Fares Antaki @FaresAntaki Twitter profile | Pikagi

Pikagi

Fares Antaki

@FaresAntaki

408

Followers

263

Following

35

Media

225

Statuses

Vitreoretinal surgery fellow @clevelandclinic , previously @ucl @moorfields (AI fellowship), @chumontreal (ophthalmology), @mcgillu (medicine)

Cleveland, OH, USA

https://t.co/p5EL6GOm7k

Joined October 2020

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

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@FaresAntaki

Fares Antaki

4 months

New in @JAMAOphth ! In this brief report, we show that a generalist vision-language model (VLM) may have limited capabilities in performing tasks related to the interpretation of OCT scans. @pearsekeane @reena_cho

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Vision-Language Models for Feature Detection of Macular Diseases on Optical Coherence Tomography

This cross-sectional study evaluates the performance of a vision-language model in performing ophthalmologic tasks related to interpretation of optical coherence tomography scans.

jamanetwork.com

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@FaresAntaki

Fares Antaki

9 months

Match results are in and I’m going to be a retina surgeon! So excited to be joining the @ClevelandClinic starting July 2024! It’s an honour to continue my father’s legacy in retina and to join the Cole Eye Institute. A heartfelt thank you to my wife and family, my mentors at

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@FaresAntaki

Fares Antaki

1 year

Beyond thrilled to be joining @pearsekeane and his team at @Moorfields @UCLeye for a year-long research fellowship. Their pioneering work in AI for #ophthalmology is truly inspiring, and I am honoured to have the opportunity to learn from them. This is the first step in my

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@FaresAntaki

Fares Antaki

2 years

#Art , #ophthalmology and #artificialIntelligence . Have you heard of DALL·E ( @OpenAI )? It's a neural network that creates images from text captions. I created paintings depicting #cataract surgery in the style of 4 famous artists: Picasso🇪🇸, Klimt🇦🇹, Munch🇳🇴, and Basquiat🇺🇸.

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@FaresAntaki

Fares Antaki

2 years

ChatGPT can write code and answer #USMLE questions. But how does it perform in #ophthalmology ? We tested #ChatGPT on questions from the OKAP - a high-stakes exam taken annually by residents in the US and Canada. Here’s what we found:

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Evaluating the Performance of ChatGPT in Ophthalmology: An Analysis of its Successes and Shortcom...

We tested the accuracy of ChatGPT, a large language model (LLM), in the ophthalmology question-answering space using two popular multiple choice question banks used for the high-stakes Ophthalmic...

www.medrxiv.org

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@FaresAntaki

Fares Antaki

1 year

💙 Feeling grateful as I reflect on the last 5 years with the Dept. of #ophthalmology at @UMontreal . From the moment I joined, I found a very supportive environment for my ideas and projects. 👨‍⚕️ As my residency draws to a close, I can't thank my professors enough. Their

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@FaresAntaki

Fares Antaki

3 years

Happy to share my first publication in @BMJ_Ophth ! 🙏🏻 We built automated machine learning models to diagnose venous occlusions, retinitis pigmentosa and retinal detachments from @OptosUWF images. @chumontreal @EiasSaih #AI #Ophthalmology @GoogleCloudTech

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@FaresAntaki

Fares Antaki

10 months

Happy to share our recent work on #GPT4 in #ophthalmology 👁️📚. Published in @BMJ_Ophth 's collection on Generative AI 🤖📄. Evaluating LLMs is a minefield 🔍💥, and we're aware there's much more to uncover 🧐 and learn 📖. Key insights below! 👇

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@FaresAntaki

Fares Antaki

1 year

🎓 Honoured to have delivered the Valedictorian speech at the MD & Residency Graduations of @UMontreal ! Touched on #AI in medicine and highlighted the importance of holding on to our humanity. I also shared 5 practical tips for recent graduates:

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@FaresAntaki

Fares Antaki

3 years

Check out our report in @ajocasereports ! We describe a rare case of BDUMP and discuss cancer 🔬, immunotherapy 💉, bacillary layer detachment on OCT 📷, and clinical response to plasmapheresis 🧪. #retina #oncology #ophthalmology #OCT

