BarzilayRegina talking about the future of AI in healthcare on the 6th season of @cazadorcerebros in their latest episode "Cuántica + IA = Futuro" or "Quantum + AI = Future" on @rtve . 📺 Watch here:

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

"You really always have to stand up and fight for whatever you believe in." — Octavian-Eugen Ganea #RememberOctavian #NeverGiveUp

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

#JameelClinic PI @marzyehghassemi & her collaborators investigated the potential biases in clinical notes in a fascinating paper to be shown at the upcoming @AIESConf in Aug. Clinical notes are becoming a popular source of data for ML tools in healthcare. If the... (1/2)

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

1 year

Can we train AI models to make more "human-like" judgments? 🔍 The devil is in the details i.e. labels. Read more from @AparnaBee , @david_madras , David H. Yang, @dhadfieldmenell , @ghadfield , & #JameelClinic PI @MarzyehGhassemi in @ScienceAdvances

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

10 months

ChatGPT's popularity has drawn attention to the potential of LLMs to transform healthcare. But researchers have found that GPT-4’s tendency to encode societal biases raises serious concerns for its use in clinical decision support. Preprint:

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

11 months

How will ML models perform when encountering new environments? A new work accepted to @TmlrOrg from @learn_ng , @NHulkund , @kchonyc & #JameelClinic PI @MarzyehGhassemi aims to predict how well ML models can generalize to ensure they can be safely deployed:

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

9 months

Biased data can teach us a lot about what a society values & practices. @NEJM 's AI in Medicine series published a review article by @KadijaFerryman @Maxi_Macki & #JameelClinic PI @MarzyehGhassemi encouraging an artifact-based approach to biased data:

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

4 years

J-Clinic PI @David_Sontag and PhD student @HsseinMzannar at @MIT_CSAIL have developed a healthcare ML system that understands when to step in. The system can look at chest X-rays to diagnose pneumonia — and know when to defer to a radiologist. Read here:

An automated health care system that understands when to step in

Researchers from MIT’s Computer Science and Artificial Intelligence Lab (CSAIL) have developed a machine learning system that can either make a prediction about a task, or defer the decision to an...

news.mit.edu

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

3 years

Organized by Irene Chen, the first ML+Health PhD student and postdoc gathering was held! On 9/14, a wide group of labs, years of PhD and others gathered together at the Stata Amphitheater.

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

3 years

Adam Yala ( @YalaTweets ) and his team at Jameel Clinic have published their new paper "Robust Mammography-based Models for Breast Cancer Risk" in @ScienceTM . "Mirai," the mammography-based model, achieves consistent accuracy across diverse populations:

Robust AI tools to predict future breast cancer

Researchers created a risk-assessment algorithm that shows consistent performance across datasets from US, Europe and Asia.A. Yala, P. G. Mikhael, F. Strand,...

www.youtube.com

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

3 years

To create fair, trustworthy AI tools, scientists should train and test algorithms on data from diverse populations. PhD Candidate Adam Yala @yalatweets validated his group's model #Mirai in Taiwan, Sweden, Brazil, Israel, NC, GA, and MA. More: @StatNews

'It's going to set the bar pretty high': A path forward for trusted AI in breast cancer risk...

“I personally think that there’s never enough validation,” said Olivier Elemento. “It’s the only way to understand the real world performance of these models.”

www.statnews.com

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

It was a pleasure to share more about the #JameelClinic mission to bring AI into real-world healthcare settings with our Jameel-Wellcome Hospital Network project to our audience of clinicians today visiting from Taichung Veterans General Hospital!

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

Congratulations to @BarzilayRegina & Dina Katabi of #JameelClinic for their election to @americanacad ! 👏 Founded in 1780, the Academy is one of the most prestigious honorary societies & the leading center for multidisciplinary, nonpartisan research.

