Neosperience Health Cloud for Dimasdia

Transcript

1. FORUM PA Neosperience 
 Health Cloud
2. Company Pro fi le
3. 1 Neosperience LISTENING TECHNOLOGY STRATEGY EXPERTISE 3 POSITIONING Neosperience helps companies take advantage 
 of today changes by turning digital technologies 
 into business bene fi ts. We combine the greatest exper ti se in Ar tifi cial Intelligence and cloud technologies with crea ti vi ty 
 and experience in driving the evolu ti on of business models. We help organiza ti ons star ti ng from the de fi ni ti on 
 of a strategy that an ti cipates trends, up to the design and implementa ti on of the company's digital products 
 and services. We use proven agile methodologies to quickly move from design to implementa ti on of advanced digital solu ti ons across all industrial sectors. TO THE POWER OF EMPATHY
4. 4 FASHION, LUXURY & BEAUTY RETAIL & DISTRIBUTION, ENERGY & COMMUNICATIONS FINANCIAL SERVICES, TRAVEL & TRANSPORTATION, GOVERNMENT AUTOMOTIVE, HEALTHCARE & INDUSTRY TO THE POWER OF EMPATHY 700+ Best-In-Class Customers Neosperience in 2014 has been selected as the most innovative Italian company, receiving the most prestigious prize awarded annually by the President of the Italian Republic. The Neosperience platform has proven its excellence over the years getting the most important awards in the world of technology, including: •  2015 Aviva Digital On •  2014 GrandPrix •  Gartner Cool Vendor 2013 •  Red Herring Top 100 Global 2013 •  IAB Mixx Award 2013 •  Red Herring Top 100 Europe 2012 Neosperience in 2014 has been selected as the most innovative Ital company, receiving the most prestigious prize awarded annually the President of the Italian Republic The Neosperience platform has pro its excellence over the years getting the most important awards in the world of technology, including: •  2015 Aviva Digital On •  2014 GrandPrix •  Gartner Cool Vendor 2013 •  Red Herring Top 100 Global 20 •  IAB Mixx Award 2013 •  Red Herring Top 100 Europe 20 Neosperience was selected by Gartner 
 as Cool Vendor and as one of the six most innova ti ve platforms in the world 
 in Customer Analy ti cs, with over 20 men ti ons in its reports. Listed since February 2019 on the Euronext Growth list, Neosperience was selected in 2022 as a growth leader by the Financial Times and the Sole 24 Ore.
5. TO THE POWER OF EMPATHY 5 Pioneering Creates the first mobile loyalty platform for Oracle. Partner of Amazon Web Services. Positioning Creates Disney’s digital publishing ecosystem and first mobile banking platform for UBI Bank. Consolidation Adds AI and Machine Learning personalization capabilities. 
 Sets-up vertical Startups in Fintech, Sportech and Legaltech. 2004-2006 2007-2008 2009-2011 2012-2013 2014-2018 2019-2022 Origins Set-up and launch of the world’s first Apps. Start Up Partners with Apple in Europe and South America. IPO Lists on Euronext Growth Milan, serves 
 700+ clients and starts international expansion. Timeline
6. TO THE POWER OF EMPATHY Timeline
7. 1 Neosperience Health Neosperience Health is an all-in platform to manage digital health processes, from patient journeys, to telemedicine, to AI-assisted diagnostics. Neosperience Health is based on Neosperience technology and leverages almost a decade of expertise with top-level customers in patient care, and diagnostics. In 2022 Revoo joined Neosperience Health to add the wellness pillar to create a complete solution to manage long term prevention and treatment.
8. 1 Cloud Native Approach Our implementa ti on approach is based 
 on execu ti on, monitoring, change automa ti on, reac ti on to events and standard se tt ing. It focuses on data con fi den ti ali ty and integri t , personnel iden tifi ca ti on and management, system protec ti on, and event disclosure. Enables the crea ti on of resilient workloads 
 that can quickly recover from an error. Distributed systems, recovery planning and change management models are the focal points. It concerns the e ff ec ti ve use of technology, performance monitoring and informed decision-making. Focuses on how to avoid unnecessary costs by understanding and controlling cost centers and analyzing expenses incurred over ti me. EXCELLENCE SECURITY RELIABILITY EFFICIENCY OPTIMIZATION APPROACH AND BENEFITS 8 SERVERLESS ARCHITECTURES, MICROSERVICES AND CONTAINERS
9. 9 NEOSPERIENCE HEALTH CLOUD Source: Gartner, 2021 NEOSPERIENCE HEALTH CLAIM OVER GARTNER MENTIONS Source: Gartner, 2021 Gartner Men ti ons 
 Gartner recognizes Neosperience Group for its methodological and technological excellence by indica ti ng its Solu ti on and other proprietary applica ti ons in its reports.
