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12:00 AM - Hepatology 2021
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Heart Care and Diseases 2021
2021-03-03    
All Day
Euro Heart Conference 2020 will join world-class professors, scientists, researchers, students, Perfusionists, cardiologists to discuss methodology for ailment remediation for heart diseases, Electrocardiography, Heart Failure, [...]
Gastroenterology and Digestive Disorders
2021-03-04 - 2021-03-05    
All Day
Gastroenterology Diseases is clearing a worldwide stage by drawing in 2500+ Gastroenterologists, Hepatologists, Surgeons going from Researchers, Academicians and Business experts, who are working in [...]
Environmental Toxicology and Ecological Risk Assessment
2021-03-04 - 2021-03-05    
All Day
Environmental Toxicology 2021 you can meet the world leading toxicologists, biochemists, pharmacologists, and also the industry giants who will provide you with the modern inventions [...]
Dermatology, Cosmetology and Plastic Surgery
2021-03-05 - 2021-03-06    
All Day
Market Analysis Speaking Opportunities Speaking Opportunities: We are constantly intrigued by hearing from professionals/practitioners who want to share their direct encounters and contextual investigations with [...]
World Dental Science and Oral Health Congress
2021-03-08 - 2021-03-09    
All Day
About The Webinar Conference Series LLC Ltd invites you to attend the 42nd World Dental Science and Oral Health Congress to be held in March 08-09, 2021 with the [...]
Euro Metabolomics & Systems Biology
2021-03-08 - 2021-03-09    
All Day
Euro Metabolomics 2021 will be a platform to investigate recent research and advancements that can be useful to the researchers. Metabolomics is a rapidly emerging [...]
International Summit on Industrial Engineering
2021-03-15 - 2021-03-16    
All Day
Industrial Engineering conference invites all the participants to attend International summit on Industrial Engineering during March15-16, 2021 Webinar. This has prompt keynotes, Oral talks, Poster [...]
Digital Health 2021
2021-03-15 - 2021-03-16    
All Day
The use of modern technologies and digital services is not only changing the way we communicate, they also offer us innovative ways for monitoring our [...]
Genetics and Molecular biology 2021
2021-03-15    
All Day
Human genetics is study of the inheritance of characteristics by children from parents. Inheritance in humans does not differ in any fundamental way from that [...]
Food Science and Food Safety
2021-03-16 - 2021-03-17    
All Day
Food Safety. It also provides the premier multidisciplinary forum for researchers, professors and educators to present and discuss the most recent innovations, trends, and concerns, [...]
Traditional and Alternative Medicine
2021-03-16 - 2021-03-17    
All Day
Traditional Medicine 2021 welcomes attendees, presenters, and exhibitors from all over the world. We are glad to invite you all to attend and register for [...]
Carbon and Advanced Energy Materials
2021-03-16 - 2021-03-17    
All Day
Materials Science 2021 was an enchanted achievement. We give incredible credits to the Organizing Committee and participants of Materials Science 2021 Conference. Numerous tributes from [...]
Advancements in Tuberculosis and Lung Diseases
2021-03-17 - 2021-03-18    
All Day
Tuberculosis is a communicable disease, caused by the infectious bacterium Mycobacterium tuberculosis. It affects the lungs and other parts of the body (brain, spine). People [...]
Herbal Medicine and Acupuncture 2021
2021-03-22 - 2021-03-23    
All Day
The event offers a best platform with its well organized scientific program to the audience which includes interactive panel discussions, keynote lectures, plenary talks and [...]
Hospital Management and Health Care
2021-03-22 - 2021-03-23    
All Day
Healthcare system refers to the totality of resource that a society distributes with in organization and health facilities delivery for the aim of upholding or [...]
Hematology and Infectious Diseases
2021-03-22 - 2021-03-23    
All Day
Hematology is the discipline concerned with the production, functions, bone marrow, and diseases which are related to blood, blood proteins. The main aim of this [...]
Aquaculture & Marine Biology
2021-03-24 - 2021-03-25    
All Day
The 15th International Conference on Aquaculture & Marine Biology is delighted to welcome the participants from everywhere the planet to attend the distinguished conference scheduled [...]
Artificial Intelligence & Robotics 2021
2021-03-24 - 2021-03-25    
All Day
The Conference Series LLC Ltd organizes conferences around the world on all computer science subjects including Robotics and its related fields. Here we are happy [...]
Tissue Engineering & Regenerative Medicine
2021-03-24 - 2021-03-25    
All Day
Tissue Engineering & Regenerative Medicine mainly focuses on Stem Cell Research and Tissue Engineering. Stem cell Research includes stem cell treatment for various disease and [...]
Nursing Research and Evidence Based Practice
2021-03-25 - 2021-03-26    
12:00 am
Global Nursing Practice 2021 has been circumspectly organized with various multi and interdisciplinary tracks to accomplish the middle objective of the gathering that is to [...]
Earth & Environmental Science 2021
2021-03-26 - 2021-03-27    
All Day
Earth Science 2021 is the integration of new technologies in the field of environmental science to help Environmental Professionals harness the full potential of their [...]
Earth & Environmental Science 2021
2021-03-26 - 2021-03-27    
All Day
Earth Science 2021 is the integration of new technologies in the field of environmental science to help Environmental Professionals harness the full potential of their [...]
Nanomaterials and Nanotechnology
2021-03-26 - 2021-03-27    
All Day
Nanomaterials are the elements which have at least one spatial measurement in the size range of 1 to 100 nanometre. Nanomaterials can be produced with [...]
Smart Materials and Nanotechnology
2021-03-29 - 2021-03-30    
All Day
Smart Material 2021 clears a stage to globalize the examination by introducing an exchange amongst ventures and scholarly associations and information exchange from research to [...]
World Nanotechnology Congress 2021
2021-03-29    
All Day
Nano Technology Congress 2021 provides you with a unique opportunity to meet up with peers from both academic circle and industries level belonging to Recent [...]
Nanomedicine and Nanomaterials 2021
2021-03-29    
All Day
NanoMed 2021 conference provides the best platform of networking and connectivity with scientist, YRF (Young Research Forum) & delegates who are active in the field [...]
Hepatology 2021
2021-03-30 - 2021-03-31    
All Day
Hepatology 2021 provides a great platform by gathering eminent professors, Researchers, Students and delegates to exchange new ideas. The conference will cover a wide range [...]
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Hepatology 2021
30 Mar 21
Articles

