Ayoosh Pareek, MD @AyooshPareekMD Twitter profile | Pikagi

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Ayoosh Pareek, MD

@AyooshPareekMD

923

Followers

842

Following

47

Media

755

Statuses

Health tech, AI/ML, orthopedics/musculoskeletal health, @HSpecialSurgery , Past: @MayoOrthoRes , @PennMedicine , @BrownUniversity .

Joined March 2019

Don't wanna be here? Send us removal request.

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 months

If you’re interested in medical ML/AI, especially imaging (computer vision, generative AI In medical imaging) this may be a great opportunity. Best of all: remote encouraged. Reach out if you are interested.

@MoeinShariatnia

Moein Shariatnia

@MoeinShariatnia

2 months

💼 Join our innovative research team of physicians & surgeons from top US medical centers! We're seeking a talented Machine Learning Research Engineer (part-time/full-time) to drive progress in computer vision applications in #orthopedics and #radiology . #ml #ai ⬇️

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

3 months

While I wouldn't normally post something like this, reaching a landmark of 100 peer-reviewed publications is something I have been working towards for almost a decade. Going forward, emphasis will be from quantity to quality, leveraging large data sets and AI/ML. #orthotwitter

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 years

Thank you @MayoOrthoRes and @mayoclinicsport 🙏🏽. #orthotwitter #MedTwitter

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

3 years

I opened up my email around noon on 4/20 and found I matched at @HSSProfEd for my Sports Fellowship. Like most other residents around the country, I went about my day. The clinic, operating room, hospital, patients don’t wait for you; time doesn’t stop for you. (A Thread).

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 years

Just 3 weeks between me and ABOS part 1. Then onto two years @HSSProfEd doing some machine learning research! Let me know if you'll be around in NYC or are interested in #MachineLearning or #DeepLearning ! Excited to meet some #medtwitter and #orthotwitter friends!

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

7 months

I’ll be speaking at the HSS symposium this weekend combining my favorite things: technology and musculoskeletal health! I’ll be giving two talks on AI in orthopedics so if you have similar interests, reach out!

@HSSProfEd

HSS Education Institute

7 months

Only a month away! Presentations will include the latest advances in adult knee & hip arthroplasty, shoulder arthroplasty, joint preservation, advanced rehabilitation, recovery & pain protocols, & advances in sports medicine & spine surgery. #orthotwitter

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

3 years

So shocked and proud to be AAOS resident member of the month! I encourage everyone interested or involved in orthopedics to be involved in AAOS!

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 years

Hard to make #ICRS2022 better. Excellent company with @MarioHevesiMD @A_J_Tagliero_MD @sarisnl and @DrKrych . Thank you @CartilageRepair @MayoOrthoRes

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

3 years

So happy to be at #AAOS2021 .

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 years

Our first in a series of articles discussing statistical concepts with @rileywilliamsMD , @bennwachukwumd , and @KSSTA . @HSSProfEd What other topics do you think are easily misunderstood by clinicians and worth discussion/clarification?

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Picking apart p values: common problems and points of confusion - PubMed

Due to its frequent misuse, the p value has become a point of contention in the research community. In this editorial, we seek to clarify some of the common misconceptions about p values and the...

pubmed.ncbi.nlm.nih.gov

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

3 years

Even if we don’t program, we should try to understand aspects of computer vision if looking to invest long-term in deep learning. Some basics in our recently published article in @KSSTA with @DrKrych and @ChrisCampMD #orthotwitter #MedTwitter

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Artificial intelligence in orthopedics: three strategies for deep learning with orthopedic specific...

Artificial intelligence in orthopedics: three strategies for deep learning with orthopedic specific imaging

pubmed.ncbi.nlm.nih.gov

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 years

Did you want to learn more about meta-analyses, but couldn't find a resource that fit your needs? We are trying to solve that problem with @KSSTA . With @KyleKunzeMD

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

1 year

If you want to learn about AI and even get a handle on what it means, join the webinar tomorrow evening. Fortunate to present with these incredible people.

