This whitepaper discusses how a vendor-neutral archive (VNA) for image archive and management requires a phased storage approach due to the capital and operational expenditures involved. The EMC Isilon scale-out approach provides a simple, predictable, and manageable path from PACS (Picture Archiving and Communications System) to VNA.
This document provides a 12-point checklist to guide planning and vendor selection for a vendor neutral archive (VNA). The checklist includes questions about which departments will store data, workflow considerations, local or cloud deployment options, disaster recovery plans, support for standards, indexing of patient data, support for sharing protocols, document lifecycle management, connections to external registries, universal viewer options, access management and security, and potential replacement of a PACS system.
Cloud eHealth in Medical Imaging & RadiologyCarestream
The document discusses how cloud-based infrastructure can support various healthcare workflows. It provides two case studies:
1) Maasstad Hospital in the Netherlands used the cloud to archive radiology images and consolidate clinical data to avoid managing storage itself.
2) Imadis, a French teleradiology company, used the cloud to enable a dedicated reading workflow and ensure performance, security, and 24/7 support for emergency readings.
The cloud infrastructure allows customization of workflows while outsourcing complexity to cloud providers and avoiding large capital investments. This flexible model is positioned to support diverse healthcare needs going forward.
Achieving Medical Imaging Interoperability with PACS and RIS IntegrationsChetu
Medical images can be difficult to access, though the adoption of technology solutions, industry standards, and APIs, however, are improving imaging interoperability.
https://www.slideshare.net/chetuInc/why-dicom-matters-for-your-ehr-and-medical-imaging-apps
Imaging in the Cloud: A New Era for RadiologyCarestream
A look at how cloud computing is helping the medical imaging industry. The cloud is changing old mindsets, and allowing technologies, such as a vendor-neutral archive (VNA), to make health facilities more efficient and provide higher quality care.
Prioritizing Access in Your VNA StrategyCarestream
The document discusses how implementing a vendor neutral archive (VNA) can help address the growing issue of medical data storage by consolidating data from different sources and improving access to images and patient records. It emphasizes that a key benefit of a VNA is enabling improved access to patient imaging data for clinicians, referring physicians, and patients themselves. Ensuring imaging data is easily accessible can improve care coordination and patient engagement in line with goals of healthcare reform.
This document discusses a new medical imaging system called CMI that aims to simplify storage, viewing, and exchange of radiology images. It notes disadvantages of traditional PACS systems like being distributed, non-secure, requiring compression/decompression, and being expensive. CMI claims to centralize images in a secure location and deliver uncompressed true images anywhere in real-time. It also turns any device into a workstation, has strong security features, and offers pay-per-study pricing that is more affordable than competitors like GE and Phillips.
A Real-World Solution for Patient-Centric WorkflowCarestream
Vendor Neutral Archives can reduce costs and demands upon system administration while resolving enterprise clinical workflow challenges.
For more information, please visit: http://www.carestream.com/vna
I. What can be expected with Meaningful Use
II. Two possible workflows for compliance
III. Three components of Meaningful Use data
IV. What does Meaningful Use mean for radiology?
V. How CARESTREAM RIS can help
VI. Meaningful Use compliance with RIS
Additional Meaningful Use resources:
A. Meaningful Use Podcast Series
i. Keith Dreyer, DO, Ph.D, Massachusetts General Hospital
ii. Steven Fischer, CIO, Center for Diagnostic Imaging
B. Webinar
i. Keith Dreyer, DO, Ph.D, Massachusetts General Hospital
ii. Marjorie Calvetti, Administrative Director, Radiology, Memorial Medical Center
C. Whitepaper: Customizable CARESTREAM RIS Enables US Facilities to Meet Meaningful Use Requirements
For more about Carestream RIS, visit http://www.carestream.com/ris
This document provides a 12-point checklist to guide planning and vendor selection for a vendor neutral archive (VNA). The checklist includes questions about which departments will store data, workflow considerations, local or cloud deployment options, disaster recovery plans, support for standards, indexing of patient data, support for sharing protocols, document lifecycle management, connections to external registries, universal viewer options, access management and security, and potential replacement of a PACS system.
Cloud eHealth in Medical Imaging & RadiologyCarestream
The document discusses how cloud-based infrastructure can support various healthcare workflows. It provides two case studies:
1) Maasstad Hospital in the Netherlands used the cloud to archive radiology images and consolidate clinical data to avoid managing storage itself.
2) Imadis, a French teleradiology company, used the cloud to enable a dedicated reading workflow and ensure performance, security, and 24/7 support for emergency readings.
The cloud infrastructure allows customization of workflows while outsourcing complexity to cloud providers and avoiding large capital investments. This flexible model is positioned to support diverse healthcare needs going forward.
Achieving Medical Imaging Interoperability with PACS and RIS IntegrationsChetu
Medical images can be difficult to access, though the adoption of technology solutions, industry standards, and APIs, however, are improving imaging interoperability.
https://www.slideshare.net/chetuInc/why-dicom-matters-for-your-ehr-and-medical-imaging-apps
Imaging in the Cloud: A New Era for RadiologyCarestream
A look at how cloud computing is helping the medical imaging industry. The cloud is changing old mindsets, and allowing technologies, such as a vendor-neutral archive (VNA), to make health facilities more efficient and provide higher quality care.
Prioritizing Access in Your VNA StrategyCarestream
The document discusses how implementing a vendor neutral archive (VNA) can help address the growing issue of medical data storage by consolidating data from different sources and improving access to images and patient records. It emphasizes that a key benefit of a VNA is enabling improved access to patient imaging data for clinicians, referring physicians, and patients themselves. Ensuring imaging data is easily accessible can improve care coordination and patient engagement in line with goals of healthcare reform.
This document discusses a new medical imaging system called CMI that aims to simplify storage, viewing, and exchange of radiology images. It notes disadvantages of traditional PACS systems like being distributed, non-secure, requiring compression/decompression, and being expensive. CMI claims to centralize images in a secure location and deliver uncompressed true images anywhere in real-time. It also turns any device into a workstation, has strong security features, and offers pay-per-study pricing that is more affordable than competitors like GE and Phillips.
A Real-World Solution for Patient-Centric WorkflowCarestream
Vendor Neutral Archives can reduce costs and demands upon system administration while resolving enterprise clinical workflow challenges.
For more information, please visit: http://www.carestream.com/vna
I. What can be expected with Meaningful Use
II. Two possible workflows for compliance
III. Three components of Meaningful Use data
IV. What does Meaningful Use mean for radiology?
V. How CARESTREAM RIS can help
VI. Meaningful Use compliance with RIS
Additional Meaningful Use resources:
A. Meaningful Use Podcast Series
i. Keith Dreyer, DO, Ph.D, Massachusetts General Hospital
ii. Steven Fischer, CIO, Center for Diagnostic Imaging
B. Webinar
i. Keith Dreyer, DO, Ph.D, Massachusetts General Hospital
ii. Marjorie Calvetti, Administrative Director, Radiology, Memorial Medical Center
C. Whitepaper: Customizable CARESTREAM RIS Enables US Facilities to Meet Meaningful Use Requirements
For more about Carestream RIS, visit http://www.carestream.com/ris
The document discusses the challenges healthcare providers face in managing the large amount of medical imaging data being generated. There has been exponential growth in medical imaging data due to factors like an aging population, improved technology, defensive medicine practices, and data retention requirements. This massive amount of data strains healthcare organizations' storage capabilities and makes accessing and sharing images between providers difficult. The document introduces cloud services as a potential solution that could help hospitals better manage resources and provide improved access and sharing of medical images.
The document discusses the requirements and considerations for using a vendor neutral archive (VNA) system. A VNA can consolidate medical imaging data from different sources and departments, act as a long-term archive and data sharing platform, and integrate with other systems like PACS and EMRs. Key requirements for a VNA include strong interface quality, scalability, resiliency, data integrity, security controls, flexible data access policies, capabilities to index and share records across organizations, and support for the full lifecycle of patient data and images.
Why DICOM Matters for Your EHR and Medical Imaging AppsChetu
DICOM is the international standard ensuring interoperability in medical imaging and related workflows. Having access to complete health data is critical as the industry shifts to value-based care.
https://www.chetu.com/healthcare/dicom-pacs.php
The document discusses vendor neutral archives (VNAs) and their role in healthcare. It begins by defining an oxymoron and what makes a VNA potentially oxymoronic. It then discusses healthcare trends driving needs for consolidated, cross-site data sharing and reviews definitions of a VNA. The document outlines typical requirements and challenges for an ideal VNA. It also discusses practical VNA implementations and how standards like DICOM, HL7, and IHE profiles can enable data sharing. Finally, it argues that a PACS vendor can provide a truly vendor neutral solution through Carestream's Vue Archive platform.
Mater Health Services Deploys Vendor Neutral ArchiveCarestream
Mater Health Services, a major hospital in Queensland, Australia, deployed Carestream's Vue vendor neutral archiving (VNA) system to store and view clinical data from all modalities in one centralized location. The VNA consolidated disparate imaging systems and improved clinician workflow by allowing access to images from any location. It also supported Mater's strategic goal of providing holistic care both within its hospitals and to outside communities. By implementing the VNA, Mater gained accessibility to all image types for clinical decision making and reduced costs compared to maintaining separate archiving systems.
White paper: Functional Requirements for Enterprise Clinical Data Management:...Carestream
As healthcare organizations plan for the future growth and integration of clinical
data into their IT ecosystems, it’s crucial to clearly define the functional requirements spanning the needs of users across the enterprise. This white paper provides an overview of the key functional requirements. To learn more visit carestream.com/clinical-collaboration
Clinical Data Collaboration Across the EnterpriseCarestream
In addition to the CARESTREAM Vue PACS installed in 2003, the hospital has implemented full electronic ADT and paperless Ancillaries, EMR Adoption, full electronic medication CPOE and a Structured and Document Clinical Repository (connected to regional EHR).
Despite the completeness of this IT infrastructure, the hospital was still searching for an optimal solution for an integrated clinical image repository and distribution system.
Vendor Neutral Archives can reduce costs and demands upon system administration while enhancing patient care.
For more information, please visit us at:http://www.carestream.com/vue-vendor-neutral-archiving.html
Utilizing Interoperability Standards to Exchange and Protect Healthcare DataChetu
There are three levels of healthcare interoperability - foundational, structural, and semantic. Foundational interoperability allows systems to simply exchange data, while structural interoperability ensures the receiving system can interpret the data fields. Semantic interoperability, the highest level, allows systems to exchange, interpret, and actively use the information. Several use cases are provided to demonstrate how interconnected health systems through standards like SNOMED-CT, LOINC, C-CDA, Direct Secure Messaging, and FHIR can improve care activities such as referrals, reporting, querying medical histories, and readmissions tracking.
Learn more about Hitachi Content Platform Anywhere by visiting http://www.hds.com/products/file-and-content/hitachi-content-platform-anywhere.html
and more information on the Hitachi Content Platform is at http://www.hds.com/products/file-and-content/content-platform
Sentara Healthcare implemented Mach7 Enterprise Imaging Platform to centralize their growing medical image storage across their healthcare system and reduce costs. They consolidated image storage from 8 PACS systems into a single archive to improve access across facilities, simplify management, and control rising storage costs. The centralized archive allows clinicians to access all of a patient's DICOM and non-DICOM images from their electronic medical record. Mach7's solution provides a standards-based approach to image management that supports Sentara's enterprise imaging strategy.
Improve Patient Care and Reduce IT Costs with Vendor Neutral Archiving and Cl...EMC
This white paper discusses how vendor neutral archiving (VNA) combined with cloud storage on the EMC Atmos platform can help healthcare organizations improve patient care and reduce IT costs. By breaking down PACS silos and providing secure access to medical images from any device, VNA and cloud storage reduce storage and archive costs while enabling images to be accessed at the point of care. A case study is presented of how one healthcare network leveraged this approach to improve medical imaging workflows.
Cloud computing is important for healthcare as it allows convenient on-demand access to medical resources like records, images, and documents from anywhere through internet connectivity. This reduces costs while improving collaboration between healthcare providers. iCLOUD WebPACS demonstrates this by providing a comprehensive web-based system for medical image storage, sharing, and reporting across multiple facilities through its cloud-based platform. This enables improved patient care through remote access and global sharing of medical data.
HospitalSoftwareShop PACS | A Powerful, Web-based, Cost-Effective PACS</ti...hospitalsoftwareshop
HospitalSoftwareShop PACS is a fully web-based image management solution, vital to the improvement and cost effectiveness of Radiology workflow. HSS PACS is integrated with RIS. Contact us for a demo."/>
Harnessing and securing cloud in patient health monitoringAshok Rangaswamy
Presented in International conference on Computer communications and Informatics (January 9-11, 2012) and got the paper indexed in IEEE Xplore.(link: http://ieeexplore.ieee.org/xpl/articleDetails.jsp?tp=&arnumber=6158924&contentType=Conference+Publications&queryText%3DOpenCloudCare)
Integrating CDS content into EHR systems has historically been an onerous manual task, but standards-based knowledge artifact specifications are helping
Community Health Network Delivers Unprecedented Availability for Critical Hea...DataCore Software
The use of DataCore Software-Defined Storage resulted in providing CHN with a highly available infrastructure, improved application processing, and the total elimination of storage related downtime. Considering that CHN is using the SANsymphony software to virtualize and manage over 450TBs of data, with an environment supporting 14,000+ users, the seamless availability of all that data is certainly impressive.
Hanover Attains ‘Always on, Always up’ AvailabilityDataCore Software
Hanover Hospital has attained continuous uptime with DataCore SANsymphony-V deployed in a synchronous mirror configuration that ensures data redundancy. What’s
more, high-availability storage at Hanover has significantly reduced the time it takes to provision storage and systems. Bottom-line: Hanover Hospital has realized true
continuous availability to its critical data with DataCore. The hospital has also drastically reduced the time spent on routine storage tasks and has reduced storage costs – all
while increasing capacity utilization and increasing the performance of its applications.
Proteins are made of amino acids and their structure and function are determined by their sequence and folding. There are four levels of protein structure: primary, secondary, tertiary, and quaternary. Enzymes are proteins that catalyze biochemical reactions and examples include hydrolases and lactase. The structure and function of enzymes can be affected by factors like temperature, pH, and inhibitors. An enzyme lab extracts the enzyme tyrosinase from mushrooms to test its reaction rate under normal and altered conditions and compare results.
This document provides a brief overview of the history and development of PowerShell across different versions of Windows, including PowerShell V1, V2, and V3. It also mentions new features in Windows 8 Server and previews demonstrations of PowerShell capabilities.
The document discusses the challenges healthcare providers face in managing the large amount of medical imaging data being generated. There has been exponential growth in medical imaging data due to factors like an aging population, improved technology, defensive medicine practices, and data retention requirements. This massive amount of data strains healthcare organizations' storage capabilities and makes accessing and sharing images between providers difficult. The document introduces cloud services as a potential solution that could help hospitals better manage resources and provide improved access and sharing of medical images.
The document discusses the requirements and considerations for using a vendor neutral archive (VNA) system. A VNA can consolidate medical imaging data from different sources and departments, act as a long-term archive and data sharing platform, and integrate with other systems like PACS and EMRs. Key requirements for a VNA include strong interface quality, scalability, resiliency, data integrity, security controls, flexible data access policies, capabilities to index and share records across organizations, and support for the full lifecycle of patient data and images.
Why DICOM Matters for Your EHR and Medical Imaging AppsChetu
DICOM is the international standard ensuring interoperability in medical imaging and related workflows. Having access to complete health data is critical as the industry shifts to value-based care.
https://www.chetu.com/healthcare/dicom-pacs.php
The document discusses vendor neutral archives (VNAs) and their role in healthcare. It begins by defining an oxymoron and what makes a VNA potentially oxymoronic. It then discusses healthcare trends driving needs for consolidated, cross-site data sharing and reviews definitions of a VNA. The document outlines typical requirements and challenges for an ideal VNA. It also discusses practical VNA implementations and how standards like DICOM, HL7, and IHE profiles can enable data sharing. Finally, it argues that a PACS vendor can provide a truly vendor neutral solution through Carestream's Vue Archive platform.
