1. Aviva Lev-Ari‏ @AVIVA1950 Apr 25

   Novartis debuts FocalView app, a digital move into ophthalmic clinical trials #WMIF18 @AVIVA1950 @pharma_BI
2. Aviva Lev-Ari‏ @AVIVA1950 Apr 25

   Artificial intelligence will be worth $1.2 trillion to the enterprise in 2018 #WMIF18 @AVIVA1950 KillerApp in #AI applications will be in Health care https://zd.net/2qRMxhU  via @ZDNet & @SecurityCharlie
4. Aviva Lev-Ari‏ @AVIVA1950 Apr 25

   #Synopsis Day 3: 2018 Annual #World #Medical #Innovation #Forum #ArtificialIntelligence April 23–25, 2018 Boston, Massachusetts  | Westin Copley Place #WMIF18 @pharma_BI @AVIVA1950 https://pharmaceuticalintelligence.com/2018/04/25/synopsis-day-3-2018-annual-world-medical-innovation-forum-artificial-intelligence-april-23-25-2018-boston-massachusetts-westin-copley-place/ … via @Pharma_BI
5. Aviva Lev-Ari‏ @AVIVA1950 Apr 25

   @AnneKlibanski, MD @HMS; 2018 Forum Co-Chair THANK YOU – SW writing SW – NAVIDIA, CEO Contest Biobank Disease Challenge Next year – Neuroscience & AI – major advances since the first Neuroscience #WMIF18 @pharma_BI @AVIVA1950
6. Aviva Lev-Ari‏ @AVIVA1950 Apr 25

   #1 #DistruptiveDozen @BrandonWestover @MGH @HMS #AI at the #Bedside #WMIF18 @pharma_BI @AVIVA1950
7. Aviva Lev-Ari‏ @AVIVA1950 Apr 25

   #2 #DistruptiveDozen @HadiShafiee @BWH @HMS A Picture is Worth a Thousand Words #WMIF18 @pharma_BI @AVIVA1950
8. Aviva Lev-Ari‏ @AVIVA1950 Apr 25

   More

   #3 #DistruptiveDozen @OmarArnaout @HMS Can Personal Devices Improve Your Health? #WMIF18 @pharma_BI @AVIVA1950
9. Aviva Lev-Ari‏ @AVIVA1950 Apr 25

   More

   #4 #DistruptiveDozen @Ziad Obermeyer @HMS Risky Business: Using EHRs to predict Disease Risk #WMIF18 @pharma_BI @AVIVA1950
10. Aviva Lev-Ari‏ @AVIVA1950 Apr 25

    #5 #DistruptiveDozen @LongLe @MGH @HMS Cancer Immunotherapy #WMIF18 @pharma_BI @AVIVA1950
11. Aviva Lev-Ari‏ @AVIVA1950 Apr 25

    #6 #DistruptiveDozen @MarkMichalski @MGH @BWH Bringing “Smart” Machines to Medicine #WMIF18 @pharma_BI @AVIVA1950
12. Aviva Lev-Ari‏ @AVIVA1950 Apr 25

    #7 #DistruptiveDozen @JefferwyGolden @HMS Harnessing the Power of Digital Pathology #WMIF18 @pharma_BI @AVIVA1950
13. Aviva Lev-Ari‏ @AVIVA1950 Apr 25

    #5 #DistruptiveDozen @LongLe @MGH @HMS Reading the Tea Leaves of Cancer Immunotherapy #WMIF18 @pharma_BI @AVIVA1950
14. Aviva Lev-Ari‏ @AVIVA1950 Apr 25

    #8 #DistruptiveDozen @EricaShenoy @HMS minimizing the Threats of #Antimicrobial Resistance and infectious associated with Antibiotic use #WMIF18 @pharma_BI @AVIVA1950
15. Aviva Lev-Ari‏ @AVIVA1950 Apr 25

    #9 #DistruptiveDozen @AdamLandman @BrighamHealth Getting back to face Time: AI Tools that reduce MDs Computer use #WMIF18 @pharma_BI @AVIVA1950
16. Aviva Lev-Ari‏ @AVIVA1950 Apr 25
17. Aviva Lev-Ari‏ @AVIVA1950 Apr 25

    #11 #DistruptiveDozen Next-GenRadiology @AlexandraGolby @HMS #WMIF18 @pharma_BI @AVIVA1950
18. Aviva Lev-Ari‏ @AVIVA1950 Apr 25

    #12 #DistruptiveDozen @LeighHochberg @HMS Melding Mind and Machine restore mobility

    #WMIF18 @pharma_BI @AVIVA1950
    50. Aviva Lev-Ari‏ @AVIVA1950Apr 25Aviva Lev-Ari‏ @AVIVA1950 Apr 25
        1. Aviva Lev-Ari‏ @AVIVA195013h13 hours ago

        Aviva Lev-Ari‏ @AVIVA1950 Apr 25

        Retweets, Likes of Tweets by @AVIVA1950 on 4/23/2018 – 4/25/2018 at 2018 Annual World Medical Innovation Forum Artificial Intelligence April 23–25, 2018 Boston, Massachusetts  | Westin  #WMIF18 @pharma_BI @AVIVA1950 https://pharmaceuticalintelligence.com/2018/04/26/retweets-likes-of-tweets-by-aviva1950-on-4-23-2018-4-25-2018-at-2018-annual-world-medical-innovation-forum-artificial-intelligence-april-23-25-2018-boston-massachusetts-westin/ … via @Pharma_BI

        1 like

         

        Aviva Lev-Ari‏ @AVIVA1950 Apr 25

        Synopsis Days 1,2,3: 2018 Annual World Medical Innovation Forum Artificial Intelligence April 23–25, 2018 Boston, Massachusetts  | Westin Copley Place #WMIF18 @pharma_BI @AVIVA1950 https://pharmaceuticalintelligence.com/2018/04/26/synopsis-days-123-2018-annual-world-medical-innovation-forum-artificial-intelligence-april-23-25-2018-boston-massachusetts-westin-copley-place/ … via @Pharma_BI

        3 retweets

        3 likes

         

        Aviva Lev-Ari‏ @AVIVA1950 Apr 26

        17th annual Summer Symposium: Breakthrough #Cancer #Nanotechnologies: @KochInstitute, @MIT Kresge Auditorium, June 15, 2018, 9AM-4PM @AVIVA1950 https://pharmaceuticalintelligence.com/2018/04/26/17th-annual-summer-symposium-breakthrough-cancer-nanotechnologies-koch-institute-mit-kresge-auditorium-june-15-2018-9am-4pm/ … via @Pharma_BI

         

        Aviva Lev-Ari‏ @AVIVA1950 Apr 26

        Cancer, mutations and the facts of life https://www.theguardian.com/society/2018/apr/22/cancer-mutations-and-the-facts-of-life-evolution-oncogene-robert-weinberg?CMP=share_btn_tw … @AVIVA1950 @Pharma_BI #wmif18

         

         

        5. Aviva Lev-Ari‏ @AVIVA1950Apr 25

         

        De Rothschild raises €345M Europe-skewed life science fund http://www.fiercebiotech.com/biotech/de-rothschild-raises-eu345m-europe-skewed-life-science-fund … #WMIF18 @AVIVA1950 @pharma_BI

        1 retweet

        1 like

         

         

        6. Aviva Lev-Ari‏ @AVIVA1950Apr 25

         

        Novartis debuts FocalView app, a digital move into ophthalmic clinical trials #WMIF18 @AVIVA1950 @pharma_BI

         

         

        7. Aviva Lev-Ari‏ @AVIVA1950Apr 25

         

        Artificial intelligence will be worth $1.2 trillion to the enterprise in 2018 #WMIF18 @AVIVA1950 KillerApp in #AI applications will be in Health care https://zd.net/2qRMxhU  via @ZDNet & @SecurityCharlie

        3 likes

         

        9. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        #Synopsis Day 3: 2018 Annual #World #Medical #Innovation #Forum #ArtificialIntelligence April 23–25, 2018 Boston, Massachusetts  | Westin Copley Place #WMIF18 @pharma_BI @AVIVA1950 https://pharmaceuticalintelligence.com/2018/04/25/synopsis-day-3-2018-annual-world-medical-innovation-forum-artificial-intelligence-april-23-25-2018-boston-massachusetts-westin-copley-place/ … via @Pharma_BI

        2 likes

        Reply

        1

         

        10. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        @KeithDreyer, DO, PhD Chief Data Science Officer @PHS; Vice Chairman, Radiology @MGH; Associate Professor, Radiology @HMS Interdisciplinary Conference Adoption is challenging Journey will be long, continue to be positions with successes along the way #WMIF18 @pharma_BI @AVIVA1950

        

        11. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        @GreggMeyer, MD Chief Clinical Officer, PHS; Professor of Medicine @HMS; 2018 Forum Co-Chair Many insights – SW writing SW – follow thorough innovations #WMIF18 @pharma_BI @AVIVA1950

        

        12. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        @AnneKlibanski, MD @HMS; 2018 Forum Co-Chair THANK YOU – SW writing SW – NAVIDIA, CEO Contest Biobank Disease Challenge Next year – Neuroscience & AI – major advances since the first Neuroscience #WMIF18 @pharma_BI @AVIVA1950

         

        13. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        #1 #DistruptiveDozen @BrandonWestover @MGH @HMS #AI at the #Bedside #WMIF18 @pharma_BI @AVIVA1950