@KyleKunzeMD

Kyle N. Kunze, MD

1 year

Join us tomorrow for our @AAOS1 Webinar on AI for the orthopaedic surgeon! You won’t want to miss! @shanenhomd @AyooshPareekMD @MarioHevesiMD @HSSProfEd @MOR_Docs @MayoClinic #AI #orthotwitter

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

4 years

Started the call shift as a PGY-3, came home as a PGY-4. Where has the time gone? #SaturdayThoughts

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

3 years

How inspiring.

@ESPNFC

ESPN FC

3 years

Nadia Nadim fled Afghanistan when she was 11 after her father was killed. She has scored 200 goals. Played for PSG and Man City. Represented Denmark 99 times. Speaks 11 languages. This week she qualified as a doctor after 5 years of studying whilst playing football. Wow 👏

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

6 months

If you're attending @AAOS1 in San Francisco this week and have an interest in digital health and AI in musculoskeletal care, join us for our instructional course lecture on Thursday! @KyleKunzeMD @drasheeshbedi @joshdinesmd . #orthotwitter #AAOS

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 years

Thank you so much to @AANAORG for the Advanced Lab Scholarship and @DrKrych for the support! Cannot wait to delve deeper into knee preservation!

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 years

I want to start my own #machinelearning and #deeplearning coding journey in the near future. If anyone in #medtwitter or #orthotwitter has any tips/courses/advice, it would be well appreciated. Also looking for collaborators! DM me!

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

4 years

Would choose again.

@BillLevineMD

Dr. William Levine

4 years

Medscape poll - would you choose the same specialty? Orthopedic surgeons love what they do! @OrthoColumbia @AAOSmembers @aoa1887 #orthotwitter #MedicalStudents

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

3 years

An incredible opportunity!

@AAOS1

AAOS

3 years

Have you met our May AAOS Resident Member of the Month? Dr. Pareek is an Orthopedic Surgery Resident at @MayoClinic in Rochester, MN. Learn more about Dr. Pareek, and don’t forget to apply to become a future AAOS Member of the Month!

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 years

Second in a series of editorials. This one with @PruneskiJ @rileywilliamsMD @bennwachukwumd @prem_ramkumar @RKMartin6 in @KSSTA We provide a framework around how to create #machinelearning models in #healthcare . Welcome feedback!

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

4 months

Thanks to @KyleKunzeMD for leading the charge in this one. Clinical results often have to prove out biomechanical studies so stay tuned for outcomes, especially long term ones from @ChrisCampMD

@ChrisCampMD

Christopher Camp, MD

4 months

This @AJSM_SportsMed study reviewed strength of published MUCL surgery techniques: Strongest: 1) MUCL recon w/ IB 2) MUCL recon alone 3) MUCL repair w/ IB Recon (graft) w/ internal brace came out on top ➡️ @KyleKunzeMD @MFury16 @AyooshPareekMD

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

4 years

I am humbled every single time I am allowed to hold an arthroscope. The learning curve.....

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 years

3rd in a series of editorials @KSSTA . We discuss Fragility and Statistical Power. More to come (in a second part). Do you think we should have mandatory fragility components in power analysis? With @rileywilliamsMD @bennwachukwumd @KyleKunzeMD

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Fragility Part I: a guide to understanding statistical power - PubMed

The aim of this paper is to close the knowledge-to-practice gap around statistical power. We demonstrate how four factors affect power: p value, effect size, sample size, and variance. This article...

pubmed.ncbi.nlm.nih.gov

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

5 years

Took a lot longer than I hoped, but glad to have this out there. Thanks to @DrKrych for the mentorship! #ICRS

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

3 years

Phenomenal read by @prem_ramkumar .

Devalue The Doctor: The Response Of A Manipulated System To Orthopaedic Surgeons

Devaluing the doctor and moving the goalposts for the whole medical team may tidy up the balance sheet, but the current trajectory of “value-based care” hardly leads us to a standard of care based on...