Mater Health Services Deploys Vendor Neutral ArchiveCarestream
Mater Health Services, a major hospital in Queensland, Australia, deployed Carestream's Vue vendor neutral archiving (VNA) system to store and view clinical data from all modalities in one centralized location. The VNA consolidated disparate imaging systems and improved clinician workflow by allowing access to images from any location. It also supported Mater's strategic goal of providing holistic care both within its hospitals and to outside communities. By implementing the VNA, Mater gained accessibility to all image types for clinical decision making and reduced costs compared to maintaining separate archiving systems.
White paper: Functional Requirements for Enterprise Clinical Data Management:...Carestream
As healthcare organizations plan for the future growth and integration of clinical
data into their IT ecosystems, it’s crucial to clearly define the functional requirements spanning the needs of users across the enterprise. This white paper provides an overview of the key functional requirements. To learn more visit carestream.com/clinical-collaboration
Clinical Data Collaboration Across the EnterpriseCarestream
In addition to the CARESTREAM Vue PACS installed in 2003, the hospital has implemented full electronic ADT and paperless Ancillaries, EMR Adoption, full electronic medication CPOE and a Structured and Document Clinical Repository (connected to regional EHR).
Despite the completeness of this IT infrastructure, the hospital was still searching for an optimal solution for an integrated clinical image repository and distribution system.
Vendor Neutral Archives can reduce costs and demands upon system administration while enhancing patient care.
For more information, please visit us at:http://www.carestream.com/vue-vendor-neutral-archiving.html
Utilizing Interoperability Standards to Exchange and Protect Healthcare DataChetu
There are three levels of healthcare interoperability - foundational, structural, and semantic. Foundational interoperability allows systems to simply exchange data, while structural interoperability ensures the receiving system can interpret the data fields. Semantic interoperability, the highest level, allows systems to exchange, interpret, and actively use the information. Several use cases are provided to demonstrate how interconnected health systems through standards like SNOMED-CT, LOINC, C-CDA, Direct Secure Messaging, and FHIR can improve care activities such as referrals, reporting, querying medical histories, and readmissions tracking.
Learn more about Hitachi Content Platform Anywhere by visiting http://www.hds.com/products/file-and-content/hitachi-content-platform-anywhere.html
and more information on the Hitachi Content Platform is at http://www.hds.com/products/file-and-content/content-platform
Sentara Healthcare implemented Mach7 Enterprise Imaging Platform to centralize their growing medical image storage across their healthcare system and reduce costs. They consolidated image storage from 8 PACS systems into a single archive to improve access across facilities, simplify management, and control rising storage costs. The centralized archive allows clinicians to access all of a patient's DICOM and non-DICOM images from their electronic medical record. Mach7's solution provides a standards-based approach to image management that supports Sentara's enterprise imaging strategy.
Improve Patient Care and Reduce IT Costs with Vendor Neutral Archiving and Cl...EMC
This white paper discusses how vendor neutral archiving (VNA) combined with cloud storage on the EMC Atmos platform can help healthcare organizations improve patient care and reduce IT costs. By breaking down PACS silos and providing secure access to medical images from any device, VNA and cloud storage reduce storage and archive costs while enabling images to be accessed at the point of care. A case study is presented of how one healthcare network leveraged this approach to improve medical imaging workflows.
Cloud computing is important for healthcare as it allows convenient on-demand access to medical resources like records, images, and documents from anywhere through internet connectivity. This reduces costs while improving collaboration between healthcare providers. iCLOUD WebPACS demonstrates this by providing a comprehensive web-based system for medical image storage, sharing, and reporting across multiple facilities through its cloud-based platform. This enables improved patient care through remote access and global sharing of medical data.
HospitalSoftwareShop PACS | A Powerful, Web-based, Cost-Effective PACS</ti...hospitalsoftwareshop
HospitalSoftwareShop PACS is a fully web-based image management solution, vital to the improvement and cost effectiveness of Radiology workflow. HSS PACS is integrated with RIS. Contact us for a demo."/>
Harnessing and securing cloud in patient health monitoringAshok Rangaswamy
Presented in International conference on Computer communications and Informatics (January 9-11, 2012) and got the paper indexed in IEEE Xplore.(link: http://ieeexplore.ieee.org/xpl/articleDetails.jsp?tp=&arnumber=6158924&contentType=Conference+Publications&queryText%3DOpenCloudCare)
Integrating CDS content into EHR systems has historically been an onerous manual task, but standards-based knowledge artifact specifications are helping
Community Health Network Delivers Unprecedented Availability for Critical Hea...DataCore Software
The use of DataCore Software-Defined Storage resulted in providing CHN with a highly available infrastructure, improved application processing, and the total elimination of storage related downtime. Considering that CHN is using the SANsymphony software to virtualize and manage over 450TBs of data, with an environment supporting 14,000+ users, the seamless availability of all that data is certainly impressive.
Hanover Attains ‘Always on, Always up’ AvailabilityDataCore Software
Hanover Hospital has attained continuous uptime with DataCore SANsymphony-V deployed in a synchronous mirror configuration that ensures data redundancy. What’s
more, high-availability storage at Hanover has significantly reduced the time it takes to provision storage and systems. Bottom-line: Hanover Hospital has realized true
continuous availability to its critical data with DataCore. The hospital has also drastically reduced the time spent on routine storage tasks and has reduced storage costs – all
while increasing capacity utilization and increasing the performance of its applications.
Proteins are made of amino acids and their structure and function are determined by their sequence and folding. There are four levels of protein structure: primary, secondary, tertiary, and quaternary. Enzymes are proteins that catalyze biochemical reactions and examples include hydrolases and lactase. The structure and function of enzymes can be affected by factors like temperature, pH, and inhibitors. An enzyme lab extracts the enzyme tyrosinase from mushrooms to test its reaction rate under normal and altered conditions and compare results.
This document provides a brief overview of the history and development of PowerShell across different versions of Windows, including PowerShell V1, V2, and V3. It also mentions new features in Windows 8 Server and previews demonstrations of PowerShell capabilities.
The document provides information about unemployment and GDP. It begins with calculations of GDP per capita for Travistan and a comparison to Mexico's GDP per capita. It then discusses why unemployment is a problem and its effects on GDP. Specifically, it states that unemployment leads to lower consumer spending, investments, exports and government spending due to lower tax revenues. This causes GDP to fall. The document also defines key economic terms like labor force and unemployment rate. It provides examples of unemployment rates for the US and Arizona. Finally, it includes questions about GDP calculations and recessions.
OpenStack Swift Object Storage on EMC Isilon Scale-Out NASEMC
This white paper discusses the EMC Isilon scale-out storage platform that provides object storage by exposing the OpenStack Object Storage API as a set of Representational State Transfer (REST) web services over HTTP.
Motivated employees can fall short of performance goals for several reasons:
1. Goals may not be clearly defined or employees lack the proper tools and resources to achieve them.
2. Employees are not given sufficient guidance, recognition, or development opportunities by supervisors.
3. There is a lack of effective leadership, appreciation, or proper resources and support systems within the organization.
4. Personal or family issues can distract employees from focusing on work goals.
Gambia gained independence from the UK in 1965 and formed a brief federation with Senegal between 1982-1989. Yahya Jammeh led a coup in 1994 that overthrew the president and banned political activity. A new constitution and elections in 1996 and 1997 completed a return to civilian rule, and Jammeh has been elected president in subsequent elections. The climate is tropical with hot rainy seasons from June to November and cooler dry seasons from November to May, but it only rains a few times per year affecting crops. The population is over 1.7 million, with Islam the majority religion at 90% and English one of the official languages along with Mandinka and others.
The document provides information on the economy of Zimbabwe and advice for the President of Zimbabwe to improve the economic situation. It notes that Zimbabwe has a population of 13 million and a GDP of $10 billion, giving it a GDP per capita of just $700. Unemployment is at 66%. The advice discusses issues such as high food prices due to price controls, shortages from import bans and land redistribution policies, and lack of money in circulation driving inflation from money printing. Recommendations are made to address unemployment, access to farmland, competition from imports, and increasing the money supply.
Pivotal CF is a platform as a service solution that allows for rapid application development and scalable deployment. Vblock systems are pre-integrated converged infrastructures from VCE. This document evaluates deploying Pivotal CF on Vblock systems and finds benefits in speed, agility, and predictability through standardized, validated infrastructure and PaaS capabilities that enable automated scaling and updates with high availability. Key components of the solution include Pivotal CF for application services, Vblock systems for flexible, scalable compute and storage, and tools for infrastructure monitoring and provisioning that integrate the two platforms.
