My slides from a recent keynote on how advanced analytics can help transform the health and life sciences industries. To hear the talk track along with the slides, see http://www.jasonburke.us/my-health-analytics-talk
A political party is an organized group of citizens who share similar political views and try to control the government through democratic means like elections. Key features of political parties include having a large membership with shared ideology, contesting elections to gain power, and promoting the interests of the nation. Major functions of parties are educating the public, fighting elections, forming the government if winning a majority, and acting as opposition to check the ruling party. India has multiple national parties like BJP, Congress, BSP, and regional parties that are recognized by the Election Commission based on their electoral performance.
This powerpoint presentation deals mainly about bearing stress, its concept and its applications.
Members:
BARIENTOS, Lei Anne
MARTIREZ, Wilbur
MORIONES, Jan Ebenezer
NERI, Laiza Paulene
Sir Romeo Alastre - MEC32/A1
This document discusses knowledge engineering for health and big data. It notes that the rate of data generation is changing but complexity, requirement to use data, and mass of useless data are stable. Knowledge engineering was first defined in 1983 as integrating knowledge into computer systems to solve complex problems. The document discusses building a knowledge engineering community and notes a need for standards around semantics, syntax, technology, and quality. It advocates for a knowledge extraction approach rather than data warehouses and discusses architectural concepts, policy and strategy considerations, and acknowledges GEN2PHEN partners and funding sources.
Theera-Ampornpunt N. The intersection of ICT and health informatics research. Presented at: Faculty of ICT, Mahidol University; 2012 Feb 24; Bangkok, Thailand.
This document discusses accountable care and evidence-based decision making in health care. It provides background on rising health care costs in the US and efforts to promote comparative effectiveness research (CER) and patient-centered outcomes research (PCOR) to address this. It describes the 2009 $1.1 billion ARRA investment in CER and subsequent funding opportunities for PCOR through the Patient-Centered Outcomes Research Trust Fund and the Patient-Centered Outcomes Research Institute (PCORI). The document also discusses challenges of using CER/PCOR findings and the need to incorporate clinical decision-maker perspectives. It analyzes how different payment models like fee-for-service, pay-for-quality programs, episode-based
Semantic Web for 360-degree Health: State-of-the-Art & Vision for Better Inte...Amit Sheth
Ora Lassila and Amit Sheth, "Semantic Web for 360-degree Health: State-of-the-Art & Vision for Better Interoperability", Invited Talk at ONC-HHS Invitational Workshop on Next Generation Interoperability for Health, Washington DC, January 19-20, 2011.
1. The document discusses using heterogeneous biological data to advance scientific discovery by overcoming complexity.
2. It describes how new technologies now allow generation of massive human "omics" data and emerging network modeling approaches for diseases.
3. Integrating this data through cloud computing infrastructure can enable a generative open approach to solving biomedical problems.
A political party is an organized group of citizens who share similar political views and try to control the government through democratic means like elections. Key features of political parties include having a large membership with shared ideology, contesting elections to gain power, and promoting the interests of the nation. Major functions of parties are educating the public, fighting elections, forming the government if winning a majority, and acting as opposition to check the ruling party. India has multiple national parties like BJP, Congress, BSP, and regional parties that are recognized by the Election Commission based on their electoral performance.
This powerpoint presentation deals mainly about bearing stress, its concept and its applications.
Members:
BARIENTOS, Lei Anne
MARTIREZ, Wilbur
MORIONES, Jan Ebenezer
NERI, Laiza Paulene
Sir Romeo Alastre - MEC32/A1
This document discusses knowledge engineering for health and big data. It notes that the rate of data generation is changing but complexity, requirement to use data, and mass of useless data are stable. Knowledge engineering was first defined in 1983 as integrating knowledge into computer systems to solve complex problems. The document discusses building a knowledge engineering community and notes a need for standards around semantics, syntax, technology, and quality. It advocates for a knowledge extraction approach rather than data warehouses and discusses architectural concepts, policy and strategy considerations, and acknowledges GEN2PHEN partners and funding sources.
Theera-Ampornpunt N. The intersection of ICT and health informatics research. Presented at: Faculty of ICT, Mahidol University; 2012 Feb 24; Bangkok, Thailand.
