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Vince Kuraitis

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“Platforming Healthcare”. Consultant with experience across 150+ organizations; speaker, writer. Dogs are a gift to humans. Recovering lawyer. Love my family.

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    Vince Kuraitis‏ @VinceKuraitis 14. sij
    • Prijavi Tweet

    Way to go Mayo! "Novel model deidentifies data, employs a federated learning model to retain data control." Kudos @jhalamka, Cris Ross cc: @bertcmiller @GYNOBioethicist

    12:05 - 14. sij 2020.
    • 7 proslijeđenih tweetova
    • 23 oznake „sviđa mi se”
    • Edward Bukstel Colleen Young Gregory Briddick, MSHI, BSN Debbie Keatley Lisa Davis Budzinski Zayna Khayat, PhD 120/80 MKTG Don Lee Emre Karatas
    7 proslijeđenih tweetova 23 korisnika označavaju da im se sviđa
      1. Novi razgovor
      2. Vince Kuraitis‏ @VinceKuraitis 14. sij
        • Prijavi Tweet

        2/ A few more thoughts about the Mayo announcement. Read more in the @HealthLeaders article by Mandy Roth: "Mayo Clinic Designs Novel Data Privacy Model; Announces Venture to Accelerate Drug Discovery" http://bit.ly/370GcnG 

        1 reply 3 proslijeđena tweeta 3 korisnika označavaju da im se sviđa
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      3. Vince Kuraitis‏ @VinceKuraitis 14. sij
        • Prijavi Tweet

        3/ First... The Mayo announcement is a BFD among BFDs. Let me repeat that. The Mayo announcement is a BFD among BFDs.

        1 reply 0 proslijeđenih tweetova 1 korisnik označava da mu se sviđa
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      4. Vince Kuraitis‏ @VinceKuraitis 15. sij
        • Prijavi Tweet

        4/ Caveat: not easy to wrap your head around this. @bertcmiller & @GYNOBioethicist wrote about the technological possibilities in @THCBstaffhttp://bit.ly/2QmDvXR 

        1 reply 0 proslijeđenih tweetova 1 korisnik označava da mu se sviđa
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      5. Vince Kuraitis‏ @VinceKuraitis 15. sij
        • Prijavi Tweet

        5/ They posed a provocative question: "What if there was a way for you to allow others to learn from your data without compromising your privacy?" The Mayo project promises to do exactly that.

        1 reply 0 proslijeđenih tweetova 3 korisnika označavaju da im se sviđa
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      6. Vince Kuraitis‏ @VinceKuraitis 15. sij
        • Prijavi Tweet

        6/ Here are a few more details about the Mayo project (from the @HealthLeaders article): * partnership with @_nference * Reidentification is prohibited * Mayo data cannot be combined with data from other sources

        0 proslijeđenih tweetova 3 korisnika označavaju da im se sviđa
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      7. Vince Kuraitis‏ @VinceKuraitis 15. sij
        • Prijavi Tweet

        7/ * From the article: "As the healthcare industry struggles to find a BALANCE between the desire for innovation and the need to protect patient data" The word "balance" implies that there is an inherent tradeoff between innovation & data protection. IMO, ain't necessarily so.

        1 reply 0 proslijeđenih tweetova 3 korisnika označavaju da im se sviđa
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      8. Vince Kuraitis‏ @VinceKuraitis 15. sij
        • Prijavi Tweet

        8/ I'd rephrase: As the healthcare industry struggles to OPTIMIZE the desire for innovation and the need to protect patient data. "OPTIMIZE" suggests a need to maximize BOTH innovation & data protection and that there isn't necessarily a tradeoff

        1 reply 0 proslijeđenih tweetova 4 korisnika označavaju da im se sviđa
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      9. Vince Kuraitis‏ @VinceKuraitis 15. sij
        • Prijavi Tweet

        9/ * Use only deidentified patient data * Use independent experts to certify that the data has been fully deidentified. * All parties are prohibited from pooling Mayo Clinic data with other data sources, such as consumer financial or geolocation data.