        14. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        #2 #DistruptiveDozen @HadiShafiee @BWH @HMS A Picture is Worth a Thousand Words #WMIF18 @pharma_BI @AVIVA1950

        15. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        #3 #DistruptiveDozen @OmarArnaout @HMS Can Personal Devices Improve Your Health? #WMIF18 @pharma_BI @AVIVA1950

        16. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        #4 #DistruptiveDozen @Ziad Obermeyer @HMS Risky Business: Using EHRs to predict Disease Risk #WMIF18 @pharma_BI @AVIVA1950

        17. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        #5 #DistruptiveDozen @LongLe @MGH @HMS Cancer Immunotherapy #WMIF18

        18. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        #6 #DistruptiveDozen @MarkMichalski @MGH @BWH Bringing “Smart” Machines to Medicine #WMIF18 @pharma_BI @AVIVA1950

        19. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        #7 #DistruptiveDozen @JefferwyGolden @HMS Harnessing the Power of Digital Pathology #WMIF18 @pharma_BI @AVIVA1950

        20. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        #5 #DistruptiveDozen @LongLe @MGH @HMS Reading the Tea Leaves of Cancer Immunotherapy #WMIF18 @pharma_BI @AVIVA1950

        21. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        #8 #DistruptiveDozen @EricaShenoy @HMS minimizing the Threats of #Antimicrobial Resistance and infectious associated with Antibiotic use #WMIF18 @pharma_BI @AVIVA1950

        22. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        #9 #DistruptiveDozen @AdamLandman @BrighamHealth Getting back to face Time: AI Tools that reduce MDs Computer use #WMIF18 @pharma_BI @AVIVA1950

        23. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        #10 #DistruptiveDozen DIsseminating Medical Expertise to Areas needed most @JayashreeKalpathy-Cramer @HMS #WMIF18 @pharma_BI @AVIVA1950

        24. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        #11 #DistruptiveDozen Next-GenRadiology @AlexandraGolby @HMS #WMIF18 @pharma_BI @AVIVA1950

         

        25. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        @LeighHochberg @HMS Melding Mind and Machine restore mobility #12 #DistruptiveDozen #WMIF18 @pharma_BI @AVIVA1950

         

        26. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        @DavidTing @MGPO120 offices implemented LIVE scribes, 150 virtual scribes Chart capture by #ML #AI – robotics solutions ROI – increased productivity: see More patients, Acuity is up? intangible ROI – Job satisfaction of physicians #WMIF18 @pharma_BI @AVIVA1950

         

        27. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        @DavidTing @MGPO Administration Burden causes burn-out of Clinicians Data capture for retrieval Project @MGH: multiple departments: capturing the sources of MDs burn-out: Journey of data computer voice recognition – speak to computer do work for you #WMIF18 @pharma_BI @AVIVA1950

         

        

        28. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        @PunitSoni CEO, @RobinAI – ex-Google #ML Doctor-Patient interaction Models Patterns of medical documentation – ontologies of content #WMIF18 @pharma_BI @AVIVA1950

         

        29. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        @DennisSchmuland @Microsoft Building blocks for academics and clinitiVIsion Search knowledgespeech #ML #AI using high definition cameras for triaging condition of the Patient used for screening reduce retinopathy treatment cost – Retina specialist #WMIF18 @pharma_BI @AVIVA1950

         

        30. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        @PeterDurlach @Nuance #AI #ML Product Dragon: move from dictation to data analytics, #AI #ML Medication reconciliation progress done Alaxia Talk to a device on the wall – Send a document to x inject intelligence workflow prioritization: #WMIF18 @pharma_BI @AVIVA1950

        

        31. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        @SreeChaguturu @PHS #AI #ML as a tool in workflow to bring back Trust, Humanity clinicians burnout correlated with malpractice, turnover, suicide alcohol, recognition at Partners Actionable solutions: need eliminate sources of burnout #WMIF18 @pharma_BI @AVIVA1950

        1 retweet

        1 like

        

        32. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        @JohnKelly @IBM: Opportunities in HC for #AI #ML – we are just at the beginning, compute power in 5 years or 10 year there will not be a decision making not made using #AI #ML #WMIF18 @pharma_BI @AVIVA1950

        1 reply

        1 retweet

        33. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        @JohnKelly #AI #ML Implementation @IBM best sources of knowledge as Experts: WHAT DATA YOU CHOOSE, Who choose WATSON Oncology MDs worked on User Interface for sharing WATSON results for Patient decision making – Experience Doctor-Patient transform #WMIF18 @pharma_BI @AVIVA1950

        1 retweet

        34. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        @JohnKelly @IBM Avoidance BIAS by #ML #AI usage in supervised knowledge WHAT DAT is used is a source for bias scaling was learned Call Center Assistance using #ML #AI Health Care workflow: #ML #AI for false positive and negative #WMIF18 @pharma_BI @AVIVA1950

        1 retweet

        35. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        John Kelly, PhD SVP @IBM Killer App #ML #AI in Healthcare is DRUG DISCOVERY: molecule, drug target, pathways with Mayo Clinic: MATCHING Patients to Clinical Trials using #ML #AI with Memorial Sloan Kettering: WATSON in Oncology for MDs consultation #WMIF18 @pharma_BI @AVIVA1950

        1 retweet

         

        36. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        @JohnKelly, PhD SVP, Cognitive Solutions Research @IBM #ML #AI – @IBM in the 50s @IBM in 90s Built first Computer to play Chess and win 2005 – WATSON – different paradigm leverage #ML #AI – intrigued by the data 2010 – #ML #AI is very big again @IBM #WMIF18 @pharma_BI @AVIVA1950

        1 retweet 

         

        37. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        @JamesNoga VP and CIO @PHS Bias in #ML #AI lessons from WATSON #ML #AI #WMIF18 @pharma_BI @AVIVA1950

        1 like

         

        38. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        @ConstanceLehman, MD, PhD Chief, Breast Imaging Division @MGH; Professor of Radiology @HMS Is surgery needed?? @MGH is based on #ML #DeepLearning applications to #BreatCancer #WMIF18 @pharma_BI @AVIVA1950

        1 retweet

        

        39. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        @ConstanceLehman, Chief, Breast Imaging Division, @MGH; Professor of Radiology, HMS Improving the Patient experience #AI as a friend, #AI are tools that Radiologist are excited to have #WMIF18 @pharma_BI @AVIVA1950

        2 retweets

        40. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        @KarimKarti CEO, @GEHealthcareImaging #AI is a Transformational Technology Google DeepMind beat Chess player: Computer teach itself to play and played against itself in few hours and computer played against Computer human GE build Scanners :NVIDIA #WMIF18 @pharma_BI @AVIVA1950

        2 retweets

        1 like

         

        41. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        @EyalGura Co-Founder and Chairman, Zebra Medical Vision 30 #AI Products for Memograms, ultrasounds, #AI will help Radiology #WMIF18 @pharma_BI @AVIVA1950

        2 retweets

        

        42. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        @DorinComaniciu, PhD @SiemensHealthineers #AI more data , better performance, optimism to apply #AI for diagnosis, intervention Precision, predicting Population health, outcomes Deliver systems performing per specification incidentals #WMIF18 @pharma_BI @AVIVA1950

        2 retweets

        1 like

        

        43. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        @AndrewBeck, MD, PhD CEO, @PathAI Digital Pathology, information processing from Tissue to treatment #AI is a friend not a Foe #AI will bring value to Medicine by utilizing tools for Patients #WMIF18 @pharma_BI @AVIVA1950

        1 retweet 

         

        44. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        @GilesBoland, MD Chair, Department of Radiology, @BWH @HMS Diagnostic Imaging and Medicine is challenged by #AI #AI is different than other transformational technological REVOLUTIONS #WMIF18 @pharma_BI @AVIVA1950

        1 retweet

        

        45. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        @VasantNarasimhan @Novartis Gene therapy and Cell therapy Biosimilar Monoclonal antibody is been deployed in Africa Finding super responders – Novartis can be a Leader due to data available Regain Trust of Society in Big Pharma #WMIF18 @pharma_BI @AVIVA1950

        1 retweet

        46. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        @VasantNarasimhan @Novartis Para therapeutics FDA label, Algorithm for ADDICTION, updating algorithm, need to inform regulator, Privacy Data vs mining permission RETHINK cultural transformation Organizational #WMIF18 @pharma_BI @AVIVA1950

        1 retweet

        Aviva Lev-Ari‏ @AVIVA1950Apr 25

        @VasantNarasimhan @Novartis Drug Prices App NORA application with all the Clinical Trial workflow, identify Patients by Social Media, patient meets NP, protocol starts Finding Drug Targets – deep minting of medical history to find super responders #WMIF18 @pharma_BI @AVIVA1950

        1 retweet

        48. Aviva Lev-Ari‏ @AVIVA1950Apr 25

        More

        @VasantNarasimhan, MD CEO, @Novartis Science 27 nurses in Clinical trial, Para Therapeutic, Google Partnership for clinical trials Real Time monitoring: Study Operation Centers for all the Clinical Trials around the World Monitor’s quality score #WMIF18 @pharma_BI @AVIVA1950

        1 retweet

        49. Aviva Lev-Ari‏ @AVIVA1950Apr 25

         

