Peter Kamel, MD

@Radiology_AI @khosravi_bardia @asellerg @eduardomjfarina Thank you! It was a pleasure #RadAIchat-ting with you @khosravi_bardia @asellerg @eduardomjfarina

This concludes today's #RadAIchat. Many thanks to @khosravi_bardia @PeterKamelMD @asellerg @eduardomjfarina for leading the discussion, and thanks all for your participation. Join us for the next #RadAIchat on Nov. 1 at 8 PM ET

@Radiology_AI T5. The ethical landscape for AI is still evolving. Considerations will include copyright concerns, commercialization, legal and regulatory implications which are a variety of issues that are emerging as we better understand and use AI. #RadAIchat

T5. What are some ethical considerations for using multimodal #AI in #healthcare? #RadAIchat

@Radiology_AI T4. Unimodal models will likely be best for a specific focused task such as detection of intracranial hemorrhage whereas multimodal models will likely be more useful for more general tasks such as diagnosis and prognosis. #RadAIchat

T4. What role will unimodal models play in the future? #RadAIchat

@Radiology_AI T3. Multimodal AI will be held to the same scientific rigor and standard that is emerging in understanding and applying AI. This will consist of external validation with scientific peer review for algorithms developed in the research setting. #RadAIchat

T3. What should be the benchmark for evaluating multimodal #AI? #RadAIchat

@Radiology_AI I think one way to assist in development is for public datasets to not only include pure imaging data (which has historically been the most common) but to also include relevant clinical data (lab values, outcomes) that can be used in conjunction with the imaging. #RadAIchat

T2. How can the #research community contribute to creating multimodal #AI models? #RadAIchat

@khosravi_bardia @Radiology_AI @eduardomjfarina @asellerg Good question! I think it is tricky to try to balance multimodal in the computer science science sense with mulitmodality in the radiology sense. I think we may be relying on that "ality" ending for some time! #RadAIchat

@Radiology_AI In the past, multimodality was mainly referred to using two imaging modalities, for example using CT + PET. What is a better name for that type of models then? @PeterKamelMD @eduardomjfarina @asellerg #RadAIchat

Let's get started! T1. What does multimodal #AI entail and why is it significant? #RadAIchat

@ShahriarFaghani @Radiology_AI Agreed! The closest thing to getting history, lab values, doing physical exam, and looking at images!

@PeterKamelMD @Radiology_AI I think multimodal AI is the closest approximation of what physicians do! If we want to tackle real-world problem with AI, at least AI should be a mimic of real-world solutions (physicians) #RadAIchat

@ShahriarFaghani @Radiology_AI @khosravi_bardia @asellerg @eduardomjfarina @RSNA @MayoAILab Welcome @ShahriarFaghani!

@Radiology_AI @khosravi_bardia @PeterKamelMD @asellerg @eduardomjfarina @RSNA This is Shahriar Faghani, I’m a postdoc research fellow @MayoAILab and of the @Radiology_AI TEB members. Looking forward to this interesting #RadAIchat

Welcome to the Oct. #RadAIchat on "Multimodality in #Radiology #AI #Research " moderated by @khosravi_bardia and featuring @PeterKamelMD @asellerg @eduardomjfarina #radiomics #AI #ML #DL #radres @RSNA Please introduce yourself and always remember to add #RadAIchat

@Radiology_AI @khosravi_bardia @asellerg @eduardomjfarina @RSNA Thank you for inviting me to participate in this #RadAIchat! I am a practicing Neuroradiologist at the University of Maryland and serve as the Clinical Director for the University of Maryland Medical Intelligent Imaging (UM2ii) Center, specializing in AI research in radiology.

T - 1 hour: Don't miss tonight's #RadAIchat at 8 PM ET on "Multimodality in #Radiology #AI #Research" moderated by @khosravi_bardia and featuring @PeterKamelMD @asellerg @eduardomjfarina #radiomics #AI #ML #DL #radres @RSNA @cekahn @HElhalawaniMD

📅 Join @Radiology_AI for the Oct. #RadAIchat on Oct. 4 at 8 PM ET on "Multimodality in #Radiology #AI #Research" moderated by @khosravi_bardia and featuring @PeterKamelMD @asellerg @eduardomjfarina #radiomics #AI #ML #DL #radres @RSNA @cekahn @HElhalawaniMD

Congratulations to our clinical director Dr. Peter Kamel @PeterKamelMD for receiving the 2023 Foundation of the ASNR Grant!! 🎉🎊 #ASNR @TheASNR

Did you know that some rocks can break waves? Our rock stars @EliotSiegel and @PaulYiMD are breaking waves at the SIIM 2023 award show! Major shoutouts to our technical director @vishwa_parekh & clinical director @PeterKamelMD! @SIIM_Tweets #SIIM23 #SIIM2023

Congrats to the 2023 Foundation of the #ASNR Grant recipients! The recipients will each receive $60,000 to fund their research. More information on the Grant program can be found at foundation.asnr.org. @virginiabhill @liciapluna @PeterKamelMD @NancyPhamMD @theshadowfixer

Our Intermediate Special Topics in Radiology AI lectures are now available on our YouTube channel. Thank you again to our incredible lecturers. Stay tuned for more AI Education! @aiinradiologyeducationaire22" target="_blank" rel="nofollow noopener">youtube.com/@aiinradiology… @flo_doo @PeterKamelMD @RADAIDIntl @CharityH4TW

In our intermediate special topics class, we will be taking a deeper dive on fundamental topics in AI. Join @PeterKamelMD on May 12 at 11:30am CST for “Intro to Convolutional Neuro Networks” Register here: bit.ly/3mgE0os

@AIRadEd @Radiology_AI @EuSoMII @futureradres Look forward to seeing folks there! Excited to present along w this fantastic lineup, led by Dr Jordan Perchik 🥳 @PeterKamelMD @UM2ii @UABRadiology @TulaneRadiology @StanfordRad @Houmansotoudeh +Will preview some items in upcoming @JACRJournal Practical AI issue by @asset25

@Radiology_AI @maguy_farhat @AsimKBagMD @joshyung @MelissaChenMD @SarthakPati Thank you! A pleasure chatting with you @maguy_farhat @asimkbagmd @joshyung @MelissaChenMD @SarthakPati

This concludes today's #RadAIchat. Many thanks to @maguy_farhat @asimkbagmd @joshyung @MelissaChenMD @SarthakPati @PeterKamelMD for leading the discussion, and thank you all for your participation. Please join us for the next #RadAIchat on May 3 at 8 PM ET.

@SarthakPati Agreed -- it seems many models are unsure of their level of certainty and often arbitrary thresholds are set for binary decisions

Ensure the AI models give the "uncertainty" measures could potentially be a good starting point! #RadAIchat