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@FaresAntaki

Fares Antaki

7 months

Happy Valentine's Day! 🌹This is a retinal image of Valsalva retinopathy, showing a hemorrhage shaped like a backwards-facing red rose. The macula helps us appreciate the beauty of the world, like the flawless form of a rose. When the macula is diseased, this experience is

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@FaresAntaki

Fares Antaki

7 months

🚀 Apple Vision Pro is here! A VR revolution is coming. 1/ Introducing RetinaVR - our standalone simulator for vitreoretinal training. Immersive, affordable, portable. A step towards democratising surgical education globally. Details of our pilot work:

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@FaresAntaki

Fares Antaki

1 year

Honored to have contributed to this work in @AAOjournal on Zellweger Spectrum Disorder. It was a privilege to team up with researchers committed to this rare disease. Hoping this lays a foundation for future therapeutic breakthroughs!

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@FaresAntaki

Fares Antaki

2 years

So cool to feature in The Art of Eyes by @OphthoMag ! We talk about my personal #art experiences growing up in Syria 🇸🇾, and how they influenced my journey as an #ophthalmology trainee. We also touch on #AI / #DALLE2 and the concept of "creativity". @chumontreal @EiasSaih

@OphthoMag

The Ophthalmologist

2 years

A quote from @FaresAntaki on his artwork created with #DALLE2 . See his other pieces in this year's Art of Ophthalmology gallery:

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@FaresAntaki

Fares Antaki

6 months

Great work, @dominicwllmsn , for leading our project on using AI to enhance clinical trial recruitment in geographic atrophy. The AI system can shortlist patients by looking through their OCTs for unique imaging inclusion criteria like GA lesion area, foveal involvement, etc.

@INSIGHTeyehub

INSIGHTeyehub

6 months

Preprint alert. #AI could aid #clinicaltrials recruitment of people with geographic atrophy (GA), which causes irreversible vision loss and affects 5-10 million globally. The study used anonymised eye data from 300k+ patients at @Moorfields 🔗

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@FaresAntaki

Fares Antaki

3 years

Really honored to receive, for a 2nd consecutive year, the Best Presentation Award at our @Umontreal Annual Research Day. As it happens, in 1975 and 1976, my father Samir also won that award 2 years in a row! 🧐 #Ophthalmology #ArtificialIntelligence #Retina

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@FaresAntaki

Fares Antaki

1 year

📢 Update: We published a preprint in January with some of our results on #ChatGPT 's accuracy in #ophthalmology question-answering. Now, our published paper in @AAOjournal offers valuable new lessons. 🤖👁️ 🎯 Check out the key takeaways in this thread:

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Evaluating the Performance of ChatGPT in Ophthalmology

Foundation models are a novel type of artificial intelligence algorithms, in which models are pretrained at scale on unannotated data and fine-tuned for a myriad of downstream tasks, such as genera...

www.ophthalmologyscience.org

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@FaresAntaki

Fares Antaki

8 months

👋🏻 Happy to share my talk on LLMs in ophthalmology from Day 1 of the CCOI 2024 conference. I spoke about their emerging role in medicine and eye care, emphasising their potential and necessary caution. Hope you find this helpful! 🤖 I invite you to join Day 2 of the CCOI 2024

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@FaresAntaki

Fares Antaki

2 years

Happy to share our study on #AI for the diagnosis of #trachoma - the 1st infectious cause of blindness 🌍 Combining #AutoML + #Edge computing brings the full spectrum of model design, from development to deployment, into the hands of clinicians. This democratizes access to AI.

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@FaresAntaki

Fares Antaki

1 year

Excited to spotlight this work led by @pearsekeane & @Yukunzhou19 , published in @Nature today. Honoured to have joined this world-class team in July—I'm learning so much every day.🙏🏻 👁 RETFound is the 1st open-source foundation model for retinal imaging—diagnosing eye diseases

@pearsekeane

Pearse Keane

1 year

1/ 🚨🚨 New paper alert 🚨🚨 Introducing RETFound, a foundation model for ophthalmology We’re super excited about this and hope it will act as a #Cornerstone for global efforts to prevent blindness through #AI @UCLeye @Moorfields #OpenAccess @Nature

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@FaresAntaki

Fares Antaki

2 years

#AutoML democratizes access to #AI - allowing clinicians w/o coding expertise to develop #ML models Had the pleasure of sharing my experience at @EiasSaih Impossible w/o the trailblazing work done by @pearsekeane at @UCLeye 🙏🏻 Full Video (English cc):