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 years

5th in our series of editorials @KSSTA . For this one we went back to the fundamentals of measures of distributions (mean, median, mode). With @rileywilliamsMD @bennwachukwumd @KyleKunzeMD @hurinouille @DMarigsMD

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 years

Do you think every patient with clinical signs of FAI needs an MRI? Certainly controversial. Our @AOSSM_SportsMed Herodicus Award winning paper discusses some implications. With the leadership of @prem_ramkumar @bennwachukwumd @DrKrych @M_Helm816

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Evaluating the Need for Preoperative MRI Before Primary Hip Arthroscopy in Patients 40 Years and...

Preoperative MRI did not alter indications for primary hip arthroscopy in patients aged ≤40 years with a history, physical examination findings, and radiographs concordant with FAIS. Rather, MRI...

pubmed.ncbi.nlm.nih.gov

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 years

So happy to be in Berlin thanks to @CartilageRepair and @on_found ! Lots of learning focused on joint preservation with talks by @DrKrych and @sarisnl ! Some sightseeing too….. #ICRS2022

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

7 months

This is a lot of what I’ve been thinking about for the last 2 years….and I can’t stop. A great concise review of AIs application in MSK imaging.

@cekahn

Charles Kahn, MD

7 months

Pleased to announce the publication of "How #AI May Transform Musculoskeletal Imaging" in @radiology_rsna -- led by @ali_guermazi ! ➡️ #MSKRad #MachineLearning #DeepLearning

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

4 years

*Ex-fix. But what an amazing recovery.

@espn

ESPN

4 years

Alex Smith's wife, Elizabeth, had his leg brace made into a trophy to help remind them of how far they've come. Incredible 🙏 (via @lizbsmith11 )

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

1 year

If you’re at @ISAKOS , come listen to our symposium on #MachineLearning in #Ortho where we discuss machine learning, deep learning, generative AI, and some pitfalls. June 19th at 10:15am! @hurinouille

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 years

7th in our series @KSSTA . Builds on our supervised learning editorial and discusses the underutilized method of unsupervised machine learning. What do you think unsupervised learning can help with in healthcare? With @ChristinaE_MD @bennwachukwumd @rileywilliamsMD @hurinouille

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

4 years

Great to see this editorial out in AAOS Now! I think most researchers in medicine know this, but maybe we are just now catching up in orthopaedics. @DrKrych @larsengebretsen Machine Learning in Orthopaedics Is Ready for Prime Time

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

3 years

Thought I knew efficiency until I read “Deep Work” by @CalNewport2 . What an absolutely amazing read. It will take time to convert the earmarks to actionable items (sorry….didn’t have a pen).

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

4 years

Fellowship app submitted but not looking forward to virtual interviews. #everythingvirtual

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 years

Had an incredible time at @ESSKA_society and seeing the sights! Some research was also presented.

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 years

Incredible time meeting people @CartilageRepair with @on_found . So much to learn. @DustinLeale @sathishmuthudr #icrs2022

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 years

So fortunate to have matched into orthopedics a few years ago, but 40% unmatched makes me terribly sad. Great read in @ArthroscopyJ

@JamesLubowitzMD

James Lubowitz, MD

@JamesLubowitzMD

2 years

Remarkable Residency Match Results with @randymcohn @DrDerekOchiai @SonyaSloanMD and featuring @DrLeeRubin @MichaelAlaiaMD @OrthoDocOde @sekinatMc @JenniferJBeckMD @DocDavidSavage @AlanHawxbyMD @mdiesselmd Plus the classic Carnegie Hall Joke! LINK:

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

1 year

Is it only the data quantity we should be worried about in #MachineLearning ? In this study of nearly 68,000 ACLR we show no increase in predictive ability compared to our previous studies of 20-25k cases. @AOSSM_SportsMed @AJSM_SportsMed @RKMartin6

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Ceiling Effect of the Combined Norwegian and Danish Knee Ligament Registers Limits Anterior...