This document discusses accountable care and evidence-based decision making in health care. It provides background on rising health care costs in the US and efforts to promote comparative effectiveness research (CER) and patient-centered outcomes research (PCOR) to address this. It describes the 2009 $1.1 billion ARRA investment in CER and subsequent funding opportunities for PCOR through the Patient-Centered Outcomes Research Trust Fund and the Patient-Centered Outcomes Research Institute (PCORI). The document also discusses challenges of using CER/PCOR findings and the need to incorporate clinical decision-maker perspectives. It analyzes how different payment models like fee-for-service, pay-for-quality programs, episode-based
Semantic Web for 360-degree Health: State-of-the-Art & Vision for Better Inte...Amit Sheth
Ora Lassila and Amit Sheth, "Semantic Web for 360-degree Health: State-of-the-Art & Vision for Better Interoperability", Invited Talk at ONC-HHS Invitational Workshop on Next Generation Interoperability for Health, Washington DC, January 19-20, 2011.
1. The document discusses using heterogeneous biological data to advance scientific discovery by overcoming complexity.
2. It describes how new technologies now allow generation of massive human "omics" data and emerging network modeling approaches for diseases.
3. Integrating this data through cloud computing infrastructure can enable a generative open approach to solving biomedical problems.
The document discusses the Semantic Web and linked data. It explains that the Semantic Web aims to extend web technologies to better handle data by creating a uniform data model and grammar using RDF. This allows resources to be associated with subjects, properties and objects and given HTTP-dereferenceable URIs. Examples are given of how linked government and biomedical data can provide more integrated and accessible information.
Presentation used for eHI webcast on May 27, 2009. Webcast focused on Consumer Role in Healthcare IT, Post Stimulus.
Purpose was to articulate what/how consumer may benefit from clinician adoption of EHRs.
1) Workforce projections for physician shortages and surpluses have often been inaccurate in the past.
2) Current projections of shortages could impact future medical professionals.
3) Several factors will influence the future of allopathic medicine, including lack of universal healthcare coverage, costs, demographics, regulatory burdens, and new technologies.
The 36th World Hospital Congress held a parallel session on November 11, 2009 in Rio de Janeiro, Brazil. The session, led by Don Juzwishin Ph.D. MHSA and Reiner Banken M.D. M.Sc., focused on describing the importance of using scientific evidence in healthcare practice, policy, and decision making. Using high quality scientific evidence can help reduce costs and improve the quality of care provided to patients. The session also discussed how to develop evidence-based decision making through appropriate governance structures and linking evidence to decisions at different levels of a health system.
This document discusses using IBM's Watson technology in healthcare applications, specifically in radiology. It describes how Watson can consume medical reports and patient information to provide differential diagnoses, treatment recommendations, and next steps. It also outlines challenges of integrating Watson with existing medical systems and ensuring ongoing access to updated medical data sources. While Watson excels at data analysis, the document notes that technology may struggle to replace the human qualities patients desire in their doctors, such as empathy and personalization.
Health Care Stories are Good for You
Presented by Sharon Manson Singer, Steve Buist and Jennifer Verma. Canadian Association of Journalists, Annual Meeting, April 28, 2012.
The document discusses new opportunities and responsibilities that have arisen from advances in generating large amounts of human biological data through omics technologies. These advances allow emerging network modeling approaches for disease and open collaborative problem solving using cloud computing infrastructure. A nascent movement is described where patients can control sensitive health information to enable sharing. Open social media is said to allow citizens and experts to collaboratively solve problems through gaming approaches.
Presented at the Healthcare CEO50 Certificate Program, School of Hospital Management, Faculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok, Thailand on October 4, 2021
Outline of ideas to advance the science of transforming health care organizations. 81. “Advancing Transformational Science”, Bridges to Sustainable Healthcare Transformation Through Evidence, Partnerships & Technology: 19th International Conference San Francisco, CA, January 19-22, 2011.
The document discusses Elsevier's efforts to make its health and life sciences content "smarter" by applying semantic web technologies like linked data and taxonomies. This will allow the creation of smart content applications that improve discoverability, understanding, and synthesis of knowledge. Key points discussed include developing a merged medical taxonomy called EMMeT, automated indexing with weighted tags, and moving to a more RDF-friendly satellite data format using Turtle serialization.
