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Development and validation of a brief assessment of normative health and health-related social needs using the Simple Segmentation Tool.

Publication ,  Journal Article
Matchar, D; Vashishtha, R; Jing, X; Sivapragasam, N; Sim, R; Chong, JL
Published in: BMC Health Serv Res
February 11, 2025

OBJECTIVES: Population segmentation provides a promising solution to address patients' complex needs to provide "whole person" care. The primary objective of this study is to create an expert-based algorithm based on combinations of medical and social characteristics derived from the Simple Segmentation Tool (SST), that are indicative of high value health and health-related social service (HASS) needs for an elderly population. The secondary objective was to examine the association between failing to meet the HASS needs 3-months post hospital discharge suggested by the algorithm and adverse outcomes over the ensuing year. DESIGN & SETTING: Based on a parsimonious set of 10 patient characteristics identified in the SST, a representative expert panel was engaged using the Modified Appropriateness Methodology (MAM). A prospective study was then performed on patients admitted to the Singapore General Hospital, using HASS needs identified at discharge and met needs at 3 months post-discharge follow-up of services received, to assess whether unmet needs were associated with higher adverse outcomes in the year following discharge. The primary outcome of interest was time to all-cause mortality over 12-months post-discharge and was assessed with Cox regression analysis. RESULTS: The MAM exercise resulted in 12 normatively defined high value services, using a combination of patients' medical and social characteristics based on the SST, as well as a list of means of providing those service needs. The all-cause mortality hazard ratio of having at least one unmet need versus having all needs met for individuals deemed to be chronically symptomatic at discharge was 1.949, (95% CI: 0.99 - 3.84, and p = 0.05), while for those who were either healthy or only had asymptomatic chronic conditions the all-cause mortality ratio of having at least one unmet need versus having all needs met was 0.28 (95% CI = 0.06-1.27 and p-value = 0.10). The hazard ratio for ED visits and hospital readmission were above one but did not reach level of 95% confidence level. CONCLUSION: The SST methodology provides a practical way to assess HASS needs that are predictive of mortality when needs are not met. It could serve as a screening tool to identify individuals who are likely to benefit from detailed care planning and follow-up.

Duke Scholars

Published In

BMC Health Serv Res

DOI

EISSN

1472-6963

Publication Date

February 11, 2025

Volume

25

Issue

1

Start / End Page

230

Location

England

Related Subject Headings

  • Singapore
  • Prospective Studies
  • Patient Discharge
  • Needs Assessment
  • Middle Aged
  • Male
  • Humans
  • Health Policy & Services
  • Female
  • Algorithms
 

Citation

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MLA
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Matchar, D., Vashishtha, R., Jing, X., Sivapragasam, N., Sim, R., & Chong, J. L. (2025). Development and validation of a brief assessment of normative health and health-related social needs using the Simple Segmentation Tool. BMC Health Serv Res, 25(1), 230. https://doi.org/10.1186/s12913-025-12364-x
Matchar, David, Rakhi Vashishtha, Xu Jing, Nirmali Sivapragasam, Rita Sim, and Jia Loon Chong. “Development and validation of a brief assessment of normative health and health-related social needs using the Simple Segmentation Tool.BMC Health Serv Res 25, no. 1 (February 11, 2025): 230. https://doi.org/10.1186/s12913-025-12364-x.
Matchar D, Vashishtha R, Jing X, Sivapragasam N, Sim R, Chong JL. Development and validation of a brief assessment of normative health and health-related social needs using the Simple Segmentation Tool. BMC Health Serv Res. 2025 Feb 11;25(1):230.
Matchar, David, et al. “Development and validation of a brief assessment of normative health and health-related social needs using the Simple Segmentation Tool.BMC Health Serv Res, vol. 25, no. 1, Feb. 2025, p. 230. Pubmed, doi:10.1186/s12913-025-12364-x.
Matchar D, Vashishtha R, Jing X, Sivapragasam N, Sim R, Chong JL. Development and validation of a brief assessment of normative health and health-related social needs using the Simple Segmentation Tool. BMC Health Serv Res. 2025 Feb 11;25(1):230.
Journal cover image

Published In

BMC Health Serv Res

DOI

EISSN

1472-6963

Publication Date

February 11, 2025

Volume

25

Issue

1

Start / End Page

230

Location

England

Related Subject Headings

  • Singapore
  • Prospective Studies
  • Patient Discharge
  • Needs Assessment
  • Middle Aged
  • