Dirty Data- A Plague for the Electronic Health Record
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1 Dirty Data- A Plague for the Electronic Health Record WHIMA 2007 Fall Conference Kathy Callan, MA RHIA Dictionary Definition: Plague an epidemic disease that causes high mortality; pestilence. any widespread affliction, calamity, or evil, esp. one regarded as a direct punishment by God: a plague of war and desolation. any cause of trouble, annoyance, or vexation: Uninvited guests are a plague. to trouble, annoy, or torment in any manner: The question of his future plagues him with doubt. to afflict with any evil: He was plagued by allergies all his life. 1
2 Why is Data Quality Important? Reduce Medication Errors Improve Outcomes & Reporting Research Patient Legal Accreditation & Licensing Reimbursement (P4P) Improve Efficiency Achieving a Data Culture Health Info & Technology Deliver Data Technology Business Process People Business Strategy 2
3 Categories of Errors Systematic: programming mistakes, bad definitions, violation of rules established for data collection; poorly defined rules; and poor training Random: keying error, data transcription problems, hardware failure, 3
4 Implementing EHR Documentation Improvement Greater focus on standardized documentation procedures. Shift from the traditional retrospective method of auditing data to front-end acquisition of quality data and transfer of that data Model for EHR Documentation Improvement Accuracy: Ensure data has the correct value, are valid and attached to the correct patient. Policies exist on how to take BP, when to take BP, who takes and records the BP. Accessibility: Data items should be easily obtainable and legal to access with strong protections and controls built into the process. Data from previous encounters is brought forward. 4
5 Model for EHR Documentation Improvement (Con t) Comprehensiveness: All required data items are included; ensure the entire scope of data is collected and document intentional limitations. Includes all components required by regulatory agencies and accreditation bodies, e.g. pain assessment, pain intensity. Consistency: The value of the data should be reliable and the same across applications. Data values and required content are the same across the organization Currency: The data should be up-to-date. Policies exist to ensure most current data are entered or verified for each component. When auto-population of data occurs, author validates and updates, as necessary. Model for EHR Documentation Improvement (Con t) Definition: Clear definitions should be provided so the current and future data users will know what the data mean; each data element should have clear meaning and acceptable values. Standardized data definitions for each required component. Granularity: Attributes and values of data should be defined at the correct level of detail. Attributes for each field are defined, e.g. blood pressure 5
6 Model for EHR Documentation Improvement Granularity: Attributes and values of data should be defined at the correct level of detail. Precision: Data values should be just large enough to support the application or process. Relevancy: The data are meaningful to the performance of the process or application for which they are collected. Timeliness: Timeliness is determined by how the data are being used and their context. Data Strategies Context Management Single Sign-On Interfaces Integration Duplication of key information in both systems Data Conversion 6
7 Data Quality Best Practices Standardize documentation practices in compliance with regulatory and legal requirements. Design of applications and data entry screens Front-end acquisition of data Data Integrity A program of repeated assessment, feedback and training. Data Dictionary Data Standards Data Dictionary 7
8 Data Dictionary Pt Case Common Standards Used Today Health Level 7 (HL7) ( Continuity of Care Record (CCR) ( National Council for Prescription Drug Programs (NCPDP) ( Digital Imaging and Communications in Medicine (DICOM) ( 8
9 Common Standards Used Today Systematized Nomenclature of Medicine Clinical Terms (SNOMED CT) ( Logical Observation Identifiers, Names and Codes (LOINC) ( International Classification of Diseases, Ninth Revision, Clinical Modification (ICD-9-CM) ( Current Procedural Terminology (CPT) ( 11 Common Data Sets ASTM International s E a Practice for Content and Structure of the Electronic Health Record Minimum Essential Data Set ASTM International s WK4363 Standard Specification for the Continuity of Care Record (CCR) Doctor s Office Quality Information Technology s Data Element Specification v Electronic Medical Summary project (Canada) Core Data Set International Organization for Standardization (ISO)/TS Health Informatics: Requirements for an Electronic Health Record Architecture 9
10 11 Common Data Sets (con t.) Joint Commission on Accreditation of Healthcare Organizations Comprehensive Accreditation s Manual for Ambulatory Care: Information Management Standards 6.20, EP1 Centers for Medicare and Medicaid Services Minimum Data Set, Version 2.0, for Nursing Home Resident Assessment and Care Screening National Center for Vital and Health Statistics Core Health Data Elements Centers for Medicare and Medicaid Services and the Joint Commission on National Hospital Quality Measures AHIMA s Personal Health Record Minimum Common Data Elements Health Level Seven s Clinical Document Architecture, release 2 Role of HIMS Develop EHR data quality models with clinical partners. Align standard documentation practices with clinical practice. Provide expertise on accreditation and regulatory documentation requirements. Audit and monitoring check points. Develop recommendations for resolution of data collection processes that are at risk. Resolution may involve people, processes, or systems. Educate and transfer knowledge of data content standards within the organization and to vendors: 10
11 References AHIMA e-him Workgroup. Model for Implementing an EHR Documentation Improvement Process Available online at 3/2007. AHIMA e-him Workgroup on EHR Data Content. "Data Standard Time: Data Content Standardization and the HIM Role." Journal of AHIMA 77, no.2 (February 2006): AHIMA e-him Work Group on EHR Data Content. "Guidelines for Developing a Data Dictionary." Journal of AHIMA 77, no.2 (February 2006): 64A-D. Resources The office of the National Coordinator for Health Information Technology, U.S. Department of Health & Human Service. Recommended Requirements for Enhancing Data Quality in Electronic Health Record Systems. June AHIMA e-him Resources FORE Library: HIM Body of Knowledge 11
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