The document discusses the growth of genomic sequence data due to falling costs of DNA sequencing. This creates both a "big data" problem of how to store and analyze large amounts of data, as well as a "diminishing discovery" problem as it becomes harder to find new discoveries within the data. The document proposes several solutions to these problems including pre-competitive collaboration between organizations to share data and analytics platforms. It provides examples of existing data sharing platforms like tranSMART and describes how next generation sequencing is revealing different types of human genetic variation including single nucleotide polymorphisms and their role in pharmacogenomics.
This document summarizes key concepts around using clinical data and informatics tools to improve healthcare services. It discusses how data from multiple sources can be linked and analyzed to provide intelligence to decision-makers. However, issues around data protection, privacy and ensuring data is used appropriately must be addressed. Effective presentation of data is important so clinicians view it as valid and are motivated to change practices. Feedback of performance data can improve quality when done constructively and by considering the local context.
This document summarizes key concepts around using clinical data and informatics tools to improve healthcare services. It discusses how data from multiple sources can be linked and analyzed to provide intelligence to decision-makers. However, issues around data protection, privacy and ensuring data is used appropriately must be addressed. Effective presentation of data is important so clinicians view it as valid and are motivated to change practices. Feedback of performance data can improve quality when done constructively and by considering the local context.
The Chilmark Advisory Service is an annual subscription that provides ongoing research and analysis of trends in the health IT market. It includes annual and quarterly reports on various sectors, monthly updates, alerts, and direct access to analysts. The research focuses on four domains: health information exchange, analytics, consumer engagement, and connected care. The service is aimed at helping stakeholders in the health IT sector stay informed of latest developments. Pricing options include three-seat or five-seat annual subscriptions.
Pulling apart the Population health intervention black box: The concept of 'm...Anthony Lacouture
To quote:
Lacouture A., Breton E., Ridde V., Guichard A. Pulling apart the population health intervention black box: the concept of 'mechanism' from a realist evaluation perspective. 5th Annual European Public Health Conference. All Inclusive Public Health. Portomaso, St Julian's, Malta. 7-10 November 2012.
The presentation discusses Pentaho Healthcare Solutions and how Pentaho business analytics can help address key issues in the healthcare industry. It highlights 7 BI trends in healthcare including consolidating information, leveraging new data resources, needing self-service data discovery tools, ease of use for non-technical users, users being mobile, professionalization through metrics and KPIs, and performing big data analytics on large varied datasets. It then provides examples of how Pentaho analytics can help with clinical excellence, improving patient satisfaction, compliance, and financial management. The presentation concludes by showcasing two customer use cases where Pentaho helped healthcare organizations and retailers gain insights and cost savings.
This document provides an overview of artificial intelligence in medicine. It defines key concepts like artificial intelligence, machine learning, and deep learning. It discusses barriers to adoption of AI in healthcare as well as potential hazards. It provides examples of AI applications in areas like radiology, clinical decision support, and personalized medicine. It also addresses ethical concerns and discusses how AI may impact medical education and the healthcare workforce.
The document discusses the Semantic Web and linked data. It explains that the Semantic Web aims to extend web technologies to better handle data by creating a uniform data model and grammar using RDF. This allows resources to be associated with subjects, properties and objects and given HTTP-dereferenceable URIs. Examples are given of how linked government and biomedical data can provide more integrated and accessible information.
Presentation used for eHI webcast on May 27, 2009. Webcast focused on Consumer Role in Healthcare IT, Post Stimulus.
Purpose was to articulate what/how consumer may benefit from clinician adoption of EHRs.
1) Workforce projections for physician shortages and surpluses have often been inaccurate in the past.
2) Current projections of shortages could impact future medical professionals.
3) Several factors will influence the future of allopathic medicine, including lack of universal healthcare coverage, costs, demographics, regulatory burdens, and new technologies.
The 36th World Hospital Congress held a parallel session on November 11, 2009 in Rio de Janeiro, Brazil. The session, led by Don Juzwishin Ph.D. MHSA and Reiner Banken M.D. M.Sc., focused on describing the importance of using scientific evidence in healthcare practice, policy, and decision making. Using high quality scientific evidence can help reduce costs and improve the quality of care provided to patients. The session also discussed how to develop evidence-based decision making through appropriate governance structures and linking evidence to decisions at different levels of a health system.