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@FaresAntaki

Fares Antaki

3 years

So happy to finally publish in the blue journal @AAOjournal ! We describe a rare example of a stroke mimic presenting with visual symptoms suggestive of an occipital lobe stroke. #ophthalmology #neurology @ANehme @chumontreal @ciusss_estmtl @med_umontreal

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@FaresAntaki

Fares Antaki

3 years

Honored to have been elected Chief Resident of the @Umontreal #Ophthalmology Residency Program! In 1974, my father Samir held the same position then went on to become a VR surgeon. He returned home to Aleppo (Syria) and performed the 1st buckles in the region! @chumontreal

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@FaresAntaki

Fares Antaki

3 years

Very happy to have our abstract accepted as an oral presentation at @ARVOinfo 2021! It will be my first ARVO talk, something I’ve dreamt about since the first ARVO conference I attended as a med student in 2016! @med_umontreal @CRCHUM @EiasSaih @ciusss_estmtl #ai #Ophthalmology

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@FaresAntaki

Fares Antaki

3 years

Check out our proof-of-concept study in @SciReports . We built an automated machine learning model for #cataract surgery phase classification. #AutoML democratizes access to #AI - allowing clinicians w/o coding experience to develop high-quality #ML models.

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Development of a code-free machine learning model for the classification of cataract surgery phases

Scientific Reports - Development of a code-free machine learning model for the classification of cataract surgery phases

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@FaresAntaki

Fares Antaki

2 years

Check out our latest paper in @ARVOtvst . We used #deeplearning + clinical features to predict post-op visual improvement after macular hole repair. Really thankful for great collaborators @AlexandreLxch @audurand // @crchuqc @Mila_Quebec @CRCHUM // #retina #AI #Ophthalmology

@ARVOtvst

TVST Journal

2 years

Ali Dirani et al @crchuqc use deep learning incorporating (HD-OCT) B-scans and clinical features to model visual improvement following macular hole surgery.

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@FaresAntaki

Fares Antaki

3 years

Really happy to announce that earlier this June, at the COS annual meeting, I received the Innovation in Retina Research Award for our proposal to improve access to retinal surgery training via low-cost virtual reality simulation. #Ophthalmology #Ophthotwitter #VirtualReality

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@FaresAntaki

Fares Antaki

1 year

@kevinelaimd 1st year of residency: focus on BCSCs, esp. cornea, glaucoma, peds, neuro, plastics, retina. Later years, do BCSC Self-Assessment & OphthoQuestions only - easier to do post-OR/clinic. Aim for 20-40 questions daily, doubling on weekends. Make up for missed days. Worked for me!

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@FaresAntaki

Fares Antaki

1 year

An honour to meet and hang out with @mustafasuleyman - a leader and inspiration in the world of #AI . Congrats on the new book 'The Coming Wave'. Looking forward to reading it!

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@FaresAntaki

Fares Antaki

1 year

Had so much fun being on this podcast with @iDrFeng ! We delved into everything #AI : from #ChatGPT and #LLMs to self-attention, the #Turing Test, and multimodality. 🚨 Listen till the end to discover why Anthony Fauci and Joe Rogan also made it into our conversation!

@aao_ophth

AAO

1 year

How would ChatGPT perform on a simulated OKAP Exam? How would it be helpful in the physician’s office? @iDrFeng & @FaresAntaki discuss the successes and shortcomings of #ChatGPT . Listen to the latest episode of #OphthalmologyJournal #podcast

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@FaresAntaki

Fares Antaki

2 years

*AI course for clinicians* (in French 🇫🇷) On Oct. 20 2022, together with the CHUM School of AI in Healthcare, I will be giving an in-person course about automated machine learning. If you want to use #AI but don't know where to start, this course is for you! No coding required.

