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Research ArticleMethodology

A Method for Estimating Relative Complexity of Ambulatory Care

David A. Katerndahl, Robert Wood and Carlos Roberto Jaén
The Annals of Family Medicine July 2010, 8 (4) 341-347; DOI: https://doi.org/10.1370/afm.1157
David A. Katerndahl
MD, MA
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Robert Wood
DrPH
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Carlos Roberto Jaén
MD, PhD
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Abstract

PURPOSE We wanted to demonstrate a method for calculating the relative complexity of ambulatory clinical encounters.

METHODS Measures of complexity should reflect the complexity of the typical encounter and across encounters. If inputs represent the information transferred from the patient to the physician, then inputs include history, physical examination, testing, diagnoses, and patient demographics. Outputs include medications prescribed and other therapies used, including education and counseling, procedures performed, and disposition. The complexity of each input/output is defined as the mean input/output quantity per clinical encounter weighted by its inter-encounter diversity (range of possibilities used) and variability (visit-to-visit change). In complex systems, as the information in the input increases linearly, the complexity of the system increases exponentially. To assess the impact of the complexity of the encounter on the physician, we adjusted the estimated complexity by the duration-of-visit.

RESULTS Using the 2000 NAMCS database, we calculated input and output complexities for 3 specialties. Construct validity was affirmed by comparing the relative rankings of complexity against relative rankings using other complexity-related measures. Although total relative complexity was similar for family medicine (44.04 ± 0.0024 SE) and cardiology (42.78 ± 0.0004 standard error [SE]), when adjusted for duration-of-visit, family medicine had a greater complexity density per hour (167.33 ± 0.0095 SE) than either cardiology (125.4 ± 0.0117 SE) or psychiatry (31.21 ± 0.0027 SE).

CONCLUSIONS This method estimates complexity based on the amount of care provided weighted by its diversity and variability. Such estimates could have broad use for interphysician comparisons as well as longitudinal applications.

  • Systems theory
  • nonlinear dynamics
  • ambulatory care
  • process assessment (health care)

Footnotes

  • Conflicts of interest: none reported

  • Funding support: This project was supported in part by a grant from the Texas Academy of Family Physicians Foundation

  • This project was presented in part at the annual meeting of the Society for Chaos Theory in Psychology and Life Sciences in Boston, Massachusetts on August 8–10, 2003.

  • Received for publication April 16, 2003.
  • Revision received December 16, 2009.
  • Accepted for publication December 31, 2009.
  • © 2010 Annals of Family Medicine, Inc.
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The Annals of Family Medicine: 8 (4)
The Annals of Family Medicine: 8 (4)
Vol. 8, Issue 4
1 Jul 2010
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A Method for Estimating Relative Complexity of Ambulatory Care
David A. Katerndahl, Robert Wood, Carlos Roberto Jaén
The Annals of Family Medicine Jul 2010, 8 (4) 341-347; DOI: 10.1370/afm.1157

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A Method for Estimating Relative Complexity of Ambulatory Care
David A. Katerndahl, Robert Wood, Carlos Roberto Jaén
The Annals of Family Medicine Jul 2010, 8 (4) 341-347; DOI: 10.1370/afm.1157
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  • Article
    • Abstract
    • INTRODUCTION
    • EVIDENCE OF COMPLEXITY IN PRIMARY CARE
    • ESTIMATING COMPLEXITY
    • CURRENT ESTIMATES OF COMPLEXITY
    • METHOD FOR ESTIMATING THE COMPLEXITY OF AMBULATORY CARE
    • CRITIQUE OF ESTIMATION METHOD
    • COMPLEXITY DENSITY
    • POTENTIAL APPLICATIONS
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