This document provides information about different types of economic systems, focusing on command economies. It discusses how command economies are centrally planned by the government and do not allow for private property or profit motive. Command economies aim to produce needs rather than wants and achieve economic equality. The document uses the former Soviet Union and modern countries like Cuba and North Korea as examples. It contrasts command economies with mixed economies and market-based economies, noting that most command economies fail in the long run due to inefficiencies.
This document provides 20 examples of how social media research can be used in 20 minutes or less to gain insights. Some examples include measuring brand sentiment over time, comparing brands to category norms, evaluating net promoter scores, tracking new product introductions, and identifying common topics of discussion. The document emphasizes that social media research can provide quick, ongoing insights into brands, products, issues, and competitors.
Este documento contiene la agenda telefónica de 35 contactos con sus respectivos nombres, números de identificación, números telefónicos, ciudades y tipo de contacto (familiar, personal o profesional).
A little boy asks his mother why she cries. She says it's because she is a woman. Later he asks his father who says all women cry for no reason. As an adult he asks God, who explains that women were given strength, sensitivity and tears so they could bear the weight of the world and care for their families despite difficulties. God says a woman's beauty comes from her eyes and heart, which are often seen through her tears.
This white paper examines the need for strong authentication and explores the return on investment that can be realized in order to help organizations move toward more effective security.
Finland is the seventh largest country in Europe, with over 60,000 lakes within its borders. It is 10% water, 69% forest, and 8% cultivated land. Winter is the longest season due to Finland's northern location. The national language is Finnish, and Finns are genetically distinct from other Europeans. Finnish Christmas traditions include Christmas trees and gift giving on Christmas Eve. On Easter, children dress as witches and go door-to-door exchanging branches for sweets, similar to Halloween. Finland celebrates its independence day on December 6th.
This document contains an assignment on military service and war that includes multiple choice questions and short answer questions about various historical topics including the American Revolution, War of 1812, Texas Revolution, and Mexican-American War. Students are asked to consider whether they would have joined the military after 9/11, compare figures from the American Revolution, discuss battles and territory disputes, and debate the morality of US actions and interventions in other countries.
This white paper discusses how organizations can proactively manage operational risk in order to explore opportunities and free up resources to focus on long-term, strategic objectives.
The document repeats the date "Wednesday, June 20, 12" 20 times without providing any other context or information. It does not have a clear topic, narrative, or point being made across the 20 identical lines.
El documento resume los principales aspectos del Código de la Infancia y la Adolescencia de Colombia, incluyendo los derechos de los niños, las instituciones responsables de garantizarlos y los procedimientos cuando se vulneran. Explica el Sistema de Responsabilidad Penal para Adolescentes, las sanciones aplicables a los menores de edad que cometen delitos y los derechos que tienen durante el proceso y ejecución de las medidas.
The document discusses vendor neutral archives (VNA) in PACS. A VNA decouples the PACS and workstations at the archival layer by receiving, integrating, and transmitting data using different DICOM formats. This allows healthcare facilities to change PACS vendors without difficulty migrating patient imaging data. When implementing a VNA, legacy data from the old PACS must be migrated. There are different techniques for migration, including simple DICOM migration, prefetch-based DICOM migration, and non-DICOM migration. VNAs help address issues around archiving such as switching vendors and integrating data between departments by storing information in open, standardized formats.
This document outlines a three-phase "Walk-Run-Fly" strategy for implementing a vendor neutral archive (VNA) with minimal disruption to clinical users. The phases are: 1) Walk - install the VNA and redirect new data while training administrators; 2) Run - execute migration plans and connect other data sources; 3) Fly - fully integrate all content in one common view under a single platform. Following this gradual process allows healthcare organizations to harness the full benefits of a VNA without interrupting clinical workflows.
The document discusses how the DataCore SANsymphony-V storage hypervisor can help virtualize business-critical applications without performance issues by managing resources across storage systems. It provides adaptive caching, auto-tiering of storage pools from different disk assets, and synchronous mirroring between fault domains. This allows applications to perform predictably even when virtualized, improves throughput by up to 5 times, and provides 99.999% availability. The storage hypervisor is a better solution than expensive hardware modifications to deal with virtualization issues, and provides benefits like preventing downtime and simplifying management of distributed infrastructure.
Esg solution showcase considerations for protecting converged systems and ...Fernando Alves
Jason Buffington, Sr. Analyst Enterprise Strategy Group, examines the considerations for protecting converged/hyperconverged infrastructures and shares what Veritas is doing about it.
PACS provides a complete solution for radiology departments and other specialties like cardiology and ophthalmology by allowing access to images across the entire healthcare system from any web-based device. It offers faster diagnosis and treatment through integrated RIS/PACS workflows and specialized viewing for tasks like PET/CT scans. PACS also supports multi-site environments through standards compliance and can be customized to meet the specific needs of teleradiology or institution-wide image management.
This document provides a blueprint for a fault tolerant NAS configuration using Symantec File Store with VMware and NEC hardware. It discusses the growth of unstructured data and need for scalable, reliable storage. The configuration outlined uses Symantec File Store software running on VMware virtual machines to manage file systems stored on NEC servers and storage arrays. NetBackup is used to backup the file systems to a separate backup site for disaster recovery purposes. The blueprint defines the typical hardware and software components, use cases, and operational procedures for this file storage system architecture.
This document describes an innovative unified video surveillance system (Unified VSS) developed by Networking For Future (NFF) to address challenges with analyzing and storing video data from multiple disconnected legacy surveillance systems. The Unified VSS uses a "Red Zone" to capture video streams from different systems and a "Green Zone" with video management and analytics software to analyze and view the stored video. This platform provides a centralized storage solution with greater retention capabilities and analytics compared to existing systems, allowing organizations to consolidate video from multiple sources.
This white paper introduces EMC Fully Automated Storage Tiering for Virtual Pools (FAST VP) technology and describes its features and implementation. Details on how to use the product in Unisphere are discussed, and usage guidance and major customer benefits are also included.
New Features in PSP2 for SANsymphony™-V10 Software-defined Storage Platform and DataCore™ Virtual SAN. New enhancements include OpenStack support, deduplication and compression, veeam backup integration and random write accelerator.
Removing Storage Related Barriers to Server and Desktop VirtualizationDataCore Software
An IDC Viewpoint Paper: Virtualization is among the technologies that have become increasingly attractive in the current economic climate. Organizations are implementing virtualization solutions to obtain the following benefits: Focus on efficiency and cost reduction, Simplify management and maintenance, and Improve availability and disaster recovery.
Continuous Integration and Continuous Deployment Pipeline with Apprenda on ON...Shrivatsa Upadhye
The document discusses integrating Apprenda PaaS with NetApp storage to enable continuous integration and continuous deployment workflows. Apprenda provides a platform for CI/CD pipelines, while NetApp provides the underlying storage. Integrating Jenkins with Apprenda and NetApp improves developer productivity by reducing build times and optimizing storage usage through features like snapshots. The integration allows applications to move faster through testing phases and onto production deployment.
This document provides a sector roadmap for cloud analytic databases in 2017. It discusses key topics such as usage scenarios, disruption vectors, and an analysis of companies in the sector. Some main points:
- Cloud databases can now be considered the default option for most selections in 2017 due to economics and functionality.
- Several newer cloud-native offerings have been able to leapfrog more established databases through tight integration of cloud features like elasticity and separation of compute and storage.
- While traditional database functionality is still required, cloud dynamics are causing needs for capabilities like robust SQL support, diverse data support, and dynamic environment adaptation.
- Vendor solutions are evaluated on disruption vectors including SQL support, optimization, elasticity, environment
Consolidating and Standardizing Enterprise ImagingDiane Hunt, MBA
A healthcare marketing campaign called "Not What You Think", to drive hospital consolidation and standardization with Canon products. Developed by Diane Hunt, MBA and the Canon Team.
This program will cover the “Transition from a local PACS to an advanced Enterprise Imaging system, as well as address emerging trends such as Artificial Intelligence (AI), FHIR and Blockchain based applications” and also the integration with EMR.