Machine learning analysis of the combined NKLR and DKRR enabled prediction of the revision ACLR risk with moderate accuracy. However, the resulting algorithms were less user-friendly and did not...

pubmed.ncbi.nlm.nih.gov

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 years

I’ll be in Berlin a couple of days early for @ICRS 2022 to present our studies on machine learning with @DrKrych ! If anyone is joining or has Berlin tips, leave them here or DM me. #medtwitter #orthotwitter

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

4 years

Congratulations to my superior counterpart @KalyaniNambiar on successfully defending her thesis and becoming a doctor! 🥂

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 years

8th in our series @KSSTA . We provide a practical guide to developing deep learning models for the MSK physician. Part 2 of this guide coming soon! With @rileywilliamsMD @bennwachukwumd @ChrisCampMD @RKMartin6 @JacobOeding @HSSProfEd

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 years

Incredible job by @prem_ramkumar and @bennwachukwumd to lead this effort! Proud to be a part of this extremely thought provoking and possibly practice changing study. 🙏🏽

@prem_ramkumar

Prem N Ramkumar MD MBA

2 years

Our multicenter hip scope study was the last project I led as a resident. Proud to have a team from 7 institutions be honored by the Herodicus Society. @bennwachukwumd @DrKrych @EricMakhniMD @JoshuaHarrisMD @M_Helm816 @AyooshPareekMD @DylanKoolmees @AvaBerrier @HSSProfEd

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

3 years

One of the best @MayoOrthoRes !

@AAOS1

AAOS

3 years

Say hello to @petercrhee_do ! Peter is a hand and microvascular surgeon at @MayoClinic , a veteran of the U.S. Air Force and a proud member of the #AAPI community. He enjoys fishing, farm work and family time with his wife and four kids. #AAPIHeritageMonth #orthopaedics #AAOS

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

5 months

Thanks to @AllaiHealth ! I have strong conviction that physicians in healthcare need to lead the change in the field. I’m excited about the possibilities of technology and AI in healthcare when implemented with care.

@AllaiHealth

AllaiHealth

5 months

Final in series on #AAOS2024 , a Thursday breakfast featured #AllaiHealth ’s AI-powered technology that builds enriched medical histories. Thanks to Dr. Mike Mbagwu, Dr. Dheera Ananthakrishnan, Dr. Yining Lu, Dr. Hao-Hua Wu, Dr. Kyle Martin, Dr. Sean Sequeira and @AyooshPareekMD

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

4 years

Thank you to @JSanchezSotelo for letting me be a part of the study. Metal interfaces continue to be an issue in modern implants and evaluating the upper extremity is important as shoulder arthroplasties continue to rise!

@ASESmembers

American Shoulder and Elbow Surgeons

4 years

Have you ever wondered whether metal ion levels increase after reverse arthroplasty as reported with certain hip replacements?

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 months

Will be in London, Berlin, Munich, Lyon, Toulouse, and Marseille in Aug/Sept. Can you provide some recs? things I like: Eat: Indian, Asian, Local/Streetfood, Desserts/Pastry Drink: Coffee, Beer, Cocktails Do: Scuba, Sight see, Museums, Art, Rooftops/Views, Nature #orthotwitter

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

3 years

A little late but thanks to @ISAKOS for presenting us with the Jan I. Gillquist award for our study on predicting failure after ACL reconstruction using machine learning and nominating us for another award using machine learning for hip arthroscopy with @DrKrych .

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

3 years

Incredible accomplishment! So proud of the incoming class.

@JonBarlowMD

Dr. Jonathan Barlow

3 years

Incredibly excited to welcome the @MayoClinic @MayoOrthoRes class of 2026. I'm blown away by what you have already accomplished - and look forward to seeing where you can go! #MayoTrained

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 years

@jeremyphoward Jeremy, I’m a physician trying to learn ML/DL.l for medical image analysis. Do you think it’s feasible to learn this before ML as long as you have some grasp of Python?