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@FaresAntaki

Fares Antaki

1 year

🎙️ Happy to share my contribution to "Parcours IA en Santé", the first 🇫🇷 podcast on integrating #AI in healthcare. 🧠 We delve into my optimistic take on automated machine learning ( #AutoML ), explainability, cherry-picking 🍒, etc... 🔗 Listen ➡️ (FR)

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@FaresAntaki

Fares Antaki

3 years

Just published in The Asia-Pacific Journal of Ophthalmology! In this brief letter, we touch on object detection via automated machine learning and the use of small data in AI. #Ophthalmology #AI #AutoML @GoogleCloudTech @chumontreal @EiasSaih

Revisiting the Problem of Optic Nerve Detection in a... : The Asia-Pacific Journal of Ophthalmology

An abstract is unavailable.

journals.lww.com

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@FaresAntaki

Fares Antaki

3 years

@n8radcliffe I think it’s fixation light, but I was never able to make it work. I suggest you get rid of it and keep asking patients to look at your ears 😂

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@FaresAntaki

Fares Antaki

2 years

Art and the #eye . Check out our piece in JFO 🇫🇷. We explore the anatomy of a rose 🌹 to describe a case of Valsalva retinopathy. We then revisit Saint-Exupéry's Little Prince 🤴🏼 and discuss what he learns from his own rose. #Ophthalmology #Retina #Art

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@FaresAntaki

Fares Antaki

1 year

Happy to share my interview with @mlabrosse on @le1518 🎙️(in french)! Explored: my journey from Syria to Quebec, carrying forward my father’s #retina legacy, the potential of #AI , Syria’s refugees & how my charity Fondation d'Alep is responding.

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@FaresAntaki

Fares Antaki

4 years

Honored to receive an ARVO International Travel Grant! Our work is on the use of automated machine learning ( #AutoML ) for the classification of retinal pathologies from retinal images. Thanks, @ARVOinfo ! #ARVO2021 @med_umontreal @EiasSaih @CRCHUM @chumontreal @ciusss_estmtl

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@FaresAntaki

Fares Antaki

2 years

[3/4] We are happy that this was published in the Saudi Journal of Ophthalmology 🇸🇦, which is widely read in the Middle East and North Africa. Read the article here:

(PDF) Development and deployment of a smartphone application for diagnosing trachoma: Leveraging...

PDF | PURPOSE Automated machine learning (AutoML) allows clinicians without coding experience to build their own deep learning (DL) models. This study... | Find, read and cite all the research you...

www.researchgate.net

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@FaresAntaki

Fares Antaki

2 years

@DrXiaoLiu Hey @DrXiaoLiu ! I noticed that too. I’ve actually trained an AutoML model using one of those datasets. The saliency maps seem to highlight the vertebral bodies in the children’s CXRs.

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@FaresAntaki

Fares Antaki

3 years

A huge thank you to @aaronylee for accepting my invitation to present. Always learning from you!

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@FaresAntaki

Fares Antaki

4 years

I'll be attending #aao2020 from Nov. 13 - 15. Join me for the #virtual experience! @aao_ophth

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@FaresAntaki

Fares Antaki

1 year

@kevinelaimd Read 25% of the book pre-rotation, and finished by mid-rotation. Used to create a schedule. Printed it, glued it to the book cover, and highlighted progress.

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@FaresAntaki

Fares Antaki

2 years

We are excited about the potential of ChatGPT in ophthalmology but remain very cautious. Imminent clinical applications seem limited. How will LLMs handle imaging data like OCTs? [4/4]

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@FaresAntaki

Fares Antaki

2 years

Send me your creative #medicine -related captions and I will generate an image for you! :) #Ophthotwitter #MedTwitter #AI #digitalart #dalle #dalle2

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@FaresAntaki

Fares Antaki

2 years

ChatGPT did best in general medicine and worst in neuro-ophthalmology and ophthalmic pathology/ intraocular tumors. This is interesting because those are highly-specialized domains that are considered challenging even within the ophthalmology community. [2/4]

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@FaresAntaki

Fares Antaki

2 years

@n8radcliffe What advantage do you see of endoscopy in MIGS? 😊 Poor image quality is a limiting factor. I prefer heads-up displays like NGENUITY for better ergonomics, high magnification and really an amazing view of the angle!