        @VasantNarasimhan, MD CEO, @Novartis Data Mining phyno type find new signature for drug discovery Navidia – quantum computing for drug discovery and blockchain used for rolling the clinical trials from discovery data discovery data mining #WMIF18 @pharma_BI @AVIVA1950

        1 retweet

    1. Aviva Lev-Ari‏ @AVIVA1950Apr 25
19. @VasantNarasimhan, MD CEO, @Novartis R&D for transformational efficacies Novartis is a Data Science 70Biliion Doses per year – efficiencies needed and a Drug developer company use #AI for 500 Clinical Trials around the World, #WMIF18 @pharma_BI @AVIVA1950

    1 retweet

20. Aviva Lev-Ari‏ @AVIVA1950Apr 25@EricMurphy@OptumInsight @Optum – Data analytics – 5,000 Data Scientists OptumIQ – subject matter expertise, #AI and analytics – Services offered to clients Payer-Provider Convergence – no friction is the interest of both sides, right claim #WMIF18 @pharma_BI @AVIVA1950

    1 retweet

1 like

52. Aviva Lev-Ari‏ @AVIVA1950Apr 25

@Patrick Conway @BCBS #NC Radiology, Pathology, Anestesiology — #AI is more effective and assist MDs – feedback of @AI is instantaneous DAt Analytics increases very fast #AI is growing COST DOWN – it is a must Partnership is replacing negotiation #WMIF18 @pharma_BI @AVIVA1950

53. Aviva Lev-Ari‏ @AVIVA1950Apr 25
54. Aviva Lev-Ari‏ @AVIVA1950Apr 25

@Patrick Conway @BCBS #NC – $10Millions Deep Providers relations – share responsibility with providers GNS Partnership Data analytics, Patiennt Segmentations Customer experience for HC plans – #AI to be used to engage Patients avatar for Millennials #WMIF18 @pharma_BI @AVIVA1950

1. Aviva Lev-Ari‏ @AVIVA1950Apr 25

@PeterMarkell CFO @PHS How #AI will effect use of labor for efficiencies and cost How the market will operate by use of Data to get provider get a share in the Saving of efficiency Often the cost is not know Pace of #AI Providers Insurers work #WMIF18 @pharma_BI @AVIVA1950

1 retweet

1 like

1. Aviva Lev-Ari‏ @AVIVA1950Apr 25

@SeemaVerma @CMS MedicAID aged, blind, disabled – more people placed into it – quality of care affected INNOVATION center @CMS – great leadership, Providers coordinate care, how to include the Patient discussion Providers – and values, incentives #WMIF18 @pharma_BI @AVIVA1950

1. Aviva Lev-Ari‏ @AVIVA1950Apr 25

 

@SeemaVerma Administrator, @CMS EMR – ease of use #AI @CMS – all is DATA – meaningful format collecting all information in EMR – #AI needed for data analysis Biomarkers that requires actions Value-basedefficacies ACA – Rates went up over 100% happen #WMIF18 @pharma_BI @AVIVA1950

 

57. Aviva Lev-Ari‏ @AVIVA1950Apr 25

@SeemaVerma Administrator, @CMS Patients – Own their data – BLUE Button – claim data from CMS available in Format organizing @CMS – Data of MedicCare and MedicAID made available Overhaul – Patient have their data to give it to researchers and to NIH #WMIF18 @pharma_BI @AVIVA1950

1 retweet

58. Aviva Lev-Ari‏ @AVIVA1950Apr 25

@SeemaVerma @CMS Patient in the Center Price Transparency by Hospital to place online – WHAT cost what Efficiency: 30% is spent on ADMINISTRATION – Technology needed drive efficiencies #Patient-over-Paperwork – Advocated by @GreggMeyer MD @PHS @HMS #WMIF18 @pharma_BI @AVIVA1950

1 retweet

59. Aviva Lev-Ari‏ @AVIVA1950Apr 25

@SeemaVerma @CMS 20% of GDP spent on Health Care taking away from Education and Defense Mission to deliver INNOVATIONS, Robotics and Precision Medicine – CMS wants patient to get access to innovation MODERNIZING: Drug Pricing, Value-Based Pricing #WMIF18 @pharma_BI @AVIVA1950

1 like

60. Aviva Lev-Ari‏ @AVIVA1950Apr 25

@PatFortune @PHS Watch – will collect data on clinical condition in a casual mode but will be used for medical decisions in treatment Opportunities for #AI in #MedicalDevices What is becoming to be available How Patients be cared for by using #AI #WMIF18 @pharma_BI @AVIVA1950

61. Aviva Lev-Ari‏ @AVIVA1950Apr 25

@PatFortune @PHS Medical devices cover equipment: BP Cuff, MRI, implantable devices are not yet amenable for #AI, #ML i.e., coronary stents, artificial joints used in the design of medical devices collect the data and learn for self modification #WMIF18 @pharma_BI @AVIVA1950

1 retweet

1 like

62. Aviva Lev-Ari‏ @AVIVA1950Apr 25

@Charles Cadieu @BayLabs Help Cardiologists in Cardiovascular using deep @MIT developed human visual system doing visual recognition for decision expert knowledge digitized for brain neurons tested by #deeplearning algorithms CVD – misditection, #WMIF18 @pharma_BI @AVIVA1950

1 retweet

63. Aviva Lev-Ari‏ @AVIVA1950Apr 25

@JonathanRothberg @ButterflyNetwork DNA Sequencing ($1Billion) moving to chips – Gemone sequence for $1000 Change imaging by putting Ultrasound machine onto ONE chip (>$200) – FDA [investment required was $100 Million in 5 years, MDs, CS, ENG.] #WMIF18 @pharma_BI @AVIVA1950

1 retweet

64. Aviva Lev-Ari‏ @AVIVA1950Apr 25

@RichardKuntz @Medtronic detect early ketoacidosis Neuromodulation, cardiac monitoring, Diabetes Artificial Pancreas – three arms clinical trial – Baysian statistic informative Priors – FDA works hard to understand and approve #WMIF18 @pharma_BI @AVIVA1950

65. Aviva Lev-Ari‏ @AVIVA1950Apr 25

@RichardKuntz, MD @Medtronic SENSING capability to modulate therapy deep stimulation for Parkinson Sensing ICD detect pre-occaring arhythymias detect hyper glicemia PRD algorithms EKG device – looks for Heart Failure, water in the lungs ketoacidosis #WMIF18 @pharma_BI @AVIVA1950

 

66. Aviva Lev-Ari‏ @AVIVA1950Apr 25

More

@JagmeetSingh @MGH @HMS #Electrophysiology #AI application alert the MD and the Patient vd Device is smart enough that the DEVICE WILL INTERVENE on their own – Validation of #AI algorithms will define future usage of #AI #WMIF18 @pharma_BI @AVIVA1950

1 retweet

1 like

67. Aviva Lev-Ari‏ @AVIVA1950Apr 25

@JagmeetSingh @MGH @HMS Disterbances detected by sensors for prediction of Heart Failure – NOT YET integrated to EMR for better care – implentable devices are not yet using #AI Non-implantable are using #AI vs implantable arrhythmia – #WMIF18 @pharma_BI @AVIVA1950

1 retweet 

 

 

69. You Retweeted

Aviva Lev-Ari‏ @AVIVA1950 Apr 24

@AGBreitenstein Partner, @OptumVentures Finding patients early and monitor them at home #AI is very applicable for these goals Get medical information to consumer BETTER search results than Dr. Google #WMIF18 @pharma_BI @AVIVA1950

2 retweets

1 like

Aviva Lev-Ari‏ @AVIVA1950 Apr 24

Synopsis Day 2: 2018 Annual World Medical Innovation Forum Artificial Intelligence April 23–25, 2018 Boston, Massachusetts  | Westin Copley Place #WMIF18 @pharma_BI @AVIVA1950 https://pharmaceuticalintelligence.com/2018/04/24/https-pharmaceuticalintelligence-wordpress-com-p47489previewtruesynopsis-day-2-2018-annual-world-medical-innovation-forum-artificial-intelligence-april-23-25-2018-boston-massachus/ … via @Pharma_BI

1 retweet

1 like

71. You Retweeted

Aviva Lev-Ari‏ @AVIVA1950 Apr 24

Synopsis Day 2: 2018 Annual World Medical Innovation Forum Artificial Intelligence April 23–25, 2018 Boston, Massachusetts  | Westin Copley Place #WMIF18 https://pharmaceuticalintelligence.com/2018/04/24/https-pharmaceuticalintelligence-wordpress-com-p47489previewtruesynopsis-day-2-2018-annual-world-medical-innovation-forum-artificial-intelligence-april-23-25-2018-boston-massachus/ … via @Pharma_BI

1 reply

3 retweets

2 likes

72. Aviva Lev-Ari‏ @AVIVA1950Apr 24

Aviva Lev-Ari Retweeted Aviva Lev-Ari

Amazing Conference

Aviva Lev-Ari added,

Aviva Lev-Ari @AVIVA1950

Synopsis Day 2: 2018 Annual World Medical Innovation Forum Artificial Intelligence April 23–25, 2018 Boston, Massachusetts  | Westin Copley Place #WMIF18 https://pharmaceuticalintelligence.com/2018/04/24/https-pharmaceuticalintelligence-wordpress-com-p47489previewtruesynopsis-day-2-2018-annual-world-medical-innovation-forum-artificial-intelligence-april-23-25-2018-boston-massachus/ … via @Pharma_BI

 