Day 1- Using Imaging Technology to Lower Costs and Improve Physician Satisfaction
Day 2- Changing the Medical Imaging Landscape: From Volume to Value Based Care
Day 3- Next Generation Image & Data Management Technology
Contact to Mr. Syed at Training@acsmb.com
HospitalSoftwareShop PACS | A Powerful, Web-based, Cost-Effective PACShospitalsoftwareshop
HospitalSoftwareShop PACS is a fully web-based image management solution, vital to the improvement and cost effectiveness of Radiology workflow. HSS PACS is integrated with RIS. Contact us for a demo.
Evaluator Group: NEC UNIVERGE BLUE BACKUP & RECOVER Product BriefInteractiveNEC
NEC UNIVERGE BLUE is a suite of cloud-delivered managed services, ranging from Unified Communications such a voice, video conferencing and messaging to Data Services such as contact center, and Backup and Disaster Recovery services. From a data protection standpoint, NEC UNIVERGE BLUE offers backup and recovery-as-a-service (UNIVERGE BLUE BACKUP) and disaster recovery-as-a-service (UNIVERGE BLUE RECOVER).
Continuum Health Partners is a nonprofit hospital system in New York City comprising five hospitals that faced challenges providing multi-site data access and failover. They implemented DataCore software to create metro clusters storing data across two sites 10-20 miles apart to ensure continuous data availability even during outages. DataCore software synchronously mirrors critical medical imaging data between hospitals and Continuum's data center, allowing either site to failover seamlessly. This has provided unprecedented high availability and eliminated downtime, improving patient care.
IDC Whitepaper: Achieving the full Business Value of VirtualizationDataCore Software
Are you struggling with how to choose the right storage virtualization solution, or just looking to achieve a scalable software-based storage virtualization solution that fits your budget? Consolidate storage and server assets
Increase the number of virtualized servers running on individual physical servers while doubling storage utilization rates for installed storage
Leverage lower-cost/higher-capacity storage tiers that can significantly cut the cost of acquiring new storage assets
Improve application and information availability while shrinking backup times
Significantly reduce the cost to meet the performance and business continuity objectives of virtualized IT organizations
Similar to Whitepaper : The Bridge From PACS to VNA: Scale Out Storage (20)
INDUSTRY-LEADING TECHNOLOGY FOR LONG TERM RETENTION OF BACKUPS IN THE CLOUDEMC
CloudBoost is a cloud-enabling solution from EMC
Facilitates secure, automatic, efficient data transfer to private and public clouds for Long-Term Retention (LTR) of backups. Seamlessly extends existing data protection solutions to elastic, resilient, scale-out cloud storage
Transforming Desktop Virtualization with Citrix XenDesktop and EMC XtremIOEMC
With EMC XtremIO all-flash array, improve
1) your competitive agility with real-time analytics & development
2) your infrastructure agility with elastic provisioning for performance & capacity
3) your TCO with 50% lower capex and opex and double the storage lifecycle.
• Citrix & EMC XtremIO: Better Together
• XtremIO Design Fundamentals for VDI
• Citrix XenDesktop & XtremIO
-- Image Management & Storage
-- Demonstrations
-- XtremIO XenDesktop Integration
EMC XtremIO and Citrix XenDesktop provide an optimized virtual desktop infrastructure solution. XtremIO's all-flash storage delivers high performance, scalability, and predictable low latency required for large VDI deployments. Its agile copy services and data reduction features help reduce storage costs. Joint demonstrations showed XtremIO supporting thousands of desktops with sub-millisecond response times during boot storms and login storms. A unique plug-in streamlines the automated deployment and management of large XenDesktop environments using XtremIO's advanced capabilities.
EMC FORUM RESEARCH GLOBAL RESULTS - 10,451 RESPONSES ACROSS 33 COUNTRIES EMC
Explore findings from the EMC Forum IT Study and learn how cloud computing, social, mobile, and big data megatrends are shaping IT as a business driver globally.
Reference architecture with MIRANTIS OPENSTACK PLATFORM.The changes that are going on in IT with disruptions from technology, business and culture and so IT to solve the issues has to change from moving from traditional models to broker provider model.
This document summarizes a presentation about scale-out converged solutions for analytics. The presentation covers the history of analytic infrastructure, why scale-out converged solutions are beneficial, an analytic workflow enabled by EMC Isilon storage and Hadoop, test results showing performance benefits, customer use cases, and next steps. It includes an agenda, diagrams demonstrating analytic workflows, performance comparisons, and descriptions of enterprise features provided by using EMC Isilon with Hadoop.
The document discusses identity and access management challenges for retailers. It outlines security concerns retailers face, including the need to protect customer data and payment card information from cyber criminals. It then describes specific identity challenges retailers deal with related to compliance, access governance, and managing identity lifecycles. The document proposes using RSA Identity Management and Governance solutions to help retailers with access reviews, governing access through policies, and keeping compliant with regulations. Use cases are provided showing how IMG can help with challenges like point of sale monitoring, unowned accounts, seasonal workers, and operational issues.
Container-based technology has experienced a recent revival and is becoming adopted at an explosive rate. For those that are new to the conversation, containers offer a way to virtualize an operating system. This virtualization isolates processes, providing limited visibility and resource utilization to each, such that the processes appear to be running on separate machines. In short, allowing more applications to run on a single machine. Here is a brief timeline of key moments in container history.
This white paper provides an overview of EMC's data protection solutions for the data lake - an active repository to manage varied and complex Big Data workloads
This infographic highlights key stats and messages from the analyst report from J.Gold Associates that addresses the growing economic impact of mobile cybercrime and fraud.
Virtualization does not have to be expensive, cause downtime, or require specialized skills. In fact, virtualization can reduce hardware and energy costs by up to 50% and 80% respectively, accelerate provisioning time from weeks to hours, and improve average uptime and business response times. With proper training and resources, virtualization can be easier to manage than physical environments and save over $3,000 per year for each virtualized server workload through server consolidation.
An Intelligence Driven GRC model provides organizations with comprehensive visibility and context across their digital assets, processes, and relationships. It enables prioritization of risks based on their potential business impact and streamlines remediation. By collecting and analyzing data in real time, an Intelligence Driven GRC strategy reveals insights into critical risks and compliance issues and facilitates coordinated responses across security, risk management, and compliance functions.
The Trust Paradox: Access Management and Trust in an Insecure AgeEMC
This white paper discusses the results of a CIO UK survey on a“Trust Paradox,” defined as employees and business partners being both the weakest link in an organization’s security as well as trusted agents in achieving the company’s goals.
Emory's 2015 Technology Day conference brought together faculty, staff and students to discuss innovative uses of technology in teaching and research. Attendees learned about new tools and platforms through hands-on workshops and presentations by Emory experts. The conference highlighted how technology is enhancing collaboration and creativity across Emory's campus.
Data Science and Big Data Analytics Book from EMC Education ServicesEMC
This document provides information about data science and big data analytics. It discusses discovering, analyzing, visualizing and presenting data as key activities for data scientists. It also provides a website for further information on a book covering the tools and methods used by data scientists.
Using EMC VNX storage with VMware vSphereTechBookEMC
This document provides an overview of using EMC VNX storage with VMware vSphere. It covers topics such as VNX technology and management tools, installing vSphere on VNX, configuring storage access, provisioning storage, cloning virtual machines, backup and recovery options, data replication solutions, data migration, and monitoring. Configuration steps and best practices are also discussed.
How to Interpret Trends in the Kalyan Rajdhani Mix Chart.pdfChart Kalyan
A Mix Chart displays historical data of numbers in a graphical or tabular form. The Kalyan Rajdhani Mix Chart specifically shows the results of a sequence of numbers over different periods.
Driving Business Innovation: Latest Generative AI Advancements & Success StorySafe Software
Are you ready to revolutionize how you handle data? Join us for a webinar where we’ll bring you up to speed with the latest advancements in Generative AI technology and discover how leveraging FME with tools from giants like Google Gemini, Amazon, and Microsoft OpenAI can supercharge your workflow efficiency.
During the hour, we’ll take you through:
Guest Speaker Segment with Hannah Barrington: Dive into the world of dynamic real estate marketing with Hannah, the Marketing Manager at Workspace Group. Hear firsthand how their team generates engaging descriptions for thousands of office units by integrating diverse data sources—from PDF floorplans to web pages—using FME transformers, like OpenAIVisionConnector and AnthropicVisionConnector. This use case will show you how GenAI can streamline content creation for marketing across the board.