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

5 months

Incredible working with this amazing team!!

@AllaiHealth

AllaiHealth

5 months

The team is back from #aaos2024 Here’s the first in the series on the exciting week. We kicked off with @ReznikMD , @DMarigsMD , Dr Andrew Milby, Dr. Joshua Bingham, Dr. Mehul Mittal and @AyooshPareekMD to talk #healthcareinnovation #aiinhealthcare in #SanFrancisco

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 years

4th in a series of editorials @KSSTA . We discuss supervised learning and explain associated algorithms. Do you think we missed something that should have been included? with @rileywilliamsMD @bennwachukwumd @PruneskiJ @KyleKunzeMD

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

1 year

With @PruneskiJ @bennwachukwumd @RKMartin6 @akiapour and @rileywilliamsMD

@KSSTA

Knee Surgery, Sports Traumatology, Arthroscopy

1 year

Learn more about natural language processing and its importance in orthopaedic research by reading this review article. #nlp #ai #machinelearning #deeplearning #future #artificial #intelligence

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

10 months

Thanks @KSSTA ! This work was with @PruneskiJ @DrGulotta @rileywilliamsMD @nathanvarady . We explore some other aspects of survival analyses which are not as common and critical to these studies. #orthotwitter

@KSSTA

Knee Surgery, Sports Traumatology, Arthroscopy

10 months

Learn more about survival analyses in orthopaedic research in this recently published article. #survival #statistics #knee #research #orthopaedic #arthroscopy #shoulder #analysis

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

1 year

So fortunate to work with a great team at @getshastahealth ! If you are a PT, need a PT, or are a physician (ortho, PMR, primary care) that has patients who need PT, please consider @getshastahealth for your needs.

@ycombinator

Y Combinator

1 year

. @getshastahealth (YC S23) provides muscle & joint pain relief at ¼ the cost of traditional treatments with computer-vision care programs and a network of expert physical therapists. Congrats on the launch, @SrinjoyMajumdar & @thePransuDash !

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 years

Shoutout to Yining Lu (not on twitter) and @ChrisCampMD in addition to the rest of the @mayoclinicsport team.

@theboneheadpc

The Bonehead Podcast

2 years

Welcome back listeners! For our third episode, we cover a fascinating paper on #machinelearning and its intersection with sports medicine by @Mayo_OSAIL . This was one of our favorite episodes to record, and we hope you enjoy it just as much! #orthotwitter

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

5 months

Do you think PRP works for knee OA? Does this article change your mind? #orthotwitter @aossm1972

@JacobOeding

Jacob Oeding, MS

5 months

What is the statistical fragility of #PRP results for knee OA? In this @AJSM_SportsMed study, we found that pooled treatment effects from RCTs comparing #PRP to alternative injection therapies were more robust than ~ half of all comparable meta-analyses in medicine. #orthotwitter

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

3 years

Just a teaser for what’s to come.

@KSSTA

Knee Surgery, Sports Traumatology, Arthroscopy

3 years

Check out this recent editorial to learn more about the role of artificial intelligence and machine learning as part of the future in orthopaedic sports medicine. #sportstraumatology #artificialintelligence #machinelearning Reach here:

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

6 months

Completely agree. What are your thoughts? Current national registries don’t fulfill our needs in Orthopaedics surgery.

@KyleKunzeMD

Kyle N. Kunze, MD

6 months

To support foundation models and the breadth of capabilities of contemporary #AI , we need to avoid repackaging old datasets and move towards developing repositories that support novel uses. @AyooshPareekMD @rileywilliamsMD @KSSTA @HSSProfEd

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Ayoosh Pareek, MD

@AyooshPareekMD

2 years

Promoting some great work by my co-fellow @HSSProfEd , @MFury16 on the status of the UCL in 2022. @joshdinesmd

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Treatment of UCL Injuries in Baseball Players: Lessons Learned in 2022, Future Questions for 2023

A review covering the modern state of the art for treating UCL injuries in baseball players. We'll update the recent literature on injury risk, imaging evaluation, nonoperative management, biologics,...