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

3 years

Interested in a comprehensive introduction to ML for healthcare? Sign up for Jameel Clinic PIs David Sontag ( @david_sontag ) and Peter Szolovits' edX class on Machine Learning for Healthcare, starting March 15th. Learn more here:

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

4 years

Did you miss the AI Cures Drug Discovery Conference? The full livestream recording is now available to watch, we hope you enjoy it. View the full conference here:

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

11 months

It’s been a long time coming, but we’re excited to kick off our first AI & Health Summer High School Program tomorrow! 🤩

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

4 years

Halicin, the powerful antibiotic discovered by J-Clinic, now has its own webpage. Visit to learn more about it.

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

9 months

#JameelClinic researchers Bowen Jing & @HannesStaerk were invited by @wpwalters to the recent @AmerChemSociety Conference to present their work on Generative Models for Molecular Docking at the Herman Skolnik Award Symposium honoring @wpwalters !

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

10 months

What if we had gene editing technology capable of imagining new proteins to rectify cancer-causing mutations? @json_yim spoke w/ MIT News about how FrameDiff generates new proteins and how it could change the future of drug development

Generative AI imagines new protein structures

MIT CSAIL researchers created FrameDiff, a computational tool utilizing machine learning to design novel protein structures. By simulating protein backbones with mathematical frames, FrameDiff...

news.mit.edu

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

7 months

“One of the big challenges right now is we have a lot of information about molecules, structures, and sequencing…but there’s lots of information missing between the scales of major processes — how do we study the connection between all these things?” — @ZhongingAlong #MoML2023

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

1 year

Lots of excitement and celebration (and Samoyeds) for #JameelClinic AI lead @BarzilayRegina 's induction to the National Academy of Engineering Class of 2023! 🎈💐👏🐺 @theNAEng

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

9 months

#JameelClinic AI faculty lead @BarzilayRegina was invited to speak @aimbe 's August Congressional Lunch Briefing for legislative staffers: "AI to Improve Health Care". As Congress considers how to regulate AI, expert medical & biological engineering outreach is critical.

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

How can we ensure that equity is centered as opportunities for AI/ML implementation multiply in gastroenterology & hepatology? #JameelClinic PI @marzyehghassemi & her collaborators @AdjoaGIMD @UcheAnyaMD @tberzin @drfolamay adapted a framework for ethical AI/ML (1/2)

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

Just like proteins, RNA can fold into 3D structures that determine function. However, much less is known about RNA structure. To close this gap, Felix Faltings @MIT_CSAIL presents to Prof. Phil Sharp @MITBiology about #MachineLearning models that predict how RNA folds.

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

We have an exceptional speaker lineup including David Baker, @BarzilayRegina , Tommi Jaakkola, Rafael Gomez-Bombarelli, @wpwalters , @ZhongingAlong :

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

#JameelClinic faculty lead @BarzilayRegina & @yalatweets collected 129,000 mammograms from U.S., Israel, Sweden, Taiwan, & Brazil, creating a globally diverse dataset for Mirai, their mammography-based risk model that outperformed the existing breast cancer risk model by... (1/3)

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

Regina Barzilay, @octavianEganea , @xinyuan_huang_ , Tommi Jaakkola and colleagues have developed a ML model, called Equidock, that rapidly predicts how two proteins will attach — potentially accelerating the development of new medicines. Read more here:

Artificial intelligence system rapidly predicts how two proteins will attach

A new machine learning system can predict the structure formed when two proteins dock, in a process that’s between 50 to 800 times faster than some software-based methods. This could help scientists...

news.mit.edu

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

3 years

Important work, published in @NatureBiotech , from Jameel Clinic's life sciences faculty lead Jim Collins, @lrsoenksen and team—who are utilizing CRISPR sensor technology to enable face masks to detect COVID-19. Read the full publication here:

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

9 months

There's now a plethora of free AI tools online that can sharpen blurry photos 📸 but what about 3D images? @nalinimsingh spoke w/ MIT News about the beauty of combining deep learning + physics when it comes to motion correction in MRI scans.