        0 proslijeđenih tweetova 2 korisnika označavaju da im se sviđa
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      10. Vince Kuraitis‏ @VinceKuraitis 15. sij
        • Prijavi Tweet

        10/ * Eliminate the possibility of reidentification by employing a federated learning model. While others can query the data set, Mayo Clinic retains full possession of it and only sends participants the results. re: "federated" tech, seehttp://bit.ly/2QmDvXR 

        1 reply 1 proslijeđeni tweet 3 korisnika označavaju da im se sviđa
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      11. Vince Kuraitis‏ @VinceKuraitis 15. sij
        • Prijavi Tweet

        11/ more info on "federated" concept: http://bit.ly/2ZS08WI  * Mayo Clinic's role in the process will be to piece together disease phenotypes and determine how to treat subpopulations of patients differently

        1 reply 0 proslijeđenih tweetova 4 korisnika označavaju da im se sviđa
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      12. Vince Kuraitis‏ @VinceKuraitis 15. sij
        • Prijavi Tweet

        12/ Recall when @WSJ revealed details of Ascension deal w/ Google -- that patient ID would be shared: * Outcries from privacy advocates * Lashings from legislators & regulators * Fed investigation by OCR

        1 reply 1 proslijeđeni tweet 2 korisnika označavaju da im se sviđa
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      13. Vince Kuraitis‏ @VinceKuraitis 15. sij
        • Prijavi Tweet

        13/ I'd like to be a mouse in the corner when the Ascension CEO asks the CIO: "Why didn't we do our deal with Google like Mayo did?"

        0 proslijeđenih tweetova 1 korisnik označava da mu se sviđa
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      14. Vince Kuraitis‏ @VinceKuraitis 16. sij
        • Prijavi Tweet

        14/ Let's think a bit further about the Mayo/ @_nerence partnership (federated learning model) & value creation/capture dynamics. Strikes me that big tech co.s are unlikely to lead a march toward federated learning models.

        0 proslijeđenih tweetova 1 korisnik označava da mu se sviđa
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      15. Vince Kuraitis‏ @VinceKuraitis 16. sij
        • Prijavi Tweet

        15/ Why? Current big tech business model is one of surveillance. Gather as much data as you can, analyze, profile. Rinse, repeat. Federated learning changes power dynamic between health system & big tech co.s

        1 reply 0 proslijeđenih tweetova 4 korisnika označavaju da im se sviđa
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      16. Vince Kuraitis‏ @VinceKuraitis 16. sij
        • Prijavi Tweet

        16/ For a health system like Mayo that can negotiate a deal to keep patient data private, they have much greater opportunity BOTH to create & capture value from data. This doesn't appear to be lost on Mayo and @MayoInvents.

        1 reply 0 proslijeđenih tweetova 3 korisnika označavaju da im se sviđa
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      17. Vince Kuraitis‏ @VinceKuraitis 16. sij
        • Prijavi Tweet

        17/ Remains to be see how many health systems have the foresight, brand, resources, hutzpah like Mayo to negotiate a federated learning model (or blockchain, or ??) with big tech co.s. Stay tuned.

        1 reply 0 proslijeđenih tweetova 1 korisnik označava da mu se sviđa
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      18. Vince Kuraitis‏ @VinceKuraitis 16. sij
        • Prijavi Tweet

        18/ Strikes me that it would be smart for ALL health systems immediately to shift to insisting on federated learning models in their deals with big tech co.s: * Opportunity for health systems to create/capture the value from data

        0 proslijeđenih tweetova 0 korisnika označava da im se sviđa
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      19. Vince Kuraitis‏ @VinceKuraitis 16. sij
        • Prijavi Tweet

        19/ * The more health systems that did this, the less influence for big tech co.s Expect pushback from big tech co.s that want unfettered access to & use of data.

