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Receiver Operating Characteristic Plot01:15

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A ROC (Receiver Operating Characteristic) plot is a graphical tool used to assess the performance of a binary classification model by illustrating the trade-off between sensitivity (true positive rate) and specificity (false positive rate). By plotting sensitivity against 1 - specificity across various threshold settings, the ROC curve shows how well the model distinguishes between classes, with a curve closer to the top-left corner indicating a more accurate model. The area under the ROC curve...
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Accuracy of Physical Function-based Fall Risk Assessments Among Community-Dwelling Older Adults: An ROC Analysis.

Estefania Zamarripa1,2, Kworweinski Lafontant1,2, David H Fukuda1

  • 1Institute of Exercise Physiology and Rehabilitation Science, University of Central Florida, Orlando, FL, USA.

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Timed-Up-and-Go (TUG) and Short Physical Performance Battery (SPPB) show low accuracy for fall risk screening in older adults. Center-of-pressure postural sway path length (PS) may be a more effective measure for identifying high fall risk.

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Area of Science:

  • Gerontology
  • Biomechanics
  • Clinical Assessment

Background:

  • Physical function assessments like the Timed-Up-and-Go (TUG) and Short Physical Performance Battery (SPPB) are widely used for fall risk evaluation in older adults.
  • However, these common assessments may misclassify individuals, leading to potential under or overestimation of fall risk.
  • Center-of-pressure postural sway path length (PS) is a criterion measure for fall risk, but its comparative performance against TUG and SPPB is not well-established.

Purpose of the Study:

  • To compare the sensitivity, specificity, and accuracy of TUG, SPPB, and PS in classifying community-dwelling older adults as high or low fall risk.
  • To determine if TUG and SPPB are more suitable for assessing general physical function rather than specific fall risk.
  • To provide evidence-based recommendations for clinicians regarding the most effective fall risk screening tools.

Main Methods:

  • A cross-sectional study was conducted with 234 community-dwelling older adults (mean age 75.0±7.0 years).
  • Standard cutoff values were used: SPPB (<7), TUG (≥20 seconds), and PS (>30 cm) to categorize participants.
  • McNemar tests were employed to compare the classification agreement between the three fall risk assessments.

Main Results:

  • Postural sway path length (PS) identified 115 participants at high risk, while TUG identified 10 and SPPB identified 40.
  • Compared to PS, TUG demonstrated a sensitivity of 4.3%, specificity of 95.8%, and accuracy of 50.9%.
  • SPPB showed a sensitivity of 23.5%, specificity of 89.1%, and accuracy of 56.8% when compared against PS.

Conclusions:

  • Both TUG and SPPB exhibited low sensitivity and accuracy in identifying high fall risk when compared to PS.
  • These findings suggest that TUG and SPPB may be better indicators of general physical function than specific fall risk.
  • Clinicians are advised to consider using PS or other criterion measures for more accurate fall risk screening in older adults.