MIT researchers combine deep learning and physics to fix motion-corrupted MRI scans

MIT researchers develop an algorithm combining deep learning and physics for motion correction in MRI scans of the brain. Experts say this could help children, elderly, and people with psychiatric or...

news.mit.edu

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

1 year

The gap between what has been achieved in AI/ML research & what is being used in clinical settings is growing. AI & ML have already demonstrated far more accuracy & efficiency in diagnosing diseases like cancer & Parkinson's, even speeding up the process of drug discovery... 1/3

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

#JameelClinic PI @MarzyehGhassemi kicked off the 4th season of @XtelligentHC @HITAnalytics Healthcare Strategies podcast hosted by Shania Kennedy w/ a great interview on AI/ML in value-based care, & how to avoid introducing/perpetuating negative biases:

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

What's the latest in AI bias research? We spoke w/ @hammaadadam1 , a 3rd year PhD student, on the exciting work happening in the Healthy ML group, run by #JameelClinic PI @MarzyehGhassemi . 1/4

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

1 year

Lung cancer is the world's #1 deadliest cancer, resulting in 1.7 million deaths worldwide in 2020, killing more people than the next 3 deadliest cancers combined. Sybil is a deep learning model built to assess each patient's lung cancer risk. The tool was developed by... 1/3

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

4 years

What if we could monitor #COVID19 patients from a safe distance? J-Clinic PI Dina Katabi and her research group have developed an AI algorithm that monitors patient breathing, movement and sleep using wireless signals in the environment. Read more here:

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

3 years

We are celebrating our wonderful female PIs today on the International Day of Women and Girls in Science! Regina Barzilay, Bonnie Berger, Yonina Eldar, Dina Katabi, @RosalindPicard , and Caroline Uhler—thank you for pushing science forward within #AIHealth . #WomenInScience

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

11 months

What do physicians think about AI in healthcare? A big thank you to our partners at @MassGenBrigham for giving our summer students the chance to listen to these insightful lectures in the historic 200-year-old Ether Dome.

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

1 year

2022 was another transformative year at MIT. Wonderful to see the work of #JameelClinic AI faculty lead @BarzilayRegina & @YalaTweets featured in MIT News' 2022 review!

MIT in the media: 2022 in review

MIT community members lent their voices to news articles read globally, and described their work to make a better world.

news.mit.edu

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

1 year

We're excited to announce the launch of the 1st #JameelClinic AI & Health Summer Program! This rigorous 1-week program is tailored to rising 10th-12th graders w/ a strong interest in AI + medicine. The deadline for applications is June 5, 2023. Apply now:

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

1 year

Randomized controlled trials (RCTs) are "gold standard" for estimating causal effects, but often *exclude* important patient populations. Meanwhile, observational studies cover broader patient populations, but can be misled by confounding & other biases. 1/3

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

Can co-training improve the performance of prompt-based learning when using unlabeled data? Prompting has become a promising approach for few-shot & zero-shot learning, but it can be sensitive to trivial variations & oft. requires much larger models vs those used for... (1/2)

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

1 year

We chatted w/ #JameelClinic researchers @pgmikhael & @jeremyWohlwend who have been hard at work on a lung cancer risk prediction tool. Keep an eye out for the results of this impactful research in 2023!✨:

2022 Year-In-Review: Peter Mikhael & Jeremy Wohlwend

We chatted with Jameel Clinic researchers Peter Mikhael and Jeremy Wohlwend who have been hard at work on a lung cancer risk prediction tool. Keep an eye out...

www.youtube.com

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MIT Jameel Clinic for AI & Health

@AIHealthMIT

2 years

Falling Walls seeks to answer the following: “Which are the next walls to fall in science and society?" Congratulations to @YalaTweets & @BarzilayRegina for being selected as Life Sciences finalists for this year's @Falling_Walls Science Breakthrough! 👏

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