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@FaresAntaki

Fares Antaki

2 years

[4/4] Exciting collaboration between @chumontreal , @EiasSaih , and @ciusss_estmtl 🇨🇦 - led by @DanielMiladMD and supervised by @MarieClaudeRob9 and @Renaudduval1

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@FaresAntaki

Fares Antaki

2 years

@pearsekeane Thanks for sharing and for inspiring our work, Pearse 🙏🏻

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@FaresAntaki

Fares Antaki

3 years

Check out our new photo essay in @CanJOphth : the 1st published case of #brolucizumab -associated inflammation in Canada. Consent should discuss the risk of irreversible vision loss & looking for #uveitis before every injection is crucial. #ophthalmology

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@FaresAntaki

Fares Antaki

2 years

@chumontreal @EiasSaih @UMontreal @med_umontreal Link to sign up:

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@FaresAntaki

Fares Antaki

2 years

@drannamaino @LondonEyeDoc @biposa @AAPOSeye @aapos4kids I am not super familiar with the style of Francis Bacon, but here is what I got. The pediatric ophthalmologist looks quite distressed 😆

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@FaresAntaki

Fares Antaki

3 years

@CANeyeMDs @chumontreal @med_umontreal @EiasSaih Special thanks to @aaronylee who delivered a fantastic keynote lecture on the applications of deep learning in ophthalmology.

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@FaresAntaki

Fares Antaki

3 years

@3Y3MD Buphthalmos OS

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@FaresAntaki

Fares Antaki

7 months

4/ More work is needed, but exciting times are on the horizon as VR and metaverse technologies continue to advance.🛠️ RetinaVR is a collaboration between @chumontreal & @polymtl . Funded by the 2021 Innovation in Retina Research Award of the @CANeyeMDs & @Bayer .

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@FaresAntaki

Fares Antaki

2 years

@pearsekeane @NIHRresearch @NIHRcommunity @UCLeye @Moorfields Congrats Pearse 🥳 really well-deserved 🙏🏻

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@FaresAntaki

Fares Antaki

2 years

[2/4] We then integrated the best model into an Android application that utilizes Edge architecture, enabling offline diagnoses without recurring costs.

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@FaresAntaki

Fares Antaki

2 years

@pearsekeane Likewise, see you soon 🙏🏻😀

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@FaresAntaki

Fares Antaki

4 years

We wrote a comment in @Eye_Journal regarding 360° laser retinopexy for the prevention of primary surgical failure after RRD repair. We discuss future directions and the study design for prospective superiority trials. #Ophthalmology #retina

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@FaresAntaki

Fares Antaki

2 years

[1/4] Without writing a single line of #code , our clinicians created powerful deep-learning models to diagnose trachoma from conjunctival images. This is the power of AutoML.

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@FaresAntaki

Fares Antaki

7 months

@chumontreal @polymtl @CANeyeMDs @Bayer 5/ Note: This video is a demonstration of our app during pilot testing on the Meta Quest 2. Work is currently undergoing peer review. Refer to our preprint for limitations. RetinaVR is not yet available for download. ends/

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@FaresAntaki

Fares Antaki

1 year

Thanks @pearsekeane for the intro 🤩

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@FaresAntaki

Fares Antaki

1 year

@EiasSaih @chumontreal @CRCHUM @ciusss_estmtl @med_umontreal @DanielMiladMD @Renaudduval1

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@FaresAntaki

Fares Antaki

4 years

Great read on doctor vs AI studies! #MachineLearning #Ophthalmology

@DrLaurenOR

Lauren Oakden-Rayner 🏳️‍⚧️

4 years

Docs are ROCs: A simple fix for a methodologically indefensible practice in medical AI studies. Widely used methods to compare doctors to #AI models systematically underestimate doctors, making the AI look better than it is! We propose a solution. 1/7

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@FaresAntaki

Fares Antaki

1 year

🎯 Exam section & question difficulty were most predictive of ChatGPT's answer accuracy. Legacy model: best in general medicine, worst in neuro-ophthalmology & ocular pathology. ChatGPT Plus: no differences between subspecialties = improved consistency! #pathology #neurology

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@FaresAntaki

Fares Antaki

4 years

At tonight's @UMontreal retina journal club, I'm presenting this great study by @hbogunovic and team, published in @AAOjournal . #AI -based quantification of fluid in AMD may soon replace CRT in AMD trials!

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@FaresAntaki

Fares Antaki

1 year

@BouhadanaD @UMontreal @EiasSaih @chumontreal @CRCHUM @med_umontreal Thanks, David, and congrats on your match!