Ollama Use Case: Learn how Scenario Specialist Dmitri Bagh has utilized Ollama within FME to input data, create custom models, and enhance security protocols. This segment will include demos to illustrate the full capabilities of FME in AI-driven processes.
Custom AI Models: Discover how to leverage FME to build personalized AI models using your data. Whether it’s populating a model with local data for added security or integrating public AI tools, find out how FME facilitates a versatile and secure approach to AI.
We’ll wrap up with a live Q&A session where you can engage with our experts on your specific use cases, and learn more about optimizing your data workflows with AI.
This webinar is ideal for professionals seeking to harness the power of AI within their data management systems while ensuring high levels of customization and security. Whether you're a novice or an expert, gain actionable insights and strategies to elevate your data processes. Join us to see how FME and AI can revolutionize how you work with data!
HCL Notes and Domino License Cost Reduction in the World of DLAUpanagenda
Webinar Recording: https://www.panagenda.com/webinars/hcl-notes-and-domino-license-cost-reduction-in-the-world-of-dlau/
The introduction of DLAU and the CCB & CCX licensing model caused quite a stir in the HCL community. As a Notes and Domino customer, you may have faced challenges with unexpected user counts and license costs. You probably have questions on how this new licensing approach works and how to benefit from it. Most importantly, you likely have budget constraints and want to save money where possible. Don’t worry, we can help with all of this!
We’ll show you how to fix common misconfigurations that cause higher-than-expected user counts, and how to identify accounts which you can deactivate to save money. There are also frequent patterns that can cause unnecessary cost, like using a person document instead of a mail-in for shared mailboxes. We’ll provide examples and solutions for those as well. And naturally we’ll explain the new licensing model.
Join HCL Ambassador Marc Thomas in this webinar with a special guest appearance from Franz Walder. It will give you the tools and know-how to stay on top of what is going on with Domino licensing. You will be able lower your cost through an optimized configuration and keep it low going forward.
These topics will be covered
- Reducing license cost by finding and fixing misconfigurations and superfluous accounts
- How do CCB and CCX licenses really work?
- Understanding the DLAU tool and how to best utilize it
- Tips for common problem areas, like team mailboxes, functional/test users, etc
- Practical examples and best practices to implement right away
Generating privacy-protected synthetic data using Secludy and MilvusZilliz
During this demo, the founders of Secludy will demonstrate how their system utilizes Milvus to store and manipulate embeddings for generating privacy-protected synthetic data. Their approach not only maintains the confidentiality of the original data but also enhances the utility and scalability of LLMs under privacy constraints. Attendees, including machine learning engineers, data scientists, and data managers, will witness first-hand how Secludy's integration with Milvus empowers organizations to harness the power of LLMs securely and efficiently.
Connector Corner: Seamlessly power UiPath Apps, GenAI with prebuilt connectorsDianaGray10
Join us to learn how UiPath Apps can directly and easily interact with prebuilt connectors via Integration Service--including Salesforce, ServiceNow, Open GenAI, and more.
The best part is you can achieve this without building a custom workflow! Say goodbye to the hassle of using separate automations to call APIs. By seamlessly integrating within App Studio, you can now easily streamline your workflow, while gaining direct access to our Connector Catalog of popular applications.
We’ll discuss and demo the benefits of UiPath Apps and connectors including:
Creating a compelling user experience for any software, without the limitations of APIs.
Accelerating the app creation process, saving time and effort
Enjoying high-performance CRUD (create, read, update, delete) operations, for
seamless data management.
Speakers:
Russell Alfeche, Technology Leader, RPA at qBotic and UiPath MVP
Charlie Greenberg, host
In the realm of cybersecurity, offensive security practices act as a critical shield. By simulating real-world attacks in a controlled environment, these techniques expose vulnerabilities before malicious actors can exploit them. This proactive approach allows manufacturers to identify and fix weaknesses, significantly enhancing system security.
This presentation delves into the development of a system designed to mimic Galileo's Open Service signal using software-defined radio (SDR) technology. We'll begin with a foundational overview of both Global Navigation Satellite Systems (GNSS) and the intricacies of digital signal processing.
The presentation culminates in a live demonstration. We'll showcase the manipulation of Galileo's Open Service pilot signal, simulating an attack on various software and hardware systems. This practical demonstration serves to highlight the potential consequences of unaddressed vulnerabilities, emphasizing the importance of offensive security practices in safeguarding critical infrastructure.
Programming Foundation Models with DSPy - Meetup SlidesZilliz
Prompting language models is hard, while programming language models is easy. In this talk, I will discuss the state-of-the-art framework DSPy for programming foundation models with its powerful optimizers and runtime constraint system.
The Microsoft 365 Migration Tutorial For Beginner.pptxoperationspcvita
This presentation will help you understand the power of Microsoft 365. However, we have mentioned every productivity app included in Office 365. Additionally, we have suggested the migration situation related to Office 365 and how we can help you.
You can also read: https://www.systoolsgroup.com/updates/office-365-tenant-to-tenant-migration-step-by-step-complete-guide/
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/how-axelera-ai-uses-digital-compute-in-memory-to-deliver-fast-and-energy-efficient-computer-vision-a-presentation-from-axelera-ai/
Bram Verhoef, Head of Machine Learning at Axelera AI, presents the “How Axelera AI Uses Digital Compute-in-memory to Deliver Fast and Energy-efficient Computer Vision” tutorial at the May 2024 Embedded Vision Summit.
As artificial intelligence inference transitions from cloud environments to edge locations, computer vision applications achieve heightened responsiveness, reliability and privacy. This migration, however, introduces the challenge of operating within the stringent confines of resource constraints typical at the edge, including small form factors, low energy budgets and diminished memory and computational capacities. Axelera AI addresses these challenges through an innovative approach of performing digital computations within memory itself. This technique facilitates the realization of high-performance, energy-efficient and cost-effective computer vision capabilities at the thin and thick edge, extending the frontier of what is achievable with current technologies.
In this presentation, Verhoef unveils his company’s pioneering chip technology and demonstrates its capacity to deliver exceptional frames-per-second performance across a range of standard computer vision networks typical of applications in security, surveillance and the industrial sector. This shows that advanced computer vision can be accessible and efficient, even at the very edge of our technological ecosystem.
Your One-Stop Shop for Python Success: Top 10 US Python Development Providersakankshawande
Simplify your search for a reliable Python development partner! This list presents the top 10 trusted US providers offering comprehensive Python development services, ensuring your project's success from conception to completion.
Conversational agents, or chatbots, are increasingly used to access all sorts of services using natural language. While open-domain chatbots - like ChatGPT - can converse on any topic, task-oriented chatbots - the focus of this paper - are designed for specific tasks, like booking a flight, obtaining customer support, or setting an appointment. Like any other software, task-oriented chatbots need to be properly tested, usually by defining and executing test scenarios (i.e., sequences of user-chatbot interactions). However, there is currently a lack of methods to quantify the completeness and strength of such test scenarios, which can lead to low-quality tests, and hence to buggy chatbots.
To fill this gap, we propose adapting mutation testing (MuT) for task-oriented chatbots. To this end, we introduce a set of mutation operators that emulate faults in chatbot designs, an architecture that enables MuT on chatbots built using heterogeneous technologies, and a practical realisation as an Eclipse plugin. Moreover, we evaluate the applicability, effectiveness and efficiency of our approach on open-source chatbots, with promising results.
Biomedical Knowledge Graphs for Data Scientists and Bioinformaticians
Whitepaper : The Bridge From PACS to VNA: Scale Out Storage
1. White Paper
THE BRIDGE FROM PACS TO VNA: SCALE-OUT
STORAGE
Abstract: Moving to a vendor-neutral archive (VNA) for image archival, retrieval,
and management requires a phased storage approach due to the capital and
operational expenditures involved. The EMC Isilon scale-out approach provides
a simple, predictable, and manageable path from PACS (Picture Archiving and
Communications System) to VNA.