Jul 22 : Turning big data into better health outcomes

turning big data

Population health management is a multifaceted, many-layered endeavor that nevertheless has a common theme: the need for data and the ability to mine it for actionable information.

A broad spectrum of health care players — individual providers, hospital systems, payers, local public health departments and federal agencies — are all in some way addressing population health management. The approach involves identifying populations, assessing their disease status and developing appropriate responses, such as management programs for chronic diseases. Those activities require access to data — and plenty of it.

“You can’t do population health management without data,” said Fred Goldstein, interim executive director of the Population Health Alliance.

Dr. Jon White, director of the health IT portfolio at the Agency for Healthcare Research and Quality, said data — or the lack thereof — influenced his decision to leave his medical practice and join the government. AHRQ’s work in population health includes evaluating hospital safety via data analysis.

“It became painfully obvious that having the right information at the right time is really important for delivering great care,” White said. “I didn’t have the information where I needed it when I was in practice.”

The good news for organizations pursuing population health is that they have more data than ever. The Centers for Medicare and Medicaid Services have provided financial incentives for the adoption of certified electronic health record (EHR) systems by physicians and hospitals through its meaningful-use initiative. Information formerly confined to paper charts is now in electronic form, and a new generation of wearable health-oriented devices promises to generate another stream of data.

However, privacy and security considerations complicate the collection of data, and technology also contributes to the problem. Although EHRs free data from paper records, they can inhibit the aggregation of data across medical providers using different systems. Other issues are quality and the “normalization” of data so analysts can make meaningful comparisons. And then there’s the need to build an infrastructure capable of crunching all those numbers.

Why it matters

Population health management is a key element of the Obama administration’s efforts to reform health care. The Medicare shared-savings component of the Affordable Care Act (ACA), for example, focuses on Medicare beneficiaries as a population. Under the law, accountable care organizations — groups of providers who coordinate the care of Medicare patients — receive a portion of the savings that result from better quality and lower costs. According to the law, the program “promotes accountability for a patient population.”

In general, population health management dovetails with the ongoing shift from reimbursing providers for the number of procedures they perform to paying them based on the value they deliver.

“Part of that value is measuring your ability to manage the health of the population that has been assigned to you,” said Cynthia Burghard, research director for accountable care IT strategies at IDC Health Insights.

In a report released in April, IDC Health Insights said the increasing interest in population health and data analytics is also being influenced by the objectives of the “Triple Aim,” which the Institute for Healthcare Improvement defines as improving the patient experience of care, enhancing the health of populations and reducing the per-capita cost of care.

More than 75 percent of health care costs can be attributed to chronic conditions such as diabetes and heart disease, according to the Centers for Disease Control and Prevention. White called chronic diseases the foundational problem in health care and said chronic disease management and population health programs share a common IT remedy.