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      20. Vince Kuraitis‏ @VinceKuraitis 17. sij
        • Prijavi Tweet

        20/ More details on Mayo federated learning model | @FierceBiotech The project aims to digitize 25 million pathology slides within the next 2 1/2 years, which would provide the single largest source of labeled medical data in the world -- per @_nference co-founder @in4ence

        1 reply 0 proslijeđenih tweetova 2 korisnika označavaju da im se sviđa
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      21. Vince Kuraitis‏ @VinceKuraitis 17. sij
        • Prijavi Tweet

        21/ “Platform business models have been a force of disruption in many sectors" -- @jhalamka Notable that @MayoClinic focus is shifting to biz models, not just platform techologies

        1 reply 0 proslijeđenih tweetova 2 korisnika označavaju da im se sviđa
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      22. Vince Kuraitis‏ @VinceKuraitis 17. sij
        • Prijavi Tweet

        22/ I'm thinkin' that Joe-the-Plumber hasn't yet figured out how transformative this @MayoClinic / @MayoInvents federated learning model could be.

        1 reply 0 proslijeđenih tweetova 1 korisnik označava da mu se sviđa
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      23. Vince Kuraitis‏ @VinceKuraitis 21. sij
        • Prijavi Tweet

        23/ John Halamka ( @jhalamka ), President of Mayo Clinic Platform, posted his own take on their federated learning model: "Cloud-hosted, de-identified, federated learning in which the tools are brought to the data instead of sending data to the tools" http://geekdoctor.blogspot.com/2020/01/a-new-model-for-sharing-insights-while.html …

        1 reply 0 proslijeđenih tweetova 3 korisnika označavaju da im se sviđa
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      24. Vince Kuraitis‏ @VinceKuraitis 22. sij
        • Prijavi Tweet

        24/ Thinking out loud re: further possible implications of @MayoClinic platform partnership w/ @_nference. Q. What biz model(s) could maximize potential for network effects, especially DATA network effects?

        1 reply 0 proslijeđenih tweetova 0 korisnika označava da im se sviđa
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      25. Vince Kuraitis‏ @VinceKuraitis 22. sij
        • Prijavi Tweet

        25/ What are "data network effects"? "When a product’s value increases with more data, and when additional usage of that product yields data..."http://bit.ly/3aDWlBJ 

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      26. Vince Kuraitis‏ @VinceKuraitis 22. sij
        • Prijavi Tweet

        26/ Consider alternative federated learning models: a) AI/ML algorithms can be run on one provider's data -- likely a few million patients b) AI/ML algorithms can be run on multiple providers' data -- possibly HUNDREDS OF MILLIONS of patients over time c) ??

        0 proslijeđenih tweetova 0 korisnika označava da im se sviđa
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      27. Vince Kuraitis‏ @VinceKuraitis 22. sij
        • Prijavi Tweet

        27/ Data network effects will grow exponentially based on number of patients. Could be especially important where n of patients is very low, e.g. rare diseases (HT @bertcmiller ) My hypothesis (speculation) is that win/win biz model is (b). Why?

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      28. Vince Kuraitis‏ @VinceKuraitis 22. sij
        • Prijavi Tweet

        28/ From deals announced so far that I've seen, big tech co. (e.g. @Google) partnering w/ providers has been prohibited from combining one provider's data w/ another. I infer due to: * fear of PR backlash * lack of trust of big tech co. * lack of using a FL model? * other?

        1 reply 0 proslijeđenih tweetova 0 korisnika označava da im se sviđa
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      29. Vince Kuraitis‏ @VinceKuraitis 22. sij
        • Prijavi Tweet

        29/ BUT...if the "network" was viewed as controlled by Mayo -- using FL tech -- IMO there's potential for higher level of trust and potential for combining data ACROSS providers. A win/win biz & clinical model? Speculative for now but potential is there.

        1 reply 0 proslijeđenih tweetova 0 korisnika označava da im se sviđa
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      30. Vince Kuraitis‏ @VinceKuraitis 23. sij
        • Prijavi Tweet

        30/ Also worth thinking about biz model implications from Mayo partner POV, i.e, @_nference. Do they have an opportunity to be a hub/platform across networks of patient data? The co. secured a $60 M earlier this month, including @MayoInvents

        1 reply 0 proslijeđenih tweetova 1 korisnik označava da mu se sviđa
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      31. Vince Kuraitis‏ @VinceKuraitis 23. sij
        • Prijavi Tweet

        31/ We don't know the terms of the investment or the terms of the contract between @_nference & @MayoClinic, so it's hard to speculate. ...but worth keeping an eye on this.

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      32. Još 2 druga odgovora

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