This document discusses using IBM's Watson technology in healthcare applications, specifically in radiology. It describes how Watson can consume medical reports and patient information to provide differential diagnoses, treatment recommendations, and next steps. It also outlines challenges of integrating Watson with existing medical systems and ensuring ongoing access to updated medical data sources. While Watson excels at data analysis, the document notes that technology may struggle to replace the human qualities patients desire in their doctors, such as empathy and personalization.
Health Care Stories are Good for You
Presented by Sharon Manson Singer, Steve Buist and Jennifer Verma. Canadian Association of Journalists, Annual Meeting, April 28, 2012.
The document discusses new opportunities and responsibilities that have arisen from advances in generating large amounts of human biological data through omics technologies. These advances allow emerging network modeling approaches for disease and open collaborative problem solving using cloud computing infrastructure. A nascent movement is described where patients can control sensitive health information to enable sharing. Open social media is said to allow citizens and experts to collaboratively solve problems through gaming approaches.
Presented at the Healthcare CEO50 Certificate Program, School of Hospital Management, Faculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok, Thailand on October 4, 2021
Outline of ideas to advance the science of transforming health care organizations. 81. “Advancing Transformational Science”, Bridges to Sustainable Healthcare Transformation Through Evidence, Partnerships & Technology: 19th International Conference San Francisco, CA, January 19-22, 2011.
The document discusses Elsevier's efforts to make its health and life sciences content "smarter" by applying semantic web technologies like linked data and taxonomies. This will allow the creation of smart content applications that improve discoverability, understanding, and synthesis of knowledge. Key points discussed include developing a merged medical taxonomy called EMMeT, automated indexing with weighted tags, and moving to a more RDF-friendly satellite data format using Turtle serialization.
The document discusses the growth of genomic sequence data due to falling costs of DNA sequencing. This creates both a "big data" problem of how to store and analyze large amounts of data, as well as a "diminishing discovery" problem as it becomes harder to find new discoveries within the data. The document proposes several solutions to these problems including pre-competitive collaboration between organizations to share data and analytics platforms. It provides examples of existing data sharing platforms like tranSMART and describes how next generation sequencing is revealing different types of human genetic variation including single nucleotide polymorphisms and their role in pharmacogenomics.
This document summarizes key concepts around using clinical data and informatics tools to improve healthcare services. It discusses how data from multiple sources can be linked and analyzed to provide intelligence to decision-makers. However, issues around data protection, privacy and ensuring data is used appropriately must be addressed. Effective presentation of data is important so clinicians view it as valid and are motivated to change practices. Feedback of performance data can improve quality when done constructively and by considering the local context.
This document summarizes key concepts around using clinical data and informatics tools to improve healthcare services. It discusses how data from multiple sources can be linked and analyzed to provide intelligence to decision-makers. However, issues around data protection, privacy and ensuring data is used appropriately must be addressed. Effective presentation of data is important so clinicians view it as valid and are motivated to change practices. Feedback of performance data can improve quality when done constructively and by considering the local context.
The Chilmark Advisory Service is an annual subscription that provides ongoing research and analysis of trends in the health IT market. It includes annual and quarterly reports on various sectors, monthly updates, alerts, and direct access to analysts. The research focuses on four domains: health information exchange, analytics, consumer engagement, and connected care. The service is aimed at helping stakeholders in the health IT sector stay informed of latest developments. Pricing options include three-seat or five-seat annual subscriptions.
Pulling apart the Population health intervention black box: The concept of 'm...Anthony Lacouture
To quote:
Lacouture A., Breton E., Ridde V., Guichard A. Pulling apart the population health intervention black box: the concept of 'mechanism' from a realist evaluation perspective. 5th Annual European Public Health Conference. All Inclusive Public Health. Portomaso, St Julian's, Malta. 7-10 November 2012.
The presentation discusses Pentaho Healthcare Solutions and how Pentaho business analytics can help address key issues in the healthcare industry. It highlights 7 BI trends in healthcare including consolidating information, leveraging new data resources, needing self-service data discovery tools, ease of use for non-technical users, users being mobile, professionalization through metrics and KPIs, and performing big data analytics on large varied datasets. It then provides examples of how Pentaho analytics can help with clinical excellence, improving patient satisfaction, compliance, and financial management. The presentation concludes by showcasing two customer use cases where Pentaho helped healthcare organizations and retailers gain insights and cost savings.