73. Aviva Lev-Ari‏ @AVIVA1950Apr 24

Synopsis Day 2: 2018 Annual World Medical Innovation Forum Artificial Intelligence April 23–25, 2018 Boston, Massachusetts  | Westin Copley Place #WMIF18 @pharma_BI @AVIVA1950 https://pharmaceuticalintelligence.com/2018/04/24/https-pharmaceuticalintelligence-wordpress-com-p47489previewtruesynopsis-day-2-2018-annual-world-medical-innovation-forum-artificial-intelligence-april-23-25-2018-boston-massachus/ … via @Pharma_BI

74. Aviva Lev-Ari‏ @AVIVA1950Apr 24

#Synopsis Day 2: 2018 Annual #World #Medical #Innovation #Forum #ArtificialIntelligence April 23–25, 2018 Boston, Massachusetts  | Westin Copley #WMIF18 @pharma_BI @AVIVA1950 https://pharmaceuticalintelligence.com/2018/04/24/https-pharmaceuticalintelligence-wordpress-com-p47489previewtruesynopsis-day-2-2018-annual-world-medical-innovation-forum-artificial-intelligence-april-23-25-2018-boston-massachus/ … via @Pharma_BI

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75. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@SamuelAronson @PHS NOT ALL ALGORITHMS are #AI algorithms Hospitals are moving to face the challenge More open business models, innovate by using open data advocacy for open systems #WMIF18 @pharma_BI @AVIVA1950

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76. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@SamuelAronson Executive Director, IT, Personalized Medicine @PHS Building application Open source, cheaper, share network across institutions Algo driving IT applications Algo make strands in monitoring and in detection – NOT ALL ALGORITHMS are #AI #WMIF18 @pharma_BI @AVIVA1950

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77. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@NeildeCrescenzo CEO, @ChangeHealthcare Connected ecosystem DSS, Financial $2Trillion data processed Clinical DSS: Utilization Management 100,000 – $8Billion spending can be saved by #AI algotrithms #WMIF18 @pharma_BI @AVIVA1950

 

78. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@MuditGarg, MD CEO, @Qventus #ML #AI installations in US and Canada, Hospital: Flow management of Patient Pharmacy operations Anticipation of patient discharge major saving accomplished by #AI #WMIF18 @pharma_BI @AVIVA1950

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Aviva Lev-Ari‏ @AVIVA1950Apr 24

@LisaMaki Co-Founder, Director @PokitDok #AI is the third revolution ID of Patient as Front end to integrated billing system integrated with scheduling – READINESS of HC System for advanced systems and interfaces all are solveable it takes time #WMIF18 @pharma_BI @AVIVA1950

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1. Aviva Lev-Ari‏ @AVIVA1950 Apr 24

@FabienBeckers, PhD CEO @Arterys #DeepLearning asa clinical tool in Hospitals Clinical Solutions with #AI is no different than a clinical Device #WMIF18 @pharma_BI @AVIVA1950

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Aviva Lev-Ari‏ @AVIVA1950 Apr 24

@FabienBeckers, PhD CEO @Arterys #DeepLearning asa clinical tool in Hospitals Clinical Solutions with #AI is no different than a clinical Device #WMIF18 @pharma_BI @AVIVA1950

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Aviva Lev-Ari‏ @AVIVA1950 Apr 24

@FabienBeckers, PhD CEO @Arterys #DeepLearning asa clinical tool in Hospitals Clinical Solutions with #AI is no different than a clinical Device #WMIF18 @pharma_BI @AVIVA1950

2. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@FabienBeckers, PhD CEO @Arterys #DeepLearning asa clinical tool in Hospitals Clinical Solutions with #AI is no different than a clinical Device #WMIF18 @pharma_BI @AVIVA1950

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Aviva Lev-Ari‏ @AVIVA1950Apr 24

@HilaryMalone, PhD Chief Regulatory Officer, Sanofi 1960 drugs, devices #AI Benefits: Medical Utility – Regulatory designed for drugd in 1960s for drugs of 1960s Thinking #AI for regulatory #WMIF18 @pharma_BI @AVIVA1950

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4. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@ToddMcNitt @GEHealthcare #AI – The industry is in early application of #AI Well curated data sets, Ability of ALgorithm for the Application High value use cases: Validation of #AI algorithms, clinician involved in validation post market surveys #WMIF18 @pharma_BI @AVIVA1950

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5. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@BakulPatel @FDA #AI: Data is everything, trained by algorithms, clinical data used for training the algorithms Communities of Common Data used and shared Post market surveillance of #AI machinery: UI: User performance, start low level of Claim.#WMIF18 @pharma_BI @AVIVA1950

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6. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@BakulPatel #DigitalHealth @FDA Globally: Brazil, EC, Japan, China, creating a Paradigm manufacture, R&D, FDA System to scale to include #AI from existing expertise in Digital Health FDA thinking how Safety, Efficacy will apply #AI drugs and medical #WMIF18 @pharma_BI @AVIVA1950

7. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@ BakulPatel Associate Director for #DigitalHealth @FDA – Group started at FDA in 2010, MobilX – Two guidance per year. in 2018 -1500 questions posed to FDA by public developing applications in Digital Health, Vocabulary #WMIF18 @pharma_BI @AVIVA1950

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8. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@BerndMontag, PhD CEO, @SiemensHealthineers IOT Europe is gaining ground – Novel IT SW with #AI 28 markets in Europe — create ONE market for HealthCare purposes #AI will become a winner, it will take time, stars will emerge #WMIF18 @pharma_BI @AVIVA1950

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9. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@PeterSlavin, MD #President @MGH Three revolutions: Biological, Digital, Care Delivered and Paid for What are the obstacles to diffuse #AI #WMIF18 @pharma_BI @AVIVA1950

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10. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@TerriBresenham @GEHealthcare Changes of effect on Patient care Fast transition to Recovery from surgery – pay lower cost of care using #AI on failure to respond to treatment in Clinical Trials Partnership with Navidia – #AI became impactful #WMIF18 @pharma_BI @AVIVA1950

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11. Aviva Lev-Ari‏ @AVIVA1950Apr 24

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@TerriBresenham @GEHealthcare #AI will enable quality care by ACCESS to Care #AI will effect Cost of Care by improvements: diagnostics, interventions, monitoring patients PRECISION and INTERCONNECTEDNESS – what is the right way to disrupt #WMIF18 @pharma_BI @AVIVA1950

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12. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@FransvanHouten CEO @Philips 40% savings if patient is positioned by using #AI quality curated Data needed for #AI Algorithms – Europe – data privacy stringent vs China little data privacy #AI advanced faster in HC US is ahead of Europe #WMIF18 @pharma_BI @AVIVA1950

13. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@FransvanHouten CEO @Philips #AI application:Sleep and Respiratory – CPAP machines – DATA and algorithms feed back to Patient and to MDs about the patient #AI – utilization of assets – 40% savings if patient is positioned by #AI quality curated data #WMIF18 @pharma_BI @AVIVA1950

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14. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@FransvanHouten CEO @Philips Continuum of Care via silos of systems #AI will improve unlocking data and making data mode actionable 500 data scientists work on Data Science Genomics DIagnostics Radiology, predict sepsis heart attacks by AnalyticsPOC #WMIF18 @pharma_BI @AVIVA1950

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15. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@JeffreyLeiden, MD, PhD CEO, @Vertex #AI used on genomic sequences #AI assists Pathologist in reading slides – Better care will be delivered #AI to find modified genes – Cystic Fibrosis #WMIF18 @pharma_BI @AVIVA1950

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16. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@BerndMontag, PhD CEO @SiemensHealthineers Curated data: Lab, Imaging, patient History – #AI will be applied on multiple sources placed in one storage area US is IT savvy IOT Europe is gaining ground – Novel IT SW with #AI #WMIF18 @pharma_BI @AVIVA1950

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17. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@BerndMontag, PhD CEO @SiemensHealthineers 70% of decision made in Hospital are using Siemens delivered equipment #AI preventive maintenance #AI – is new way of doing business new DATA is generated on every aspect of an established business #WMIF18 @pharma_BI @AVIVA1950

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18. Aviva Lev-Ari‏ @AVIVA1950Apr 24

Aviva Lev-Ari Retweeted Dania Daye, MD PhD

GREAT panel moderator

Aviva Lev-Ari added,

Dania Daye, MD PhD @DaniaDaye

“The biggest challenge facing #ai in #healthcare is the need for a commitment by all to share data to facilitate tool development.” #wmif18

19. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@AmirNashat, PhD Partner, @PolarisPartners New data architecture, Blockchain is a data architecture storage solution, Blockchain is a buzzy word, communal dat generated – who will own the data and it can be used to harm #WMIF18 @pharma_BI @AVIVA1950

20. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@VijayPande, PhD Partner @AndreessenHorowitz For Medical applications the reimbursement and other factor is a maze taking months to solve #WMIF18 @pharma_BI @AVIVA1950

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Aviva Lev-Ari‏ @AVIVA1950Apr 24

@RogerKitterman VP, Venture, Innovation @PHS Can a department in the @PHS system adopt and only thereafter it would sell to other Health Care Systems #WMIF18 @pharma_BI @AVIVA1950

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22. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@VijayPande, PhD Partner, @AndreessenHorowitz #AI machine can scale if they will capture the expertise of Medicine Specialties Testing: #ColonCancer, #OvarianCancer, #BreastCancer development of the process HOW to develop the Test #WMIF18 @pharma_BI @AVIVA1950