10. A digital companion to
11. 1 Neosperience Health Cloud Screening, prognosis and chronic conditions data management and sharing NHC is the first cloud platform that is open to provide an integrated, AI- assisted, collaborative screening, that takes advantage of deep learning- powered services, such as the analysis and determination of health- related issues thanks to specific models trained on classification and correlation of X-ray and ultrasound imaging. The platform incorporates 5 years of Neosperience’s effort and >10M€ investments aiming at reinventing telemedicine and simplifying the activity of health professionals, giving quick, effective, and precise tools to carry out general and specialized diagnosis by facilitating the triage process towards a competent healthcare facility or home therapy
12. 1 Patient data management NH acquires data from a number of medical devices, to build a patient profile that is matched to clinical data. FHIR 7 standard adoption through FHIRWorks on AWS and (in the near future) Amazon HealthLake allows integration with existing patient systems of records. Privacy is enforced by design, with microservices and region-locked persistence and services. Data is stored according to the minimum required data and least privilege access models.
13. Dimasdia
14. 1 Detect pneumotoracic pathologies from RX imaging. Support screening processes within hospitals. Built-in explainability features to outline detector triggers AI diagnostics: RX analysis
15. 1 Sample images
16. 1 Dataset — Training 648 x-rays 548 covid 100 healthy 605 x-rays 545 covid 40 healthy 241 x-rays 181 covid 60 healthy remove 43 RL view Keep the dataset balanced
17. 1 Model Performance — Training
18. 1 Dataset - Validation 380 x-rays 25 covid 150 healthy 205 pneumonia remove 78 RL view remove 2 corrupted f iles 300 x-rays 25 covid 95 healthy 180 pneumonia
19. 1 Model Performance — Validation
20. 1 Tailor detector model to identify relevant areas in ultrasound images Automatic masking of images, time variant sequences. Trained model obtains an F1 score of 0.98 AI diagnostics: Miocarditis detector
21. 1 Miocarditis detector — sample image
22. 1 Miocarditis detector — sample images
23. 1 Dimasdia platform
24. 1 Dimasdia platform
26. 1 Outcomes — model results • Model accuracy is ~98% • Introduced model explainability to highlight feature detection in images • Model is biased to avoid false negatives, which are more relevant than false positive for clinical impact • RX and Myocarditis models are stacked to build a better predictor
27. 1 Outcomes — clinical impact • First level screening can be automated efficiently. Screening process involves at least two independent patient evaluation. One is demanded to ML, with an increased efficiency of 50% • ML models detected features often too small to be recognized by clinicians without specific training • Trained doctors benefits from a second opinion • Models can be further re-trained to improve accuracy detection and sensibility
28. Architecture
29. NHC Neosperience Health Cloud is an API first solution built on AWS using a microservices and serverless approach. AI-assisted diagnostics is provided through Amazon SageMaker, offering specialized models to enrich patient data. Patient data is stored on the Data Plane using FHIR standard. Data is crawled and consolidated into the single view of patient.
30. Dimasdia is powered by AWS • Amazon SageMaker Studio has been used to explore dataset, visualize, analyze and clean data. • Amazon SageMaker Platform has been used to train different model variants and weights have been optimized using hyperparameter optimization • Amazon SageMaker Pipelines have been used to automatically train, validate and store model version into the registry. Then SageMaker endpoints are built and deployed to provide inference
31. 25125 BRESCIA, VIA ORZINUOVI, 20 20137 MILANO, VIA PRIVATA DECEMVIRI, 20 INFO@NEOSPERIENCE.COM WWW.NEOSPERIENCE.COM Thank you!