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@FaresAntaki

Fares Antaki

2 years

ChatGPT was more accurate when a higher percentage of human peers obtained the right answer for a specific question. This is comforting as it suggests that ChatGPT’s responses align, to a certain degree, with the collective understanding of ophthalmology trainees. [3/4]

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@FaresAntaki

Fares Antaki

7 months

@INSIGHTeyehub @chumontreal @polymtl Thanks for sharing 🙏🏻🤩

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@FaresAntaki

Fares Antaki

9 months

@GeoMichalis @dukeeyecenter @MichelMichaelid Congrats 👏🏻

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@FaresAntaki

Fares Antaki

7 months

2/ RetinaVR is an app built for commercially-available VR headsets and their standard controllers.🎮 It leverages their powerful sensors and cameras, without the need for expensive external haptic devices. This dramatically reduces cost.

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@FaresAntaki

Fares Antaki

1 year

🚀 In conclusion, ChatGPT - an evolving publicly available LLM - shows potential in ophthalmology Q&A. Do we need domain-specific LLMs (e.g. trained on EyeWiki) to get better performances, or is GPT-4 the answer? 🤔💡 #GPT4

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@FaresAntaki

Fares Antaki

7 months

@GeoMichalis @MichelMichaelid congrats, my friend 👏

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@FaresAntaki

Fares Antaki

7 months

3/ We focused on 4 fundamental skills: core vitrectomy, peripheral shaving, membrane peeling and endolaser application. We ran a pilot validation study of 20 participants to establish construct validity and to gather feedback. 💬

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@FaresAntaki

Fares Antaki

2 years

@pearsekeane @MoorfieldsUAE Nice 👍🏻👍🏻

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@FaresAntaki

Fares Antaki

10 months

@RobertAvramMD Nice work @RobertAvramMD !! @markachia check it out.

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@FaresAntaki

Fares Antaki

9 months

@pearsekeane @INSIGHTeyehub @AAOjournal @chumontreal @med_umontreal @Moorfields @UCLeye @DanielMiladMD @ciusss_csmtl @EiasSaih Thanks 🤩🙏🏻

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@FaresAntaki

Fares Antaki

1 year

@MannaElaine @pearsekeane @Moorfields @UCLeye Thank you for the kind words @MannaElaine 🙏🏻😊

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@FaresAntaki

Fares Antaki

2 years

@chumontreal @EiasSaih @ciusss_estmtl @med_umontreal @OpenAI

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@FaresAntaki

Fares Antaki

1 year

@iDrFeng Hey @iDrFeng , couldn't agree more! Exciting times indeed. While #ChatGPT takes the wheel for the questions, it's worth mentioning - the brilliance behind this tweet might just be the AI's doing. How's that for a sprinkle of AI magic on your podcast? 🤖🎙️

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@FaresAntaki

Fares Antaki

2 years

@JustEngelmann @NatMachIntell Great job @JustEngelmann ! Happy to see that our @BJOphthalmology paper on #AutoML and #UWF was helpful 😊

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@FaresAntaki

Fares Antaki

1 year

@pearsekeane @UCLeye @Moorfields Thanks for sharing and for your continuous support, Pearse! 🙏🙏🤩

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@FaresAntaki

Fares Antaki

2 years

ChatGPT achieved 55.8% and 42.7% accuracy in the two 260-question simulated exams using the BCSC Self-Assessment Program ( @aao_ophth ) and OphthoQuestions. [1/4]

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@FaresAntaki

Fares Antaki

7 months

@INSIGHTeyehub @UCLeye @Moorfields Thanks for sharing. I hope people find it helpful!

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@FaresAntaki

Fares Antaki

1 year

@INSIGHTeyehub @iDrFeng @pearsekeane @Moorfields @UCLeye Thanks for sharing! 🤩

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@FaresAntaki

Fares Antaki

4 years

Happy to have won the best resident paper award at the ⁦ @UMontreal ⁩ Ophthalmology Research Day. We developed a model using AutoML to predict PVR formation after retinal detachment repair. #ophthalmology #machinelearning

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Les membres du jury ont fait leurs choix! - Département d'ophtalmologie - Université de Montréal

