Raj Behal MD MPH

improving health & care / patient safety / useful AI/ML / physician, data scientist, public health / CQO @OneMedical / ex-Stanford doc, Harvard/MIT alum

[CFC-Blues @CFCBlues_com]

Repost if YOUR CLUB are Champions of the World.

[79th & Halas Podcast @79thAndHalas]

Former NFL player Gerald McCoy told @BarbChairScott that people shouldn’t bet against Caleb Williams heading into his second season

[Chelsea FC @ChelseaFC]

FIFA CLUB WORLD CUP WINNERS!!! 🏆

[Raj Behal MD MPH @safetydoc]

Abstraction and reasoning are essential for AGI in domains like healthcare. Do we need domain specific ARC-AGI benchmarks? #LLM #agi #ai

[François Chollet @fchollet]

To be clear, I've never claimed that solving ARC was equivalent to solving AGI. The first ARC solver is not going to be an AGI (I already stated this all the way back in 2019).

The claim is simply that:

1. Until we solve ARC, we don't have AGI, since the AIs we have cannot adapt to simple tasks they haven't seen before.

2. Solving ARC will require figuring out how to make AI systems adapt on the fly to novels tasks, and this should be a major milestone on the way to AGI.

The purpose of ARC is to get researchers to refocus on intelligence (adaptation to novelty, generalization), away from pure memorization, because I believe this is how we'll get to AGI.

[The Lancet @TheLancet]

The use of artificial intelligence (AI) in health care has seen remarkable growth in the past 5 years.

A Review in @LancetDigitalH examines the potential of AI to improve care management and identifies areas for further research: https://t.co/Vvlrz48wRi

[Santiago @svpino]

Watch "Endless experimentation: Building AI models in the wild."

This is a 50-minute, MIT lecture about problems when deploying models and LLMs in the real world and how to prepare to solve them.

This is a great lecture for those building production machine learning.

[Raj Behal MD MPH @safetydoc]

Really enjoyed hearing about this important book and our chat afterwards @IsabelHardman at this amazing bookstore @ToppingsEdin

[Isabel Hardman @IsabelHardman]

Thank you so much @ToppingsEdin for such a wonderful book event tonight! Absolutely loved talking about FIGHTING FOR LIFE with such an interesting audience.

[Isabel Hardman @IsabelHardman]

Thank you so much @ToppingsEdin for such a wonderful book event tonight! Absolutely loved talking about FIGHTING FOR LIFE with such an interesting audience.

[Raj Behal MD MPH @safetydoc]

It was very stimulating to talk about Reimagining Primary Care with the International Harkness Fellows The Commonwealth Fund The Harkness Fellows Association

There is much we can learn from each other about what is working and what is not working in #hea…https://t.co/035e0G2cFT

[Raj Behal MD MPH @safetydoc]

Thrilled to see the work of our team and our providers result in such meaningful health outcomes for our members!

Hemalee Patel Taleen Petrosian Phebe Dodyk Kiryk, RN, MSN, CPNP One Medical #primarycare #healthequity https://t.co/TgBjvZPJeO

[Raj Behal MD MPH @safetydoc]

Such an exciting day for us! https://t.co/ctMO0ERvKM

[Raj Behal MD MPH @safetydoc]

@PAUtilities @PaloAltoPolice @cityofpaloalto Tasso and Santa Rita experiencing outage as well

[Raj Behal MD MPH @safetydoc]

Nice work. CAC score is an important piece of our heart disease risk stratification protocol. Not surprisingly, there’s subclinical atherosclerosis that might go undetected without selective use of tools like this #CardioSmart #primarycare One Medical https://t.co/MWlwIKBq3q

[Raj Behal MD MPH @safetydoc]

Excited to see the work of our clinical design lab and Impact program in action! Fully integrated in primary care, this is one more example of One Medical not just managing but preventing chronic conditions #primarycare Hemalee Patel https://t.co/kjVqPRBRgb

[Raj Behal MD MPH @safetydoc]

It was wonderful to host you @bmcc_oz and Robert Read and learn about the exciting work you are doing at Amplar Health and Medibank

#primarycare https://t.co/Lzy7S86BjD

[Raj Behal MD MPH @safetydoc]

Please share with your colleagues #primarycare #primarycarephysicians https://t.co/TXTSf4Wfb6

[Raj Behal MD MPH @safetydoc]

Most of the cardiometabolic conditions like diabetes, heart disease are largely preventable with robust primary care and a modernized public health infrastructure. Thanks for authoring and sharing Reginald D. Williams II https://t.co/np9nWk7tFk

[Raj Behal MD MPH @safetydoc]

It was a privilege to host The Commonwealth Fund international Harkness Fellows and share our approach to advanced #primarycare and better health outcomes while reducing costs at One Medical.

Very stimulating exchanges on shared challenges in human-cent…https://t.co/b8hAg6e7Wy

[Raj Behal MD MPH @safetydoc]

@chrissyfarr Whole person care is primary care, augmented by sensible tech, of course

[Raj Behal MD MPH @safetydoc]

@MikeTamir Lot of the healthcare data are unlabeled. Using high-contrast expert labeling of small subset of data can be useful for semi supervised learning, and then using an approach like FixMatch #DataScience #MachineLearning #healthcare