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23. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@LeiYang, PhD Managing Director, @NorthernLightVenture Capital #LinearOptimization and #NonLinearOptimization this combination is relevant to #EMR #WMIF18 @pharma_BI @AVIVA1950

 

24. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@AmirNashat, PhD Partner, @PolarisPartners #EMR may be killed by #AI which bring voice recognition and other embedded technologies #WMIF18 @pharma_BI @AVIVA1950

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Aviva Lev-Ari‏ @AVIVA1950Apr 24

@JoeCunningham, MD Managing Director, @SantéVentures Change the way MDs are trained – Decision Support development and used by MDs is a MUST #WMIF18 @pharma_BI @AVIVA1950

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26. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@HeidiRehm @PHS @MGH @HMS Genomic Variation is still not understood Commitment to sharing data Three areas of Genomic Testing: #detection #functional impact of variation to develop disease #disease will be developed #WMIF18 @pharma_BI @AVIVA1950

 

27. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@SandyFarmer @Pfizer Data, technology, innovations, HIGHER ORDER SELECTED MY THE MACHINE Transcriptome data – related to disease drugability translation Different data need be collected Automated image analysis to represent data and provide context #WMIF18 @pharma_BI @AVIVA1950

28. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@GadGetz @MGH @BroadInstitute; Associate Professor of Pathology, HMS Whole genome was the beginning Somatic mutation: Tumor vs normal Tissue IMAGE MERGED WITH GENOMIC DAT FOR REFERRAL TO IMMUNETHERAPY benchmark data sets, improve over time #WMIF18 @pharma_BI @AVIVA1950

 

29. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@LongLe @MGH 2-3,000 variants on a patient Sequencing, PCR, Interpreting the Variants 6 Pathologists signed up – Predictability using filters 99%error validated matching sequencing 50 patient data will make a run economical in Molecular Pathology #WMIF18 @pharma_BI @AVIVA1950

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30. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@GabrielOtte @Freenome – genomics in the blood Early detection of Cancer #ML and #AI #ML (pattern recognition in data): heuristic algorithms to train local genomics #AI: what are the cancer signatures (KRAS) of relevance, generate novel hypothesis, #WMIF18 @pharma_BI @AVIVA1950

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32. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@SusanTousi @Illumina, 45% of the Non-Coding DNA – model to predict mutation and gene sequences- 10,000 bases – comparison of algorithms Rich data sets in a federated data model genes not associated with the disease Data need to have true sets #WMIF18 @pharma_BI @AVIVA1950

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Aviva Lev-Ari‏ @AVIVA1950Apr 24

@SusanTousi @Illumina, Inc. #ML #AI – sequencing platform, improvement in data quality Interpretation: Not all the promise of Genomics “unknown significance” data on Human to add Primate data into the model “Largely begnign” “Largely Pathogenic” #WMIF18 @pharma_BI @AVIVA1950

 

34. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@JensenHuang @NVIDIA #AI the Future , automation of automation, Future be mindful access to our computers to everyone Democracy to prevail when technology is adding life and protect Democracy Enhance and be augmented by #AI to make MDs SUPER MDs #WMIF18 @pharma_BI @AVIVA1950

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35. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@JensenHuang @NVIDIA your ability to generate code NOT THE NUMBER OF Programmers on the Team build software that if the system fails, the backup and the backup of the back up will continue to run, SOURCE CODE is the DATA #WMIF18 @pharma_BI @AVIVA1950

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36. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@JensenHuang CEO, @NVIDIA writing software Intelligent autonomous machine, augments – ROBOTICS perception of the environment – like a car reason about what it perceive – localization develop a plan for action #WMIF18 @pharma_BI @AVIVA1950

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37. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@JensenHuang CEO, @NVIDIA workflow – changed, skills of engineers has changed, training data to write softward – how big your infrastructure is = your ability to generate code NOT THE NUMBER OF Programmers on the Team #WMIF18 @pharma_BI @AVIVA1950

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38. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@JensenHuang @NVIDIA AI software WRITING software – teaching computers to perform task of writing software Intelligent autonomous machine, augments – ROBOTICS perception of the environment reason about what it perceive develop a plan for action #WMIF18 @pharma_BI @AVIVA1950

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1 like

 

39. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@JensenHuang CEO @NVIDIA AI software WRITING software – teaching computers to perform task of writing software #WMIF18 @pharma_BI @AVIVA1950

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40. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@MarkMichalski, MD Executive Director, @MGH & @BWH Center Clinical Data Science Engineering the data is 90% and 10% Algorithm design #WMIF18 @pharma_BI @AVIVA1950

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41. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@IainBuchan, MD Director of Healthcare Research, Microsoft Research Value circle on Patients Health system, the Hospital and Health Care Workers digital informed consent – is powerful Problem Framing for utility of information #WMIF18 @pharma_BI @AVIVA1950

42. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@PatriciaFlorissi VP and Global CTO, Sales, Dell EMC Making Federated Analytics, intermediate results are shared, conserve bandwidth, storage and processing capacity follows Moore’s Law Data governance issues #WMIF18 @pharma_BI @AVIVA1950

 

43. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@JamesMault @Qualcomm Life, Medical in IOT in real time from Hospital to Home Connected care #AI in OR monitoring – reduction of One day stay in each Hospital in the US is saving of $2Billion Chart review: Medical Record, Billing since 2009 – EMR #WMIF18 @pharma_BI @AVIVA1950

 

44. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@GregMoore @GoogleCloud Improve HC Globally make HC data interoperable and accessible using #AI, silos data in Genomics, EHR Privacy & Security: In Europe $400 per patient vs $200 per bank customer – liability Search for Medical information #WMIF18 @pharma_BI @AVIVA1950

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45. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@ShawnMurphy @PHS @HMS Gather data at Partners and make it querriable, Massive data extraction, Open Source #ML and #AI to figure out what disease the Patient has – 200 hospitals are using the Open Source Sociology: MDs – #AI can help MDs #WMIF18 @pharma_BI @AVIVA1950

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46. Aviva Lev-Ari‏ @AVIVA1950Apr 24

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@TimothyTuttle @Cisco Virtual version of SIRI for implementation in Hospitals #AI – secure trusted data technology is available application of neural nets to HC – reduction of error, language understanding heavy lifting needed #WMIF18 @pharma_BI @AVIVA1950

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47. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@AtulGawande Boston is the Silicon Valley for Medicine and Biotech – Consorsium of Startups and Hospital Research enabling innovation to be commercionalized – is Bullish on #AI implementations in Medicine, “More money is needed” #WMIF18 @pharma_BI @AVIVA1950

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48. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@ElizabethNabel, MD President, @BrighamHealth @HMS said: @MGH @BWH opened TWO BRANDED hospitals in China – Academic medical centers as consultants @AtulGawande responded on #AI Challenges for these 2 hospitals #WMIF18 @pharma_BI @AVIVA1950

49. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@AtulGawande @AriadneLabs @HMS @BWH Upstream investment: #ML is advances in deployment by Bill and Melinda Gates Foundation – identify challenges Downstream investment: structuring systems #ML is far away #WMIF18 @pharma_BI @AVIVA1950

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Aviva Lev-Ari‏ @AVIVA1950Apr 24

@AtulGawande @AriadneLabs @HMS @BWH Ready Environment: Capable and motivated – 60% of Hospital were not READY for rollup Predictors of Readiness before an innovation can be taken ON #WMIF18 @pharma_BI @AVIVA1950

51. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@AtulGawande @AriadneLabs @HMS @BWH FDA approved #AI: monitoring Anesthesia for endoscopy, retinopathy scan by PCP to be referred directly to Retina specialist not to Ophthalmologist 1947 @MGH anesthesia adopted immediately #WMIF18 @pharma_BI @AVIVA1950

52. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@AtulGawande @AriadneLabs @HMS @BWH Innovations are not self executing, #AI as well #AI applied in prediction of life risks Using #AI post surgery as monitor of recovery based on smartphone #checklist on the wall in rural clinics vs #AI at Hospital #WMIF18 @pharma_BI @AVIVA1950

53. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@JohnFish CEO @Suffolk @BrighamHealth Dr. Gawande in Medicine: Teacher, Researcher, Author, Surgeon, impact on Healthcare Reform Visionary: making surgery safer, healthcare cover for all, advocator for lower cost of care delivery “Be Mortal” Caring #WMIF18 @pharma_BI @AVIVA1950

 

54. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@JayBradner, MD President, @Novartis Humbled by the challenge of the diseases: Challenges – data science and biomedical research, solution, qualtification, elemental level #WMIF18 @pharma_BI @AVIVA1950

55. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@MarkMurcko @RelayTherapeutics AI and Insights are connected, no magic new data and its curation Structural biology using biophysical technique and simulation to understand motion, experimental data – interplay with the computational aspects #WMIF18 @pharma_BI @AVIVA1950

 

56. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@LeeLehmanBecker Director of Digital and Personalized Health Care Partnering, Roche Retrospective studies Partnership with True experts and Technologies in #ML Structuring data, Patients becoming aware of their data ownership #WMIF18 @pharma_BI @AVIVA1950

57. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@JayBradner @Novartis Advances by computer applications with downstream applications in Biotech Moleculae recognition, chemical classes – lead optimization in drug discovery AI as catalyst to expeditiously length of experiment to shorten due to #AI #WMIF18 @pharma_BI @AVIVA1950