April 2012
3. Table of contents
Introduction ..........................................................................................................................................4
Phased evolution toward a VNA .............................................................................................................6
The bridge to VNA: scale-out storage ....................................................................................................8
Your partner in this evolution: EMC Isilon........................................................................................... 13
Conclusion ......................................................................................................................................... 14
The Bridge from PACS to VNA: Scale-Out Storage 3
4. Introduction
Medical imaging professionals continue to embrace the digital domain. Following the
path paved by leaders in radiology and cardiology departments, divisions such as
endoscopy, dental, ophthalmology, and pathology are now showing interest in the
digital image management systems known as Picture Archiving and Communications
Systems (PACS). Medical departments such as oncology and surgery that create
video or still-frame images during the course of patient treatment are also looking to
implement systems to manage their data. The healthcare industry recently
announced that Meaningful Use criteria for Stage 2 will now include an option for
medical images 1—a development that will no doubt strengthen interest in imaging
and accelerate the deployment of new departmental PACS.
Figure 1. Islands of Picture Archiving and Communications System (PACS) for Healthcare
Information Systems
Departmental PACS traditionally come packaged with their own closely managed
storage solution, with each vendor offering limited choices. Multiple departmental
PACS sharing a consolidated storage solution is a rare occurrence, even if all PACS
were provided by the same vendor. One could imagine an organizational landscape
three years out with six or more departmental PACS maintaining individual dedicated
and different storage solutions. Without thoughtful planning, these new PACS
implementations could easily become an IT nightmare.
1
http://www.dotmed.com/news/story/18176
The Bridge from PACS to VNA: Scale-Out Storage 4
5. Individual islands of storage are inefficient to manage, requiring different skill sets
and experience, and therefore additional staffing. Block-based storage solutions are
also largely underutilized, typically requiring 50 percent of the capacity drawing
power while storing nothing. Storing all of a healthcare organization’s image data in
individual department PACS—and, by extension, their dedicated storage solutions—
is also an impediment to efficient image sharing. Achieving Meaningful Use of images
scattered across multiple disparate platforms presents a significant challenge.
The ideal approach to managing all of the organization’s image data is the relatively
new concept of the vendor-neutral archive (VNA). The VNA is defined as an Enterprise-
class data management system that consolidates primarily medical image data from
multiple imaging departments into a master directory and corresponding
consolidated storage solution, thus replacing the individual archives associated with
departmental PACS. As a consequence, the VNA effectively becomes the unified
image data repository for the electronic medical record (EMR) system.
The VNA offers the following major improvements over the separate image data
repositories represented by today’s departmental PACS:
• Consolidated storage, thus simplifying expansion, upgrades, management, and support
• Ability to accept and manage non-DICOM (Digital Imaging and Communications in
Medicine standard) images as well as non-image data
• Normalization of the DICOM headers, thus facilitating data exchange between PACS and
elimination of future data migrations required by the replacement of a PACS
• Introduction of sophisticated Information Lifecycle Management (ILM) driven by clinical
metadata associated with the images, thus facilitating tier-to-tier storage migrations
and eventually purging of the data when it exceeds its legal retention period
• Single point of access, thus simplifying the image enabling of the EMR system—the key
to achieving Meaningful Use of the images
Arguably, the VNA is the proper approach for enterprise medical image data
management. Unfortunately, the properly configured VNA—a dual-sited, mirrored
configuration—is an expensive solution that adds an approximately 3X multiple to
the cost of a simple mirrored storage solution. That additional 3X cost is associated
with the following:
• The VNA software license
• The hosting servers
• The professional services associated with:
Deployment of the VNA
DICOM data migration from multiple PACS to the VNA
Adaptations of individual PACS to support working with a foreign archive
The Bridge from PACS to VNA: Scale-Out Storage 5
6. A review of a specific example based upon data from a project 2 recently completed
illustrates the following: the five-year total cost of ownership (TCO) for a dual-sited,
mirrored storage solution sized for a community hospital performing 200,000
radiology procedures per year—and already maintaining 82 terabytes of
uncompressed historical data—would be approximately $720,000. For the same
hospital, a five-year TCO for a properly configured, dual-sited VNA, using the same
storage solution, would be approximately $2,642,000. That $1.9 million cost
differential is 2.7 times the cost of the consolidated storage solution alone. For
numerous healthcare organizations, that 3X differential is difficult to cover in a single
budget year, no matter how many critical issues the VNA would resolved.
Phased evolution toward a VNA
An alternative to deploying the full VNA in a single phase is a multi-phase strategy,
which coincidentally is the same strategy employed in the early years of radiology
PACS deployments. The term “phase” is used to describe a strategic step in a large
project or system deployment; when the deployment spans a single year, a series of
consecutive phases comprise the implementation schedule for the entire system. The
deployment of large projects or systems may actually span multiple years or budget
cycles, in which case each phase represents the deployment of a subset of the
overall system and subsequent phases build upon the subset deployed in the
previous phase. Here, the term “phase” refers to the latter meaning, breaking up the
large VNA solution into multiple phases that match yearly budgets.
The first phase of a multiphase VNA deployment strategy often involves addressing
one or more significant challenges in the organization with a subset of the VNA
configuration that fits within the first year budget.
An increasingly popular first phase of a VNA project is frequently referred to as a Pro-
Active Data Migration, which means moving the organization’s DICOM Image Data
being managed by one or more department PACS through a basic VNA appliance to
an independent storage solution. Pro-Active Data Migration of image data before the
individual department PACS are actually replaced can shave considerable time and
cost from the inevitable migrations that will occur when the organization chooses to
replace any of its existing PACS. During this migration process, the VNA appliance
“normalizes” all of the proprietary metadata elements that have been systematically
introduced into the image headers by the various PACS, resulting in a vendor-neutral
image database that is ready for use by whatever future PACS may be chosen.
The cost of the Pro-Active Data Migration phase includes the following: the DICOM
data migration services, the basic VNA application license, and the cost of the
independent storage solution. Even though this package should comprise
significantly less than 50 percent of the cost of the full VNA project, the price may still
be beyond the first year budget. An even more compact (but useful) first phase
strategy is to simply deploy an independent storage solution onsite and use a media
migration process to consolidate the image data from each department PACS into it—
a relatively easier option, because the data format is not modified in any way.
2
Private Assessment Project by Michael Gray, May 2011
The Bridge from PACS to VNA: Scale-Out Storage 6
7. The ideal time to deploy an independent storage solution is when the existing PACS
storage is nearing its third anniversary. Maintenance costs on storage solutions rise
significantly beyond the third year, which is generally when the storage volume
typically sold with the PACS nears capacity. Furthermore, adding similar storage to a
three-year-old storage solution is most likely an investment in old technology.
Many storage solutions exist for this simple independent storage solution phase, but
the list will be limited to storage solutions approved by the individual PACS vendors
for use with their specific PACS. The storage solutions on the approved list should
then be carefully investigated for the following attributes:
• Compatibility with VNA architecture
support for multiple interface options
• Support for VNA functionality
data duplication
automated tier-to-tier media migrations
ability to accept and store non-DICOM and non-image data, as well as standard IT
infrastructure needs
• Fully scalable and highly efficient
The EMC Isilon scale-out NAS solution fits this criteria and is worthy of closer
examination.
Figure 2. EMC Isilon as a phased approach to VNA
The Bridge from PACS to VNA: Scale-Out Storage 7
8. The bridge to VNA: scale-out storage
The EMC Isilon new generation storage solution manages data through a single file
system namespace rather than at the block level, and storage appliance nodes are
arranged in clusters that support massive scalability. A short description of this
storage solution with its features listed below will confirm its suitability as both an
independent storage solution for multiple department PACS and as a storage solution
for the full featured VNA.
Simple
EMC Isilon OneFS® operating system combines the three layers of traditional storage
architectures—the file system, volume manager, and RAID (Redundant Array of
Inexpensive Disks)—into one unified software layer, creating a single intelligent
distributed file system that runs on an Isilon storage cluster.
Figure 3. OneFS eliminates need for separate file system components
EMC Isilon scale-out NAS hardware provides the appliance on which OneFS
distributed file system resides. A single EMC Isilon cluster consists of multiple
storage nodes, which are rack-mountable enterprise appliances containing memory,
CPU, networking, NVRAM, storage media, and the InfiniBand backend network that
connects the nodes together. Hardware components are best of breed and include
the benefits from the ever-improving cost and efficiency curves of standardized
hardware. OneFS allows nodes to be incorporated or removed from the cluster at will
and at any time, abstracting the data and applications away from the hardware.