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 years

Fragility is becoming an increasingly important concept as the quantity of research continues to increase. Should be have a fragility threshold?

@KSSTA

Knee Surgery, Sports Traumatology, Arthroscopy

2 years

In this month’s editorial, the authors examine the variables affecting power as well as advantages and disadvantages of a priori versus post hoc power analyses in hopes of making this statistical concept more accessible #statisticalpower #statistics Link:

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

5 years

Finally in print! Check out our predictive model on subchondral insufficiency fractures! Thanks to @DrKrych and @sarisnl !

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 years

How can we apply deep learning to orthopedic imaging? We explore some simple options with @DrKrych @ChrisCampMD

@KSSTA

Knee Surgery, Sports Traumatology, Arthroscopy

2 years

Artificial intelligence has achieved remarkable results in the field of medicine. Read this month’s editorial on artificial intelligence in orthopedics. #artificialintelligence #deeplearning Link:

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

3 years

All due to the hard work of @ChrisCampMD . A good start to re-evaluating statistics as surrogate measures of player health/performance in many sports, not just MLB. Some food for thought. More work needed.

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Ayoosh Pareek, MD

@AyooshPareekMD

2 years

9th in our series @KSSTA . In this we go over basics of natural language processing (NLP). What do you think is the most important implication of NLP in medicine/orthopedics? With @rileywilliamsMD @bennwachukwumd @akiapour @PruneskiJ

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 years

Back to the "basics." Thanks to @KSSTA for the opportunity!

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Machine learning and conventional statistics: making sense of the differences - PubMed

The application of machine learning (ML) to the field of orthopaedic surgery is rapidly increasing, but many surgeons remain unfamiliar with the nuances of this novel technique. With this editorial,...

pubmed.ncbi.nlm.nih.gov

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

1 year

May need to change this now GPT-4 is out. Thanks @KSSTA

@KSSTA

Knee Surgery, Sports Traumatology, Arthroscopy

1 year

Read our latest editorials on artificial intelligence bot ChatGPT in KSSTA! #artificialintelligence #ChatGPT #Plagiarism #sportsmedicine Link:

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

1 year

With @rileywilliamsMD @bennwachukwumd @ChrisCampMD and @JacobOeding

@KSSTA

Knee Surgery, Sports Traumatology, Arthroscopy

1 year

A guide to using deep learning for #orthopedic #surgeons for model creation #Deeplearning #Machinelearning #Artificialintelligence #Predictivemodeling #Computervision #sportsmedicine Link:

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

3 years

Only a few pages in and it’s already an incredible read. Definitely changes the way you view decision making and the world around you. Thanks @AdamMGrant !

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

3 years

Check it out. Our award winning paper in JISAKOS. Room for improvement but a good first step. @RKMartin6 @larsengebretsen

@J_ISAKOS

Journal of ISAKOS

3 years

ℹ️ Machine learning analysis can predict subjective failure risk following ACLR. Clinicians can use a calculator to estimate subjective failure risk at a patient-specific level when discussing preoperatively. Read more ➡️ @ELSORTHOPAEDICS @SportsSciMed

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

5 months

This is the third in a series of editorials. Tell us what you think about deep learning and computer vision in MSK health. #orthotwitter @KSSTA

@JacobOeding

Jacob Oeding, MS

5 months

Multi-modal registries using high-quality imaging and clinical data should serve as the foundation of future #AI initiatives in orthopedics. Our latest @KSSTA article provides practical examples and areas primed to be impacted most by #deeplearning . #orthotwitter

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

3 years

Feels like I was a medical student just yesterday! Officially a PGY-5.

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Ayoosh Pareek, MD

@AyooshPareekMD

3 years

Is internal validity enough for machine learning models? We used the Norwegian and then validated externally on the Danish Knee Ligament Registry for this ACL risk model. Risk calculator in link! @KSSTA @larsengebretsen #machinelearning #orthotwitter

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Machine learning algorithm to predict anterior cruciate ligament revision demonstrates external...