 

58. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@EricPerakslis @Datavant – Using Data to solve Medical Problems FDA regulate 24 cents of the dollar in the US DNA and Microbiome – data linking by AI is needed Large problem – TB – studied by NGO Rare diseases CRO works on Parkinson or AD CL #WMIF18 @pharma_BI @AVIVA1950

 

59. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@GeorgiaPapathomas @JandJ WHO is qualified to do the analysis Data Scientists: MD or Biologist with CS degrees with experience in Healthcare Tech and Science – governance of the data Change management to come from Scientists who sees the hypothesis #WMIF18 @pharma_BI @AVIVA1950

60. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@GeorgiaPapathomas @JandJ Insight driven company at J&J skills of the Data Scientists assessing Clinical Operations Data and 650 Million Patient clinical data used to assess biomarkets for onset of disease and progression of disease AI Big Pharma #WMIF18 @pharma_BI @AVIVA1950

61. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@RoyBeveridge, MD SVP and CMO, @Humana, Oncologist.CMS data is been looked by many Agents for Analysis results will be interesting MDs must be successful in two systems: Fee for Service AND Value-based – transition to 100% Value-based pricing #WMIF18 @pharma_BI @AVIVA1950

62. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@PeterOrszag In the near future the payment will be derived directly from the #EMR #Quality of HC will be better than today because of DATA functions in systems operations and their control #WMIF18 @pharma_BI @AVIVA1950

 

63. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@PeterOrszag #Substitution vs #Complementarity #productivity enhancement Massive variation of unwanted scans #AI will thrive in a #ValuebasedPayment World, AI will be developed payment will be derived directly from the EMR #WMIF18 @pharma_BI @AVIVA1950

64. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@RoyBeveridge @Humana Providers ask the Payer for data to serve vey well the PATIENTS MD believed the increased quality must increase quality with AI is powerful to move the payment system to increase quality and to LOWER the cost of care delivery #WMIF18 @pharma_BI @AVIVA1950

 

65. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@LeonardDAvolio, CEO @Cyft, AI is 10% 90% is understanding and design the analysis is a small part free Databases AI is a Hammer it can’t build the House on its own #WMIF18 @pharma_BI @AVIVA1950

 

66. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@RoyBeveridge @Humana Diabetes as single diagnosis vs Diabetes and Behavioral Health, 2nd group care is 4 times more expensive [Food insecurity may be related to Transportation and medical in-adherence #WMIF18 @pharma_BI @AVIVA1950

 

67. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@RoyBeveridge @Humana Payment methodology changes behavior. AI will be helpful. Health where AI is very important – identify people who will become sick 85% of Humana is value-based care, improve health of Pop as a whole less Cost of care delivery. #WMIF18 @pharma_BI @AVIVA1950

 

68. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@LeonardDAvolio @Cyft, Inc. focus on Government sponsored Health Programs, only, using data to improve decision, True value-based pricing. Volume and Complexity vs Value and Outcome Solutions are a service bought by Clients, they do not buy just AI #WMIF18 @pharma_BI @AVIVA1950

69. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@PeterOrszag @LazardFreres INCENTIVES to Hospital to avoid re-admissions, lower re-admission is associated with higher mortality #WMIF18 @pharma_BI @AVIVA1950

 

70. Aviva Lev-Ari‏ @AVIVA1950Apr 24

@PeterOrszag @LazardFreres Role of #AI and #Cost of #HealthCare: AI is necessary but is not sufficient 1/2028 – 14/2018, MediCare cost increased 1.8% while Risk of Re-admission to Hospitals was better estimated, INCENTIVES #WMIF18 @pharma_BI @AVIVA1950

71. You Retweeted

Cecilia Zenteno‏ @cecizntno Apr 23

“Owning your data as a patient is not very meaningful if the only way of getting it is by sending a letter and getting a fax or by having to show up in an office.” Noga Leviner, CEO, @PicnicHealth #WMIF18

1 reply

2 retweets

4 likes

 

72. You Retweeted

Maulik Majmudar, MD‏ @mdmajmudar Apr 23

Happy to share our work on SmartRx – a NLP-based software platform that enables the Learning Health System at Partners World Medical Innovation Forum earlier today #WMIF18 Here’s a link to my talk… https://youtu.be/uSmN1V3Iyks  @HeartBobH @texhern @califf001 @hmkyale @EricTopol

8 retweets

48 likes

 

73. Aviva Lev-Ari‏ @AVIVA1950Apr 23

#Synopsis Day 1: 2018 Annual #World #Medical #Innovation #Forum #ArtificialIntelligence April 23–25, 2018 Boston, Massachusetts  | Westin Copley Place #WMIF18 @pharma_BI @AVIVA1950 https://pharmaceuticalintelligence.com/2018/04/23/synopsis-day-1-2018-annual-world-medical-innovation-forum-artificial-intelligence-april-23-25-2018-boston-massachusetts-westin-copley-place/ … via @Pharma_BI

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1 like

74. Aviva Lev-Ari‏ @AVIVA1950Apr 23

@RameshDurvasula, @EliLilly AXIOM is GSK leading a common model building dat from multiple Pharmas Model more like in Experiments #WMIF18 @pharma_BI @AVIVA1950

 

75. Aviva Lev-Ari‏ @AVIVA1950Apr 23

@StephenWiviott, MD #Virtual #Trials: will that happened what will be the cost EMR can be used for Clinical Trials, randomization is the gold standard and done in silicon will not replace #Randomization #WMIF18 @pharma_BI @AVIVA1950

76. Aviva Lev-Ari‏ @AVIVA1950Apr 23

@JosephScheeren @Bayer FDA has 77 Million patient data for Safety related studies PMDA is Japan’s FDA – have 100% data standardized for clinical Trials. Regulators do not understand how data is transferred over most advanced computer chips #WMIF18 @pharma_BI @AVIVA1950

 

77. Aviva Lev-Ari‏ @AVIVA1950Apr 23

Amy Abernethy, MD, PhD Oncology, @FlatironHealth Linking Patient Data with Genomics data is in Oncology available not in other indications Recruit an arm for a clinical trial, the control arm is selected from already collected data for other studies #WMIF18 @pharma_BI @AVIVA1950

 

78. Aviva Lev-Ari‏ @AVIVA1950Apr 23

@RameshDurvasula, PhD VP, Research IT, @EliLilly State Health Systems have multiple Data sets Repurpose Data is very important – Not done #WMIF18 @pharma_BI @AVIVA1950

 

79. Aviva Lev-Ari‏ @AVIVA1950Apr 23

Moderator: @O’NeilBritton, MD SVP and CMO, @MGH INCREMENTALISM – Medicine will love that #WMIF18 @pharma_BI @AVIVA1950

80. Aviva Lev-Ari‏ @AVIVA1950Apr 23

@SethHain Director, Analytics & Machine Learning, @Epic Mission Application development Synthesis of Data, i.e., Voice detection for Clinicians, CONTEXT need be captured in the workflow #ML used #WMIF18 @pharma_BI @AVIVA1950

 

81. Aviva Lev-Ari‏ @AVIVA1950Apr 23

@SudhirKulkarni President, @DigitalPersistentSystems Building a platform using #AI as a unifying factor for the platform The purpose of #AI is to make life of MDs, NPs easier #WMIF18 @pharma_BI @AVIVA1950

 

82. Aviva Lev-Ari‏ @AVIVA1950Apr 23

@NogaLeviner CEO, @PicnicHealth Data collection will increasing AI will play major role – will AI help will become an anachronistic term “Patients will be horrified if they would to know all the data about them recorded” #WMIF18 @pharma_BI @AVIVA1950

 

83. Aviva Lev-Ari‏ @AVIVA1950Apr 23

@AndrewHopkins CEO @Exscientia #AI – Reengineer Processes of Drug Discovery China and #AI as a National Strategy 50% investment in developing new algorithms #WMIF18 @pharma_BI @AVIVA1950

 

84. Aviva Lev-Ari‏ @AVIVA1950Apr 23

@NivenNarain CEO, @BERG Drugs need come faster, lower toxicity, Patients must be engaged #WMIF18 @pharma_BI @AVIVA1950

1 retweet

2 likes

85. Aviva Lev-Ari‏ @AVIVA1950Apr 23

@MikeNohaile SVP, Strategy, Commercialization & Innovation, Amgen Human help #DeepLearning #NLP – applications to Medicine is coming not yet there Fusion of Pharma experience is needed for Novice #AI companies re-inventing drug discovery targeting #WMIF18 @pharma_BI @AVIVA1950

86. Aviva Lev-Ari‏ @AVIVA1950Apr 23

@NivenNarain CEO, @BERG How long a treatment lat may make the MOST difference in disease stage #WMIF18 @pharma_BI @AVIVA1950

 

87. Aviva Lev-Ari‏ @AVIVA1950Apr 23

Moderator: @AnthonyPhilippakis @Chief Data Officer, @BroadInstitute; Cardiologist, @BWH; Venture Partner, @GoogleVentures Tech and BioTech vs Big Pharma — WHO will lead the way? #WMIF18 @pharma_BI @AVIVA1950

88. Aviva Lev-Ari‏ @AVIVA1950Apr 23

@NivenNarain CEO, @BERG We need a common language in #AI not to confuse all players using AI in Medicine #WMIF18 @pharma_BI @AVIVA1950

 