“The tools we need to more effectively attack it are the same ones we need for population health,” he added.

The Department of Veterans Affairs is among the federal agencies building IT systems for population health management. Last year, VA’s Business Intelligence Service Line consolidated regional data warehouses into a central Corporate Data Warehouse. VA uses the data to identify high-risk populations that need extra care and examine readmission rates, among other activities, said a spokeswoman for Microsoft, which is working with the VA on the project. The Corporate Data Warehouse uses Microsoft’s SQL Server, business intelligence tools, Windows Server and System Center management tools.

Much of the warehouse’s holdings stem from the VA’s EHR system, called the Veterans Health Information Systems and Technology Architecture. But other sources contribute as well. Sean Murphy, chief technology officer for federal health care at Microsoft, said the VA’s strategy is to “bring together many disparate data sources…to enable reporting and analytics across many differing and complementary domains of data.” The VA’s data store contains more than 500 billion rows of data, he added.

Other population health efforts include the Healthy People program managed by the Department of Health and Human Services. Healthy People provides a set of national 10-year objectives for boosting the health of Americans. An HHS spokesperson said the objectives serve as a framework for public health activities nationwide.

The current iteration of the program, Healthy People 2020, covers 42 health topics, including one labeled “health communication and health IT.” That topic area seeks to use communication strategies and health IT “to improve population health outcomes and health care quality, and to achieve health equity,” the spokesperson said.

AHRQ, part of HHS, also pursues population health management with an emphasis on data. The agency works with a group of patient safety organizations to collect data on safety events in hospitals and other health care settings, White said. Researchers aggregate and analyze the data to identify concerns related to devices and medications. In one case, AHRQ’s analysis found a problem with bloodstream infections caused by bacteria traveling down the catheter used to administer drugs and nutrients to patients — so-called central line infections.

“With the data we collected, we were able to recognize that was a big problem and figure out an intervention,” White said.

As a result of the research, the AHRQ-funded Keystone ICU project advanced procedures for the safe handling of central lines, and the infection rate plummeted, he added.

The fundamentals

The Population Health Alliance has created a conceptual framework that breaks the population health management process into four stages: health assessment, risk stratification, patient-centered interventions and impact evaluation. The assessment phase looks at the health risks and disease status of a population. Based on the assessment, the population is categorized as low, moderate or high risk, Goldstein said. Interventions are then designed for individuals based on their risk category. The final step measures the clinical and financial impact of those interventions.

Market watchers are already seeing an increase in IT spending triggered by the push for population health management. The IDC Health Insights report describes the field as an emerging and active technology market.

“The requirement for managing a population is really driving the technology investment,” Burghard said.

Population health management technology offers three levels of functionality. First is an analytics capability that lets organizations identify patients who would benefit from participating in some form of care management program. Second is a workflow function and the ability to create personalized care plans for individual patients, Burghard said. And third, a population health platform provides a communications component that enables organizations to communicate with individual patients and the wider community.

Specialized vendors and payers have the most experience in setting up population health management systems, Goldstein said. Vendors include Accenture, Healthways, U.S. Preventive Medicine and Viridian. Payers operate their own systems or partner with vendors.

EHR suppliers are joining those traditional players and adding population health management features to their products, Goldstein said. Health care providers are also creating systems to manage populations. The VA, for example, is partnering with vendors such as Microsoft to establish its data analytics and population health infrastructure.

The hurdles

Population health management faces a few obstacles, one of which is privacy. Any organization amassing large stores of health data is bound to invite scrutiny.

Indeed, a JASON group report created for AHRQ titled “A Robust Health Data Infrastructure” cited concerns about the use of health data as a major challenge. JASON is a government advisory group administered by Mitre.

“There is a natural tension between the private and public use of health-related data,” states the report, which was released in November 2013. “Individual patient health data are sensitive and therefore must be carefully safeguarded, whereas population health data are a highly valuable, and largely untapped, resource for basic and clinical research.”

The availability of health data is less of a barrier today given the wider adoption of EHRs. But problems persist when health care organizations attempt to aggregate that data.

“There are so many [EHR] vendors out there [that] you still have to figure out how to link these together on a broader level,” Goldstein said.

But for Burghard, the underlying technology of population health management is relatively straightforward. She said the greater difficulty lies in “getting good data in and getting actionable insights out” of a population health management program. She cited the example of laboratory systems that calibrate test results differently; organizations must normalize the data from different labs to make sure they are comparing apples to apples.

“The complexity of that data and the quality of that data become a real challenge,” Burghard said.

Source