PGY-1 Ortho @PennMedicine | MD @cleclinicLCM | Bioinformatics MS @cwru | @DukeU alum | AI researcher | proud 🐶 dad | opinions my own

Joined June 2020
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J McGraw (Mac) Karnuta retweeted
Machine learning reliably predicts the ability to reach clinically meaningful thresholds for functional knee outcomes two years after osteochondral allograft transplantation for cartilage defects. Podcast: ow.ly/h1ca50Fo91G Paper: doi.org/10.1177/036354652110…
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J McGraw (Mac) Karnuta retweeted
Shoutout to this computer for processing more than TWO MILLION XRs in the last 48 hours. @karnuta
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Matched at UPenn Orthopaedics and could not be more excited!!! I will soon be reunited with my wife in the best city on earth! 🎉 🎊 🎇 #MatchDay2021 #OrthoMatch2021 @CleClinicMD
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J McGraw (Mac) Karnuta retweeted
Replying to @prem_ramkumar
@prem_ramkumar and his colleagues from @ClevelandClinic @CleClinicArthGp with more great work using deep learning. Their algorithms identified 9 #TKA implants with almost perfect accuracy in this study. Well done! doi.org/10.1016/j.arth.2020.…
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Happy to share our latest article in @JArthroplasty where we use deep learning to accurately identify femoral stem implants given just an AP x-ray. Be on the lookout for our web app (joints.ai) which will be released soon! sciencedirect.com/science/ar…

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Huge thanks to the hard work and support of my coauthors! @prem_ramkumar @heatherhaeberle @RobertMolloyMD @LNystromMD @nspiuzzi @DrAntoniaChen (and those without twitters)
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J McGraw (Mac) Karnuta retweeted
@karnuta get your joints identifying robot on the case 😊

ALT Robocop GIF by hoppip

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J McGraw (Mac) Karnuta retweeted
8 Nov 2020
Jeopardy! is saddened to share that Alex Trebek passed away peacefully at home early this morning, surrounded by family and friends. Thank you, Alex.
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Honored and humbled to present our work at @AAHKS. Wish my coauthors @prem_ramkumar and @heatherhaeberle could have made it as well!
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J McGraw (Mac) Karnuta retweeted
Can we predict injuries in #NHL #hockey players? This study evaluates #machinelearning vs. logistic regression and showed good to excellent accuracy for advanced ML models! @prem_ramkumar @CleClinicMD ow.ly/A8AE50BNFEh
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Congrats team!
Congratulations to my coauthors on this study predicting next season injuries in the @MLB. And to the @Dodgers on winning the #WorldSeries during a trying year. @karnuta @heatherhaeberle @SJFsportsdoc @CLEsportsMD @EricMakhniMD @DrNikhilVerma @doctorschick @bennwachukwumd
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J McGraw (Mac) Karnuta retweeted
I really hope our work translates to some stress alleviation and saved resources, rather than just collecting dust as a research article in the @JArthroplasty We are working closely with @AAHKS to make this validated tool free to arthroplasty surgeons. Consummate team effort.
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J McGraw (Mac) Karnuta retweeted
UPDATE: We are now up to 121 Participating Programs! #orthomatch2021 @aoa1887 @BillLevineMD @orthomentor1 @2021_ortho aoassn.org/aoaimis/AOANEW/Re…

The response to @aoa1887 CORD Universal Offer Interview Day has been incredible. Please see the following link for full list. 106 programs will participate! 11 other programs will not use that day but will follow 48 hour recommendation! #OrthoMatch2021 👏🏻 aoassn.org/aoaimis/AOANEW/Re…
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J McGraw (Mac) Karnuta retweeted
18 Oct 2020
Not convinced about 'pre-proof' papers being made available (it always seems strange not to wait a week or two until they have been proofed) but this one caught our eye this morning @JArthroplasty #TKA #AI #implantID sciencedirect.com/science/ar…

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J McGraw (Mac) Karnuta retweeted
How it started: How it's going:
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J McGraw (Mac) Karnuta retweeted
Hello #MedTwitter! Re-introducing myself for those who don’t know me. My name is Moeko [Mo-eh-ko]. I’m an MS4 applying to anesthesiology this cycle! Born raised in NYC/NJ, @DukeU grad and now at @wakeforestmed. Hopping on the ERAS photo train 🥳
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J McGraw (Mac) Karnuta retweeted
The team (@karnuta @heatherhaeberle @AudreyLeeWright @doctorschick @EricMakhniMD @bennwachukwumd @rileywilliamsMD) found #machineLearning outperforms regression analysis in predicting & quantifying injury risk among @NHL players next season. @CleClinicMD @HSSProfEd @HFHOrthoRes
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J McGraw (Mac) Karnuta retweeted
Potentially interested in CCF ortho?? Come to our virtual open house! See for yourself why I love my program! #orthomatch2021 #ccfortho #MedTwitter #orthotwitter Join Zoom Meeting us02web.zoom.us/j/8161287912… Meeting ID: 816 1287 9123 Passcode: CCFORTHO
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