III.

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

4 years

🙏🏽

@MayoOrthoRes

Mayo Orthopedic Residency

4 years

Congratulations to our chief class on officially graduating! 🎓 Great leaders don’t tell you what to do - they show you how it’s done 🙌🏽 This class has undoubtedly shown us all how it is done - and will continue to do so as leaders in #orthopedics ! #orthotwitter #Graduation2020

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 years

Is 113 tabs too many google chrome tabs open at the same time? I may have a problem #orthotwitter #medtwitter

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

4 years

Great mentorship from @DrKrych and others made it possible!

@DrKrych

Dr. Aaron J. Krych

4 years

@AyooshPareekMD is the mastermind behind this predictive model—these #SIFK are painful and can be challenging to treat—this model can help!!

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Ayoosh Pareek, MD

@AyooshPareekMD

3 years

Glad to have voted for @ChrisCampMD for Teacher of the Year this year having only scrubbed with him a couple of times! An exemplary physician and person.

@JonBarlowMD

Dr. Jonathan Barlow

3 years

Having teachers like @ChrisCampMD makes it easy to program director @MayoOrthoRes . Our residents are lucky to have him (and his patients/athletes/etc).

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

5 years

Wouldn’t be possible without the great mentorship of @RafaSierra5 and other at @MayoOrthoRes !

@RafaSierra5

Rafa Sierra Hip Knee

5 years

Three posters @AAHKS @CodyWylesMD award 🥇 @AyooshPareekMD #alexathey AI machine learning #paoresearch @hipdysplasias #periacetabularosteotomy #pao #savinghipsoneatatime #tkaintransplant #kidneytransplant

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Ayoosh Pareek, MD

@AyooshPareekMD

4 years

Absolutely incredible. @JSanchezSotelo advancing surgical technology @MayoOrthoRes !

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

3 months

What are life changing books you love? I like nonfiction, biographies, personal improvement, leadership. Below are some books I enjoyed this past year. #orthotwitter The Pathless Path Never Split the difference Psychology of Money Confessions of a Surgeon Shoe Dog Steve Jobs

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

1 year

As we continue to explore the world of LLMs (in social circumstances and in medicine), we know for specialized cases, LLMs are a double edged sword. @KSSTA . What do you think #orthotwitter ? I know @dhirajpangal and @ddonoho at @dotphrAIse have insights.

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

5 years

Not sure there’s better interval training than running between gates for a connection at @fly2ohare . I’ve done too many times to count and I think it beats @onepeloton .

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

1 year

Surgeon and interested in AI? Highly recommend Ctrl-Alt-Operate by @dhirajpangal and @ddonoho . My main problem is that AI is so fast-moving and overwhelming that finding things directly relevant to my own interests can be difficult. Check it out:

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

1 year

How incredible to watch @marcmarquez93 and his journey through 4 humerus surgeries. Glad to see @MayoClinic , @MayoOrthoRes and @JSanchezSotelo make a difference! Inspirational. #orthotwitter

Marc Marquez: ALL IN (TV Series 2023– ) ⭐ 7.8 | Documentary, Sport

Marc Marquez: ALL IN: With Marc Márquez, Julià Márquez, Jorge Lorenzo, Carlos J. García. Marc Márquez is facing the toughest decision of his career. He will have to take drastic measures to win...

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

1 year

🙌🏽

@prem_ramkumar

Prem N Ramkumar MD MBA

1 year

Current BOGO sale at HSS on Indian sports fellows who love @rileywilliamsMD & @bennwachukwumd , research AI, assist with NBA coverage, came from the Clinic, and are apparently indistinguishable.

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 years

6th in our series of editorials @KSSTA . In this we discuss possibly the most utilized (and misunderstood) tool in orthopedic research: Multivariable analysis. With @rileywilliamsMD @bennwachukwumd @hurinouille @ChristinaE_MD

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

3 months

Thanks to my mentors at @mayoclinicsport @MayoOrthoRes @HSpecialSurgery @HSSProfEd without whom this wouldn't be possible.