89. Aviva Lev-Ari‏ @AVIVA1950Apr 23

@SekarKathiresan, MD Director @MGH Research Scholar; Associate Professor of Medicine, HMS In CVD – New targets are under discovery using #AI Genotype and Phyno type correlations – give insights in research, same role will #AI play to ID DRIVERS #WMIF18 @pharma_BI @AVIVA1950

 

90. Aviva Lev-Ari‏ @AVIVA1950Apr 23

@AndrewHopkins Clinical Hypothesis developed on increase HDL as a result of combination of #ML, Repurpose drug is using #AI is getting better – FEW molecules with one year turn around Challenge od #AI – Reengineer Processes of Drug Discovery #WMIF18 @pharma_BI @AVIVA1950

 

91. Aviva Lev-Ari‏ @AVIVA1950Apr 23

@ThomasLynch, @BMS #AI Lack of productivity in development of drug, #AI can accelerate drug development from discovery, Pharma is ready to accelerate this process #WMIF18 @pharma_BI @AVIVA1950

 

92. Aviva Lev-Ari‏ @AVIVA1950Apr 23

@MikeNohaile, PhD SVP, Strategy, Commercialization & Innovation, @Amgen Human help #DeepLearning #NLP – applications to Medicine is goming not yet there #WMIF18 @pharma_BI @AVIVA1950

2 likes

 

93. Aviva Lev-Ari‏ @AVIVA1950Apr 23

@AnneKlibanski Physicians will need to learn Statistics to accept or deny data results, AI uses DATA more than other domains in Medicine #WMIF18 @pharma_BI @AVIVA1950

1 retweet

4 likes

 

94. Aviva Lev-Ari‏ @AVIVA1950Apr 23

@AnthonyRosenzweig Chief, Cardiology Division, MGH; Professor of Medicine, HMS; 2017 Forum Co-Chair “There is a Potential for Neuro Networks to insert disparities by limitations of its training by humans #WMIF18 @pharma_BI @AVIVA1950

1 retweet

95. Aviva Lev-Ari‏ @AVIVA1950Apr 23

@AnneKlibanski Training new physicians: Different Cohort will emerge – Medical Education will change – redesign the policies, guidelines, structure and the content Fear of #AI it is called the Next industrial revolution #Genomics #WMIF18 @pharma_BI @AVIVA1950

2 likes

 

96. Aviva Lev-Ari‏ @AVIVA1950Apr 23

@GreggMeyer,2018 Forum Co-Chair Medicine will change #AI will make the change happen #WMIF18 @pharma_BI @AVIVA1950

 

97. Aviva Lev-Ari‏ @AVIVA1950Apr 23

@Calum MacRae @BWH; Associate Professor of Medicine, HMS; 2017 Forum Co-Chair Early solution are here, infrastructure needed for mature solutions Vested interests may slow #AI, re-engineering the HC systems will be first applications #WMIF18 @pharma_BI @AVIVA1950

98. Aviva Lev-Ari‏ @AVIVA1950Apr 23

#WMIF18 @pharma_BI @AVIVA1950

 

99. Aviva Lev-Ari‏ @AVIVA1950Apr 23

@AnneKlibanski Country is technologically advanced, people are not getting healthier, great tech for monitoring, patient do not adhere, technology help yet not take you to Finish Line #WMIF18 @pharma_BI @AVIVA1950

1 retweet

1 like

100. Aviva Lev-Ari‏ @AVIVA1950Apr 23

@CalumMacRae 2017 Forum Co-Chair Early solution are here, infrastructure needed for mature solution #WMIF18 @pharma_BI @AVIVA1950

 

101. Aviva Lev-Ari‏ @AVIVA1950Apr 23

@AnneKlibanski 2018 Forum Co-Chair ML is used interchangeably with AI – they are not the same!! Population genotypes require integration with other segments and disciplines #WMIF18 @pharma_BI @AVIVA1950

 

102. Aviva Lev-Ari‏ @AVIVA1950Apr 23

@CharlieBaker Rockstars Conference Turns and changes, complexities in Health Care and new therapies get bigger these changes where stacks are that high, #AI can help in research, discovery, How physicians use the tools, #AI is hard to predict HOW? #WMIF18 @pharma_BI @AVIVA1950

 

103. You Retweeted

Steven Yule‏ @NOTSS_lab Apr 23

Machine learning can help predict which patients need emergent tests and improve quality and cost of care – awesome stuff by @oziadias at World Medical Innovation Forum #WMIF18

STRATUS and Roger Daglius Dias

10 Retweeted

19 likes

 

104. Aviva Lev-Ari‏ @AVIVA1950Apr 23

Aviva Lev-Ari Retweeted Dhwani Shah Tank

Great talk

Aviva Lev-Ari added,

Dhwani Shah Tank @dshahdds

Always wondered what it’s like to go to a sleep lab! Thank you #AI and Minutuarized Wireless chip for allowing me to do this at home. #WMIF18 @MGH_RI @harvardmed

1 reply

1 like

105. You Retweeted

Aviva Lev-Ari‏ @AVIVA1950 Apr 23

#WMIF18 @pharma_BI @AVIVA1950 @MichaelRosehthal BMI: Visceral fat & CVD, Higher Muscle mass Better cancer outcome and ICU Survival Neural network applied to select the SLICE of Pancreatic pf cancer patient Select the segmentation Body composition of FAT – automated analysis CT

1 retweet

1 like

 

106. Aviva Lev-Ari‏ @AVIVA1950Apr 23

@SabineWilhelm presented an amazing product in development: Mental Health Treatment: Barriers and Solutions MGH developed a smartphone cognitive behavior Y=treatment (CBT) application for body with Telefonica Alpha for Disformic Disorder #WMIF18 @pharma_BI @AVIVA1950

 

107. Aviva Lev-Ari‏ @AVIVA1950Apr 23

#WMIF18 @pharma_BI @AVIVA1950 @MaulikMajmudar Easyto-use Filters, query results – annotated and save query for future use Auto-immune hemolytic anemia: Steroid, glucosteroids (prednisone) Heart FailureQuality of Care: Improve outcome by therapeutic appropriateness

 

108. Aviva Lev-Ari‏ @AVIVA1950Apr 23

#WMIF18 @pharma_BI @AVIVA1950 @MaulikMajmudar We do not leverage past experiences to inform future, quality gap, 17 years gap fro discovery to practivce Aggregate patient data SmartRx System architecture – Customizable, realtime semi-automated querying using NLP Custom queries

109. Aviva Lev-Ari‏ @AVIVA1950Apr 23

#WMIF18 @pharma_BI @AVIVA1950 @AndreyFedorov @BWH Apply #AI to train data sets – Impression written by MDs are hard to be translated for #AI algorithms Standardization of data – STANDARDS to store data Contributions: Interoperability of data open source development: Generic data

110. Aviva Lev-Ari‏ @AVIVA1950Apr 23

#WMIF18 @pharma_BI @AVIVA1950 @EricaShenoy #Infectious #disease: #Diagnosis vs #Prevention of #Infections by isolation C-diff hospital acquired – $30K treat one case, $5Billion/year Exposure – Increase risk: Traditional RIsk: Prediction vs ML Approcah Prediction for Prevention

111. Aviva Lev-Ari‏ @AVIVA1950Apr 23

#WMIF18 @pharma_BI @AVIVA1950 @WilliamLane @MGH Whole Genome Sequencing (WGS) Blood Typing [BloodTyper] 300 WGS 99.9% concordant Types: decrease Cost: WG ($$$) –>> Whole Exome ($$)–>>Antigen Genes ($)–>> Specific Antigen (<$)

112. Aviva Lev-Ari‏ @AVIVA1950Apr 23

#WMIF18 @pharma_BI @AVIVA1950 @BrandonWestover Sleep Staging: Algorithm concensus on apnea detection – Algorithm is better than human Brain Age Algorithm Overnight EEG ->> Brain Age = Brain Health: Patients without Disease vs Diabetes & CVD Patient – with disease 4 years “older”

 

113. Aviva Lev-Ari‏ @AVIVA1950Apr 23

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#WMIF18 @pharma_BI @AVIVA1950 @GreorgGerber Inference Engine to make prediction for design of Therapeutics C-diff infection – Developed a Diagnostics and a Therapeutics – Patented, License IP for Animal and Human studies – reich microbes and use the best therapeutics optimization

1 like

 

114. Aviva Lev-Ari‏ @AVIVA1950Apr 23

#WMIF18 @pharma_BI @AVIVA1950 @GreorgGerber Microbiome therapeutics and diagnostics – $4Billion in 2024 – Market size Pharmacology meets ecology Meta genome: ML methods used for ecology interactions: Predict MDSINE – Baysian (predict uncertainty) ML Microbial Dynamical Systems

1 like

115. Aviva Lev-Ari‏ @AVIVA1950Apr 23

#WMIF18 @pharma_BI @AVIVA1950 @ThomasMcCoy Computational Testing: Genetic Code used to per Patients Specific Score RISK: Bleeding, Medical Clinical Fall, Delirium Population management, Decision Support, Learning Health Systems

116. Aviva Lev-Ari‏ @AVIVA1950Apr 23

#WMIF18 @pharma_BI @AVIVA1950 @ThomasMcCoy Computational Pharmacology in Psychiatry: One trial, agent, indication Off-target burden: Drug Burden Score RISK: Bleeding, Medical Clinical Fall, Delirium [comfusion] Drug burdens – Many drugs: Bleeding First Partnership: Testing