Scalable
EMC Isilon provides a high-performance, fully symmetrical, cluster-based distributed
storage platform and includes linear scalability with increasing capacity—from 18 TB
to 16 PB in a single file system—as compared to traditional storage.
The Bridge from PACS to VNA: Scale-Out Storage 8
9. Figure 4. Linear scalability with OneFS
Predictable
Dynamic content balancing is performed as nodes are added or data capacity
changes. This makes the storage scale transparently, on the fly, from 18 TB up to
16 PB, without added management time for the administrator or increased
complexity within the storage system. The EMC Isilon storage reporting application,
InsightIQ, can be used to plan the growth of a system from storage statistics— both
for infrastructure and for budgeting.
Efficient
Compared to most storage platforms that use RAID methodology with average
efficiencies of 50 to 55 percent, OneFS provides over 80 percent efficiency with its
utilization of raw storage 3—independent of the location of CPU or compute or cache.
This efficiency is at the application level and tiered by the performance types:
• S-Series node for high performance (I/Ops)
• X-Series node for high throughput
• NL-Series node for archive
• NL-Series node for archive
3
See EMC Isilon 80% utilization capability: http://www.isilon.com/press-release/isilon-
guarantees-value-and-simplicity-scale-out-nas
The Bridge from PACS to VNA: Scale-Out Storage 9
10. Figure 5. Storage tiering based on node type
Data is automatically reorganized to optimize performance or capacity.The tiers in the
storage cluster are identified as “pools” and managed by the EMC Isilon SmartPools®
application. A pool is a group of similar nodes that is defined by the user and is
based on the functionality or workflow.
A pool is governed by policies which can be changed based on needs; default
policies are built in. Policies can be defined by any standard file metadata: file type,
size, name, location, owner, age, last accessed, etc. Data can be migrated from pool
to pool. The timing for this data movement is configurable: default is one time per
day at 10:00pm.
Available
Flexible data protection occurs during power loss, node or disk failures, loss of
quorum, and storage rebuild. OneFS avoids the use of hot spare drives and simply
borrows from the available free space in the system in order to recover from failures.
This technique is called “virtual hot spare.”
The Bridge from PACS to VNA: Scale-Out Storage 10
11. Since all data, metadata, and parity information is distributed across the nodes of the
cluster, the Isilon cluster does not require a dedicated parity node or drive, or a
dedicated device or set of devices to manage metadata. No single node can become
a single point of failure. As a result of this feature, the cluster is self-healing.
Enterprise-ready
Snapshots, replication WORM, and quotas are accessible through a simple Web-
based UI. Connectivity is supported through standard file protocols: CIFS, SMB, NFS,
FTP/HTTP, iSCSI, and HDFS.
Figure 6. Standard protocols via OneFS
Data is given infinite longevity, which future-proofs the organization from evolving
hardware generations and eliminates the cost and difficulty of media migrations and
hardware refreshes. Standardized authentication and access control are available at
scale through Active Directory (AD), LDAP, NIS and local users. Simultaneous or
rolling upgrades to OneFS are possible, with little or no impact to the production
environment, and OneFS management software is automated to eliminate
complexity.
The Bridge from PACS to VNA: Scale-Out Storage 11
12. Figure 7. Software suite to manage storage
All of the applications shown above are available as software licenses and are Web-
based through the main administrative user interface. A comprehensive command-
line based administration is also available.
Connectivity
As previously mentioned (and illustrated in the following graphic), a number of
options exist for interface to the department PACS, the future VNA, and any non-
DICOM or non-image data sources that the organization might wish to store in the
enterprise archive.
Figure 8. Ease and flexibility of connecting to EMC Isilon storage
The Bridge from PACS to VNA: Scale-Out Storage 12
13. Security and data availability
EMC Isilon and Vormetric have teamed up to deliver a highly scalable clustered NAS
solution, along with encryption and key management capabilities. This solution
protects sensitive information and facilitates compliance with a variety of security
requirements. An alliance with Varonis provides log and audit information for
regulatory compliance.
SyncIQ replication software provides the data-intensive healthcare organization with
an unparalleled solution for replication over the wide area network (WAN) and local
area network (LAN) for disaster recovery, business continuity, disk-to-disk backup,
and remote disk archiving.
Your partner in this evolution: EMC Isilon
EMC Isilon scale-out NAS key features—especially those similar to the features and
value propositions of the VNA—make it an ideal independent storage solution that
can be shared by the individual healthcare departmental PACS.
The first key feature is the EMC Isilon single file system (as opposed to block
storage). Similar to the Information Lifecycle Management functionality in the VNA,
the file location never changes, even when data is migrated from high performance to
less expensive storage nodes based on user-defined rules. Simplified data migration
between old and new media also eliminates costly data migration and manual data
movement between multiple price/performance tiers. The single file system also
results in better storage utilization rates and a much better cost ratio to useable
space.
A second key feature is the ability to create/assign storage pools, which can be
dedicated to different node storage hardware like SSD, SAS, and SATA, or within each
storage type, but beyond the scale of a Storage Area Network (SAN). In this case,
each department PACS can be assigned its own storage pools. The user can create
policies to move image files among different price/performance tiers of storage
based on their clinical relevance—for example, age of the study, relevance as
measured by last time accessed, or last time changed. Several default policy
templates are available, which the user can use as-is or modify. The Vormetric
security application available for EMC Isilon storage enables each entity to encrypt
data with its own encryption key, so adjacent entities or administrators cannot view
encrypted data. This is similar to the VNA ability to securely manage image data
submitted by separate departments PACS or various facilities in separate partitions.
A third key feature is data duplication, which allows the organization to automatically
create a second disaster recovery copy of all of its image data in a mirrored storage
solution located in the organization’s second data center. This cost-effective data
protection solution supports VNA functionality.
The Bridge from PACS to VNA: Scale-Out Storage 13
14. Data Security in the form of built-in data encryption is the fourth key feature of the
EMC Isilon solution. A report 4 released by ID Experts and Ponemon Institute found
that data breaches in U.S. healthcare organizations have cost more than $6 billion a
year. According to Mahmood Sher-Jan, vice president of product management at ID
Experts, “an incident may not become a breach if it’s encrypted properly.” The ability
to encrypt data both in flight and at rest is a valuable prevention measure.
Lastly, there is the rather interesting capability of the EMC Isilon storage solution to
manage the metadata associated with the image data in its own storage pool. At
some point in the near future, one would expect that Isilon would enable an external
application—something other than the department PACS that is using the storage
solution for its long-term archive—to independently access the image data using this
identifying metadata. Many useful applications like VNA and zero-client, server-side
rendering clinical viewers could then use the Web services (HTTP/REST API) interface
to directly access the image data.
Conclusion
The most obvious argument for adoption of the VNA is the consolidation of
organizational image data in a single repository. Managing all the image and non-
image data in the patient’s longitudinal medical record in a single consolidated data
repository is less expensive and more efficient than the practice of managing all the
data in individual departmental PACS and information systems. Since a dual-sited,
mirrored VNA solution may be too costly for a healthcare organization to fund in a
single phase, an approach reminiscent of the early years of radiology PACS
deployments is recommended: spread the VNA deployment over multiple phases and
over several budget cycles.
A smart and comparatively affordable first phase strategy in this approach replaces
the long-term storage solutions from those disparate departmental PACS with a
consolidated independent storage solution shared by all the PACS. Even if the image
data remains in the originating PACS format, the consolidation alone can reduce
capital and operational expense, and the technology upgrade can extend beyond a
mere improvement in data storage.
The EMC Isilon scale-out NAS solution offers more than a storage upgrade to
departmental PACS. With key features such as a single file system, storage pools,
data duplication, security, and metadata management, the EMC Isilon solution
directly aligns with the data management requirements of the VNA. It is a simple,
highly scalable, predicable, efficient, available, and enterprise-ready solution, with
advanced features that offer a wide range of connectivity options for both current
PACS and future VNA environments.
The EMC Isilon scale-out NAS is a smart and affordable first phase deployment of a
multiphase VNA deployment strategy than can easily be built upon through
successive phases until a fully featured, dual-sited VNA configuration is realized.
4
Benchmark Study on Patient Privacy and Data Security; Sponsored by ID Experts,
Independently conducted by Ponemon Institute LLC, November 9, 2010
The Bridge from PACS to VNA: Scale-Out Storage 14