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Ayoosh Pareek - Search Results - PubMed

Ayoosh Pareek - Search Results - PubMed

pubmed.ncbi.nlm.nih.gov

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

1 year

What do you think is the future of peer-reviewed literature? I am not sure there is a right answer, but there can be certainly some wrong ones. @KSSTA #orthotwitter

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

3 years

Can attest to Dr. Chalmers' research acumen and productivity in addition to orthopedic knowledge!

@BrianChalmersMD

Brian Chalmers

@BrianChalmersMD

3 years

If any medical students or others around New York are looking for a full time one year research position to work with @bethgausdenmd and myself, let me know - promise to make it a worthwhile year research wise and clinically! #orthotwitter #MedTwitter @NaanDerthaal @DrChadKrueger

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

1 year

Part 3 of our Guide to Meta-analyses out in @KSSTA with @KyleKunzeMD @rileywilliamsMD @shanenhomd @jachahla . Check out Part 1 and Part 2!

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A guide to appropriately planning and conducting meta-analyses: part 3. Special considerations-the...

The meta-analysis has become one of the predominant studies designs in orthopaedic literature. Within recent years, the network meta-analysis has been implicated as a powerful approach to comparing...

pubmed.ncbi.nlm.nih.gov

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 years

I’m sure this resonates with both physicians and patients! As a health policy fellow for @AAHKS , @prem_ramkumar has a lot to say on the matter. What a great read. @Forbes

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 years

Good luck to all #medtwitter and #orthotwitter for #Match2022 . Take it one day at a time. As Steve Jobs said, "stay hungry, stay foolish." If that doesn't work, listen to pre-recorded pep talks by kindergarteners.

@pawlpark

Paul Park, MD MS

2 years

#Match2022 week is here! If you are feeling anxious like me, you can call 707-8PEPTOC (or 707-873-7862) and listen to some pre-recorded pep talks and life advices by kindergarteners from a Bay Area elementary school 🤗

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

3 months

@jxnlco I would seriously consider getting evaluated for something like a seronegative spondyloarthropathy. Another poster suggested rheumatoid arthritis. These are all pathologies with inflammation of the joints and hands are commonly affected.

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

7 months

@joshuapliu radiology studies also show significant automation bias which actually detrains radiologists if the models aren’t specifically optimized. this topic is very complex and as someone who wants to integrate radiology assisted AI reads for musculoskeletal health, we are still learnin.

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

7 months

AI is at it again.

@EricTopol

Eric Topol

7 months

Big #AI discovery: a new structural class of antibiotics (the last one took 38 years) with multiple compounds effective vs methicillin-resistant Staph aureus, without toxicity @Nature

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

3 years

Another amazing piece by ⁦⁦ @prem_ramkumar ⁩. An orthopedic physician’s perspective on the current state of affairs reflecting changes in (likely) all of healthcare, especially hip and knee arthroplasty.

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

2 years

Proud to get to train here.

@HSpecialSurgery

Hospital for Special Surgery (HSS)

@HSpecialSurgery

2 years

HSS earns unprecedented 13th consecutive national No. 1 ranking in #orthopedics and rises to No. 3 nationally in #rheumatology (highest in Northeast) by @usnews 2022-23 Best Hospitals: Specialty Rankings© report: #HSSRheum

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

5 years

Thanks to @MayoOrthoRes and @AAOSmembers for allowing me to participate in this amazing conference where we try to make a difference.

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

4 years

“Life in the fast lane.”

@emmaogreen

Emma Green

4 years

This interview with Anthony Fauci by @PeterAtlantic and @edyong209 is just wild

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@AyooshPareekMD

Ayoosh Pareek, MD

@AyooshPareekMD

5 years

Great time at a great meeting with a great mentor @DrKrych . Fortunate to be in the position to present here! #AOSSM2019

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