 

117. Aviva Lev-Ari‏ @AVIVA1950Apr 23

#WMIF18 @pharma_BI @AVIVA1950 @RaulSanJoseEstepar exploit information in CT and CXR to define patient risk in HC systems (Hospitals) Diagnosis COPD and predict hospitalization from CT and CXR

118. Aviva Lev-Ari‏ @AVIVA1950Apr 23

#WMIF18 @pharma_BI @AVIVA1950 @RaulSanJoseEstepar Image HC Analytics: EHR, PACS, Billing – undiagnosed comorbidities and unidentified risk COPD – smoking is primary – $32Billion COST of treatment Chest Imaging – Lungs, Heart – Chest CT Scan – leverage information

 

119. Aviva Lev-Ari‏ @AVIVA1950Apr 23

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#WMIF18 @pharma_BI @AVIVA1950 @SabineWilhelm with Clinician access for suicide prevention during depression Applications Average body image disturbance scores at pre, mid and post treatment: BDD – severe body image disterbence 35 is the highest in 12 weeks the score is 20

 

120. Aviva Lev-Ari‏ @AVIVA1950Apr 23

More

#WMIF18 @pharma_BI @AVIVA1950 @SabineWilhelm Mental Health Treatment: Barriers and Solutions MGH developed a smartphone cognitive behavior Y=treatment (CBT) application for body with Telefonica Alpha for Disformic Disorder Core component of CBT – to develop adaptive behavior

121. Aviva Lev-Ari‏ @AVIVA1950Apr 23

 

#WMIF18 @pharma_BI @AVIVA1950 @MichaelRosehthal CT scanner to the Report: Low cost, high volume broad impact, Potential Applications: CVS – Method to analize risk vs stress test Cancer risk screening Improve drug dosing for high-cost treatment Guidance for dietary and fitness

 

122. Aviva Lev-Ari‏ @AVIVA1950Apr 23

#WMIF18 @pharma_BI @AVIVA1950 @JasonBaron Computational Pathology: MIT – colleagues Time series analysis immunologic data Platforms to implement algorithms and validate impact on cost of care AI based and Rule-based experience , Clinical DSS

123. Aviva Lev-Ari‏ @AVIVA1950Apr 23

#WMIF18 @pharma_BI @AVIVA1950 @OmarArnaout, CNOC – Computational Neuroscience Outcome Center at Harvard IDH – Mutation in Brain tumor, Biomarkers status, clinical outcomes Neurosurgery, ICU phynotyping data, biometrical data, pathology, MRI report classification

1 retweet

124. Aviva Lev-Ari‏ @AVIVA1950Apr 23

#WMIF18 @pharma_BI @AVIVA1950 @DanielHashimoto modeling utilizing neural networks and HMMs Detects deviations from statistically expected operative course 92% accuracy in detecting steps of laparascopic sleeve Cancer resection Benefits: Patients, Surgeons, Hospitals

1 like

 

125. Aviva Lev-Ari‏ @AVIVA1950Apr 23

#WMIF18 @pharma_BI @AVIVA1950 @DanielHashimoto Inraoperative Adverse Events (IAE): inadvertent injury during an operation eatimated 440,000 IAEs annually, cost of admission 41% higher in patient with IAE How to access quantitative data fro OR Computer vision and probabilistic

1 like

126. Aviva Lev-Ari‏ @AVIVA1950Apr 23

#WMIF18 @pharma_BI @AVIVA1950 @HadiShafiee In-Vitro fertilization – effective is very low less 30% Solution: Automated, AI-empowered, low-cost optical system Free access charge Pay per cycle Results: Implantation rate, pregnancy outcome blastocyst prediction

 

127. Aviva Lev-Ari‏ @AVIVA1950Apr 23

#WMIF18 @pharma_BI @AVIVA1950 @QuanzhengLi Algorithmic PET based neural network: 16 false emphysema due to image artifacts vs Pneumothorax diagnosis – to reduce False positive Chest Xray is used in China and India. at MGH CT is used

1 like

 

128. Aviva Lev-Ari‏ @AVIVA1950Apr 23

#WMIF18 @pharma_BI @AVIVA1950 @ZiadObermeyer, VALUE PRICING advocated Screening smokers for lung cancer vs Cancer immunotherapy $160K When no tests – high risk patients NOT tested

 

129. Aviva Lev-Ari‏ @AVIVA1950Apr 23

#WMIF18 @pharma_BI @AVIVA1950 @ZiadObermeyer #ER – Test for Heart attack, Chest Pain, we test too much 100K of tests in ER $765Billion is waste Analysis of Medicare Data ML prediction who will benefit from which test in ER test that will pay off Average cost ER $120K life-year

130. Aviva Lev-Ari‏ @AVIVA1950Apr 23

#WMIF18 @pharma_BI @AVIVA1950 @DavidCraft The #radiationplanning problem Localization #OptimizationAnalysis for #Tumor analysis and #Radiation #Plan development What drug to give to what patient #Drug #sensitivity #prediction is HARD because of #diversity #cancers #P53mutations

 

131. Aviva Lev-Ari‏ @AVIVA1950Apr 23

#WMIF18 @pharma_BI @AVIVA1950 @NathalieAgar #Cancer #Surgery: first line for most patients with #solid #tumors, potentially #curative

 

132. Aviva Lev-Ari‏ @AVIVA1950Apr 23

#WMIF18 @pharma_BI @AVIVA1950 @KasperLage UnKnown #cancer #pathways guide protectable insights: Outlook: #Cell-type-specific #socialnetworks #neurological, #metabolic, #CVD & #Cancer

 

133. You Retweeted

Aviva Lev-Ari‏ @AVIVA1950 Apr 22

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Covering in #RealTime #WMIF18 @pharma_BI @AVIVA1950 follow me on these two handles for #AI #Medicine http://pharmaceuticalintelligence.com  https://pharmaceuticalintelligence.com/2017/06/20/e-scientific-publishing-the-competitive-advantage-of-a-powerhouse-for-curation-of-scientific-findings-and-methodology-development-for-e-scientific-publishing-lpbi-group-a-case-in-point/ …

1 retweet

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134. Aviva Lev-Ari‏ @AVIVA1950Apr 22

I cover the event in #RealTime World Forum Innovations Medicine #AI #NeuroNets #ML #WFIM18 4/23-4/25, #Westin Copley Boston BioMed e-Series, Aviva Lev-Ari, PhD, RN #Cardiovascular #Genomics #Cancer #Immunology #Precision #Medicine

1 like

 

135. Aviva Lev-Ari‏ @AVIVA1950Apr 22

Twelve hour to start #WMIF18 @pharma_BI @AVIVA1950 2018 Annual World Medical Innovation Forum Artificial Intelligence April 23–25, 2018 Boston, Massachusetts  |  Westin Copley Place https://pharmaceuticalintelligence.com/2018/01/18/2018-annual-world-medical-innovation-forum-artificial-intelligence-april-23-25-2018-boston-massachusetts-westin-copley-place/ … via @Pharma_BI

3 likes

 

136. Aviva Lev-Ari‏ @AVIVA1950Apr 22

2018 Annual World Medical Innovation Forum Artificial Intelligence April 23–25, 2018 Boston, Massachusetts  |  Westin Copley Place https://pharmaceuticalintelligence.com/2018/01/18/2018-annual-world-medical-innovation-forum-artificial-intelligence-april-23-25-2018-boston-massachusetts-westin-copley-place/ … via @Pharma_BI

1 like

1.  You Retweeted

   Aviva Lev-Ari‏ @AVIVA1950 Apr 22

   Covering in #RealTime #WMIF18 @pharma_BI @AVIVA1950 follow me on these two handles for #AI #Medicine http://pharmaceuticalintelligence.com  https://pharmaceuticalintelligence.com/2017/06/20/e-scientific-publishing-the-competitive-advantage-of-a-powerhouse-for-curation-of-scientific-findings-and-methodology-development-for-e-scientific-publishing-lpbi-group-a-case-in-point/ …

   

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2. Aviva Lev-Ari‏ @AVIVA1950 Apr 22

   I cover the event in #RealTime World Forum Innovations Medicine #AI #NeuroNets #ML #WFIM18 4/23-4/25, #Westin Copley Boston BioMed e-Series, Aviva Lev-Ari, PhD, RN #Cardiovascular #Genomics #Cancer #Immunology #Precision #Medicine

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   Aviva Lev-Ari‏ @AVIVA1950 Apr 22

   Twelve hour to start #WMIF18 @pharma_BI @AVIVA1950 2018 Annual World Medical Innovation Forum Artificial Intelligence April 23–25, 2018 Boston, Massachusetts  |  Westin Copley Place https://pharmaceuticalintelligence.com/2018/01/18/2018-annual-world-medical-innovation-forum-artificial-intelligence-april-23-25-2018-boston-massachusetts-westin-copley-place/ … via @Pharma_BI

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3. Aviva Lev-Ari‏ @AVIVA1950 Apr 22

   2018 Annual World Medical Innovation Forum Artificial Intelligence April 23–25, 2018 Boston, Massachusetts  |  Westin Copley Place https://pharmaceuticalintelligence.com/2018/01/18/2018-annual-world-medical-innovation-forum-artificial-intelligence-april-23-25-2018-boston-massachusetts-westin-copley-place/ … via @Pharma_BI

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