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J Am Med Inform Assoc 15:715-722 doi:10.1197/jamia.M2905
  • Perspectives on Informatics

Advancing the Framework: Use of Health Data—A Report of a Working Conference of the American Medical Informatics Association

Table 1

Selection from Taxonomy on Dimensions of Data Use

Uses of Data Factors Influencing Authorization for Use of Healthcare Data
  • A. Protect and enhance public health

  •  Enable and support biosurveillance

  •  Monitor and report vital statistics

  •  Monitor and report biometric demographics (e.g. weight, height, blood pressure, normal lab values)

  •  Identify, monitor, and report health and illness trends

  •  Identify, monitor, and report infectious diseases (e.g. culture, serology, DNA/RNA probe results)

  •  Export data to health registries

  •  Cancer or rare disease registries

  •  Drug and device registries

  •  Report toxic exposures (e.g. smoking, Agent Orange)

  • B. Develop security and confidentiality algorithms and test de-identification routines

  • C. Conduct research

  • D. Create and maintain terminology and representation formalisms

  • E. Develop and apply decision support for health care providers

  •  Develop and test the efficacy of decision support algorithms

  •  Develop order sets, rules, and alert

  • F. Support quality of patient care

  •  Manage quality and outcomes

  •  Manage staffing and resources

  •  Develop and assess quality indicators

  •  Support quality reporting (e.g. HEDIS)

  • G. Improve patient safety

  •  Conduct pharmacovigilance (post market drug and device surveillance)

  •  Detect and analyze adverse and sentinel events

  •  Support risk profiling

  •  Monitor and survey to prevent patient adverse events

  • H. Manage personal health

  •  Provide patient-specific feedback and assessments of progress toward health goals

  •  Maintain personal health records

  •  Provide links to knowledge resources based on personal health information

  • I. Educate and credential healthcare providers and assess training activities (e.g. types and outcomes of procedures)

  • J. Analyze and Manage Finances

  •  Conduct automated billing, claims processing

  •  Analyze activity-based charge capture, cost accounting

  •  Develop predictive models of costs and accounting

  • K. Detect fraud and illicit activity

  •  Detect illegal and inappropriate activity (e.g., Medicare upcoding)

  •  Report drug screen results to detect illegal drug use

  • L. Identify markets and promote sales

  •  Conduct market research

  •  Target marketing to physicians

  •  Target marketing to patients and families

  • 1. Requirements Imposed on Use of Healthcare Data

  • A. Identification Status

  •  Patient-identifiable data

  •  De-identified data (HIPAA definition)

  •  Anonymized data

  •  No linkage possible (alteration of PHI, precluding linkage)

  •  Relinkable data

  •  Linked with protected key (trusted third party)

  • B. Consent provided at the time of data collection

  •  No consent by the individual

  •  Consent by the individual

  •  Broad and unspecified

  •  Time-limited consent

  •  Consented for partial, source specific use (e.g., no psychiatric data)

  •  Consented for the particular type of use

  • C. Demographic representation

  •  Age

  •  Race

  •  Gender

  •  SES

  •  Insurance status

  • D. Focus on a vulnerable population (e.g. prisoners, pregnant women, undocumented immigrants)

  • E. Original collector and aggregator of the data

  •  Government

  •  Health Plan

  •  Other private entity

  • F. Proposed user of the data

  •  Government agency

  •  Academic institution

  •  Private, not-for-profit entity

  •  Private, for-profit entity

  • G. Funding source for use

  •  Government agency

  •  Academic institution

  •  Private, not-for-profit entity

  •  Private, for-profit entity

  • H. Financial compensation to data collector or data steward for providing data to a second party

  •  No compensation

  •  Compensation

  • I. Beneficiary of use

  •  Society

  •  Researcher

  •  Academic institution/medical center

  •  Private, for-profit entity (e.g., financial gain)

  • J. Disclosure of use

  •  Not disclosed publicly

  •  Publicly disclosed

  •  Disclosure of results only

  •  Disclosure of research methods utilized

  •  Disclosure of analytic principles that guide data use

  • K. Required level of consent and authorization

  •  IRB evaluation not required

  •  IRB evaluation required

  •  No consent by the individual required

  •  Consent by the individual required

  • L. Compensation of patients

  •  No compensation required

  •  Compensation of individual patients required

  • 2. Existing and potential sources of data for use

  •  A. Public Use Datasets

  •  i) Medicare

  •  ii) Medicaid

  •  iii) CDC surveys (some Primary data use, e.g. NHANES)

  •  B. Private Datasets

  •  Open-source data

  •  Commercial use datasets (at patient level)

  •  Pharmacy benefit/claims manager

  •  Provider databases

  •  Individual providers

  •  Aggregated data from provider consortia

  •  Consortium databases

  •  caBIG

  •  CTSA recipients

  •  University Health Systems Consortium

  •  Aggregated clinical repositories hosted by HIT vendors

  •  Personal health records, including patient-entered data

  •  Health Information Exchanges (RHIOs, etc)

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