Pour faire suite aux excellentes présentations tenues le 2 octobre 2020 dans le cadre de la 32e Journée de la recherche en ophtalmologie de l’Université de Montréal, notre première en […]

ophtalmologie.umontreal.ca

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@FaresAntaki

Fares Antaki

1 year

@INSIGHTeyehub @pearsekeane @Moorfields @UCLeye @AAOjournal Thanks for sharing! 🙏

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@FaresAntaki

Fares Antaki

3 years

@Eddie_Korot @SciReports Thanks Eddie!! 😀

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@FaresAntaki

Fares Antaki

1 year

📊 Legacy ChatGPT scored 55.8% on BCSC set & 42.7% on OphthoQuestions set. ChatGPT Plus improved to 59.4% & 49.2% respectively. We noted that easier questions = higher accuracy! 🧠 #LanguageModel

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@FaresAntaki

Fares Antaki

2 years

@JoePelt @JoePelt thanks 🙏🏻 it’s still a work in progress

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@FaresAntaki

Fares Antaki

1 year

@NatMayerhofer @UMontreal @EiasSaih @chumontreal @CRCHUM @med_umontreal Thank you so much, Natalie! Looking forward to our many future projects together! 🙏

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@FaresAntaki

Fares Antaki

3 years

@AnneXL_Nguyen @CANeyeMDs @med_umontreal Congrats 👏🏻

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@FaresAntaki

Fares Antaki

2 years

@3Y3MD @ArevaloJF Thanks for sharing @3Y3MD , and congrats @ArevaloJF ! This inspires me to continue my father's legacy, just as he has. I met Dr. Arevalo at the 2017 CRS meeting in Whistler🇨🇦 as a medical student, and I fondly remember his expertise & kindness as he sat on the panel during my talk.

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@FaresAntaki

Fares Antaki

3 years

@EdmundTsuiMD @ajocasereports @chumontreal @CRCHUM @med_umontreal @UMontreal Thanks a lot @EdmundTsuiMD !🙏🏻

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@FaresAntaki

Fares Antaki

1 year

🔍 We tested two GPT-3.5 models, Legacy (Jan 9 version) and ChatGPT Plus, on 2 popular validated ophthalmology MCQ banks (> 500 questions). We analyzed accuracy per exam sections, cognitive levels & difficulty. 📈 #OKAP #BCSC @aao_ophth

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@FaresAntaki

Fares Antaki

2 years

@DrewCareyMD They may perform better. The real breakthrough, I think, will be the use of multimodal models (like CLIP) that combine knowledge of text and images.

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@FaresAntaki

Fares Antaki

7 months

@lolaeyedoc @the_zooniverse @lolaeyedoc nice work!!

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@FaresAntaki

Fares Antaki

1 year

@kevinelaimd Of course! Building on your slide on Bloom's taxonomy, I will add: I did the BCSC and the OQ questions every single year. That's ~ 9K q/yr x 4 yrs = 36K questions = only 25q/day! Consistency is key. Recommend creating tests with all categories combined for spaced repetition.

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@FaresAntaki

Fares Antaki

4 years

@surgeonretina Racemose angioma (retinal AVM) can be isolated or associated with Wyburn-Mason syndrome. The syndrome presents with multiple AVMs in different locations (brain, retina, orbit, etc). A brain MRI can help distinguish the two entities (looking for a midbrain AVM).

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@FaresAntaki

Fares Antaki

1 year

@amna_almaazmi @UMontreal @EiasSaih @chumontreal @CRCHUM @med_umontreal Thanks, Amna! We miss you in Montreal!! 🇨🇦

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@FaresAntaki

Fares Antaki

1 year

🚨 Lack of image processing (for now) limits usefulness. Accurate differentiation between superior RD (needing PnR) & inferior RD (requiring SB), for example, might remain a challenge due to insufficient domain-specific image-text pairs in training data.

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@FaresAntaki

Fares Antaki

4 years

In our latest @SciReports paper, we demonstrate the feasibility of #AutoML model design by #ophthalmologists without coding experience for the prediction of PVR. More work is needed of course (ext. validation, clin. utility, etc) #Ophthalmology @EiasSaih

Predictive modeling of proliferative vitreoretinopathy using automated machine learning by ophtha...

Scientific Reports - Predictive modeling of proliferative vitreoretinopathy using automated machine learning by ophthalmologists without coding experience

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