This document provides an overview of artificial intelligence in medicine. It defines key concepts like artificial intelligence, machine learning, and deep learning. It discusses barriers to adoption of AI in healthcare as well as potential hazards. It provides examples of AI applications in areas like radiology, clinical decision support, and personalized medicine. It also addresses ethical concerns and discusses how AI may impact medical education and the healthcare workforce.
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2. The Library at Alexandria
• Opened around 300 BC
• Unknown quantity, but likely
~300,000 scrolls
• Created a papyrus shortage
and the promotion of
parchment
Could anyone find anything?
Image from Wikipedia.org
3. Where are your analytics looking?
Image courtesy of http://www.flickr.com/photos/urbanwoodchuck/3941783849
4. Innovation Opportunity Abounds
OPEN
INNOVATION
VALUE-
BASED
BUSINESS EMR
MODELS CLOUD
HIGH- COMPUTING
PERFORMANCE
ANALYTICS NON-
TRADITIONAL
TELEMEDICINE DATA SOURCES
GENOMICS
PERVASIVE
Image courtesy of http://www.flickr.com/photos/ishmaelo COMPUTING
5. You and 49 friends, enemies, and strangers
One pen flashlight each
One exit hatch somewhere
Hatch is weight activated (over 5,000 lbs.)
Image courtesy of http://www.flickr.com/photos/smemon
6. Emerging from the Dark
Alignment of Shared
Incentives & Data &
Goals Insights
Structural
Organization
7. Convergence
The transformations needed in the
healthcare ecosystem require shared
data and insights across previously
siloed markets
(payers, providers, regulators, and
pharma)
An era of collaboration around health analytics
8. The Promise of Health Analytics
Clinical
Health analytics is the domain of
advanced analytics focused on
providing strategic insights into
the inter-dependencies in health
outcomes, profitability, and
preferences and behaviors. *
Patient-
Individual Centered Financial
Health
Operational
* Burke, J (2011) “The Next Era is Here”, A Shot in the Arm, SAS Institute
9. A “Target Rich Environment”
Source: Burke, J., The World of Health Analytics”, in “Healthcare Informatics: Improving Efficiency and
Productivity”, CRC Press, 2010
11. Other Examples
Clinical Trials Bundled Contract Health Risk
Optimization Payment Effectiveness Stratification &
Analytics Optimization
12. Do we care about “big data” or “big insights”?
Image courtesy of http://www.flickr.com/photos/strangrthancandy
13. DATA Issues INSIGHT Issues
Storage Innovation
Structure Health Outcomes
Timeliness Profitability
Semantics & Language Productivity
Validity Translational Science
Reliability Customer Intimacy
Triage Risk
Pedigree Value
Image courtesy of http://www.flickr.com/photos/jdhancock
14. PQRI, Meaningful Use, ACO, Medicare, NQF, NCQA, AHRQ…
In an industry with more than
1,000 measures, how will we
know which ones actually
matter?
15.
16. Hypothesis- or Data-Driven?
Theoretical Data
Framework Investigation
Testable Testable
Hypothesis Hypothesis
Empirical Study Theoretical
Framework
Data Empirical Study
Investigation
HISTORICAL VIEW ALTERNATE VIEW
17. Example: Health Outcomes Analysis
What Happens with “Patients Like This One”
Credits: Flickr user jonicdao
18. Policy- or Practice-Oriented?
Genetic
Genomic Profile Genetic Markers
Demographics Medications
Co-Morbidities Drug Response
Broad
Individuals
Groups
Subscriptions Adherence
Credit
Social Media
Information
Purchasing
Website Traffic
Patterns
TV Habits Geography
Environment & Behavior
20. CONTACT INFORMATION
Jason Burke
Web: http://BurkeAdvisoryGroup.com
Blog: http://jasonburke.us
Twitter: @JaBurke
http://twitter.com/jaburke
Credits: Dot pattern by Flickr user vectorportal
Editor's Notes
ABSTRACT: A modern health enterprise— where business and clinical decisions are powered by advanced analytics -- stands in stark contrast to the existing status quo. Our industry’s analytical lens must shift from the retrospective, presumptive, and population-oriented practices and policies commonlyused today towards collaborative, data-driven, predictive, patient-centered, and real-time engagement-oriented processes. In this session, you’ll hear how success in insight driven healthcare requires new business competencies, technical capabilities, and strong leadership.