Related Experiment Video
Updated: Feb 22, 2026

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Identifying persons with chronic conditions in a managed care setting. A comparison of methods
1DA Driscoll, PA Fishman, Center for Health Studies, Group Health Cooperative, Seattle, WA, USA
Abstract:
PURPOSE: Together, the sophisticated computerized information systems and defined, stable populations within Health Maintenance Organizations (HMOs) can reduce imprecision associated with modeling disease incidence and prevalence. Such data are useful for resource allocation, intervention planning, epidemiological study and surveillance. Identifying all cases of illness within such a defined population is vital to these aims, yet detailed diagnostic information is lacking in many pre-paid plans. In this presentation, diagnostic and prescription data are compared for their ability to assess the treatment prevalence for 28 chronic medical conditions.METHODS: Group Health Cooperative is a mixed model HMO in Western WA state. Automated records for calendar year 1999 were examined for 182,174 commercially insured patients age 20-64. Prescription drug data and International Classification of Disease-9(th) Clinical Modification codes (ICD-9CM) were used to identify 28 chronic medical conditions among patients. Chi square tests were performed to compare results produced by the two methods.RESULTS: The diagnostic method worked best for conditions with no clear pharmacologic treatment. However, the pharmacy-based method better identified patients with chronic illnesses initially diagnosed prior to 1999, and with disorders for which standard diagnostic codes are inconsistently utilized, such as mental health conditions.CONCLUSIONS: While both diagnostic and pharmacy-based methods perform well in identifying a limited set of conditions, each performs poorly under certain circumstances. A hybrid method utilizing both diagnostic and pharmacy data may be more appropriate for an HMO setting. Additional research is needed to develop and refine such a method.
More Related Videos
06:55Inverse Probability of Treatment Weighting Propensity Score using the Military Health System Data Repository and National Death Index
Published on: January 8, 2020
11:21Methodology for Establishing a Community-Wide Life Laboratory for Capturing Unobtrusive and Continuous Remote Activity and Health Data
Published on: July 27, 2018
Related Concept Videos
Methods of Documentation VI: Case Management Model
For example, a patient with a chronic...
Methods Of Healthcare Delivery System
Managed Care System:
The managed care system is designed to control the cost while maintaining the quality of care. The patient's care from admission to discharge is planned by the primary care provider or the case manager, also known as the gatekeeper. In a managed care system, the number of care providers is...
Documentation in Long-Term and Home Healthcare Setting
Long-Term Care Facilities
Methods of Documentation V: CBE
In CBE, healthcare professionals establish predefined standards of practice that define what constitutes...
Methods of Documentation II: POMR
Chronic Obstructive Pulmonary Disease-IV: Assessement and Diagnostic Studies
Medical History