External testing of 4 CXR classifiers demonstrated consistent differences in performance on patient, setting, and pathology subgroups https://t.co/Kowy9ZlrlS @monish_ahl @mohannadhussain @THP_hospital #ChestRad #DeepLearning #ML

Four state-of-the-art deep learning CXR classifiers showed varied performance in different patient, setting, and pathology subgroups https://t.co/Kowy9ZlrlS @monish_ahl @mohannadhussain @THP_hospital #ChestRad #DeepLearning #MachineLearning

Four state-of-the-art deep learning CXR classifiers showed varied performance in different patient, setting, and pathology subgroups https://t.co/Kowy9ZlrlS @mohannadhussain @obenfine @THP_hospital #ChestRad #AI #ML

Subgroup analysis is critical when validating image classifiers to identify risks to safe and equitable deployment https://t.co/Kowy9ZlrlS @monish_ahl @mohannadhussain @obenfine #ChestRad #AIBias #AI

The Subgroup Imperative: Chest Radiograph Classifier Generalization Gaps in Patient, Setting, and Pathology Subgroups https://t.co/Kowy9ZlrlS @monish_ahl @mohannadhussain @THP_hospital #AIBias #ML #MachineLearning

External testing of 4 CXR classifiers demonstrated consistent differences in performance on patient, setting, and pathology subgroups https://t.co/Kowy9ZlrlS @monish_ahl @mohannadhussain @THP_hospital #DeepLearning #AIBias #MachineLearning

Subgroup analysis is critical when validating image classifiers to identify risks to safe and equitable deployment https://t.co/Kowy9ZlrlS @mohannadhussain @obenfine @THP_hospital #ChestRad #DeepLearning #AIBias

A deep understanding of FHIR architecture & components is key for effective #MedicalImaging workflows. Join @mohannadhussain for the #SIIMTraining #HL7FHIR Core Essentials course for hands-on experience! Jul 27 | 10AM-2:30PM ET | Virtual Register | https://t.co/vZ2CZIBh5i

If you aren’t at the #SIIMHacks project presentations, you’re missing out! Phenomenal work from all the teams, some of whom learned about #DICOM and #FHIR JUST THIS WEEK! The future of our profession is bright #SIIM23 @mohannadhussain @TeriMSippel

@mohannadhussain, Yuri Nikolski, Jay Crawford, and Herman Oosterwijk meeting with Ally Brown, Director of #SIIMTraining at #SIIM23. Swing by our table to chat about our training courses in #PACS, #DICOM® & #HL7® standards, plus custom training options for organizations. 💪🏼👨🏻‍🎓👩🏽‍🎓

Very proud of the hackathon community. Look at all those colourful flags. What an amazing group of people from all ends of this planet. If you count, that's 5 continents represented 😎 @SIIM_Tweets #SIIMHacks

☢️ We have the most cohesive and realistic dataset you’ll find anywhere. It's not too late to join to see how the #SIIMHackathon dataset marries EMR and images in clinically-relevant patient narratives #SIIM #Hackathon @mohannadhussain https://t.co/1EcfVqhWhU

⌨️ All you need to attend the #SIIMHackathon is a computer and Internet connection. No ✈️ nor 💳️ needed — it's taking place in a hybrid format (virtually and in-person) and costs nothing. 👏️ #SIIM #Hackathon @mohannadhussain https://t.co/1EcfVqhWhU

💡️ The SIIM Hackathon is not your typical hackathon. We are less focused on competitiveness, and more focused on education, collaboration & innovation. Attend and see for yourself, it is 100% free. 👌️ #SIIM #Hackathon @mohannadhussain https://t.co/1EcfVqhWhU

The 2023 #SIIMHackathon is just around the corner! It's a hybrid-format and costs nothing to attend. No coding skills necessary! #SIIMHacks community members can't wait to see you there! @mohannadhussain https://t.co/1Wbc20GbZY https://t.co/RrsNttDgGi

To say that we had a lot of fun kicking-off the 2023 @SIIM_Tweets Hackathon yesterday would be an understatement. We had a BLAST!!! Some cool ideas are being built between now and June 16hth. Join us on slack at https://t.co/xEUhwZpYzF Thanks to @LesFolio for the screenshot 😉

☢️ Are you an experienced #ImagingInformatics professional looking to upgrade your skills? Attend the Hybrid #SIIMHackathon at no cost and learn DICOMweb, FHIR and other modern APIs relevant to medical imaging ☢️ #SIIM #Hackathon @mohannadhussain https://t.co/1EcfVqhWhU

Struggling to Troubleshoot & Resolve Interoperability Issues? #SIIMTraining's #ImagingInformatics Toolbox course at #SIIM23 gives you tools & skills for seamless integration of imaging systems. @mohannadhussain @hermanoos Jun 13 | Additional Fee Applies https://t.co/Cys0CcO1sw

💡️#Hackathon-powered Innovation returning at #SIIM23 via a hybrid format. RT and like to show your excitement 🤜️🤛️ @mohannadhussain @woojinrad @ChrisRothMD #SIIMHackathon Jun 7-16 | Hybrid |  https://t.co/XgOB3nfcRQ #SIIM23 Jun 14-16 | Austin, TX |  https://t.co/OEYQawfQ2H

⌨️ All you need to attend the #SIIMHackathon is a computer and Internet connection. No ✈️ nor 💳️ needed — it's taking place in a hybrid format (virtually and in-person) and costs nothing. 👏️ #SIIM #Hackathon @mohannadhussain https://t.co/1EcfVqhWhU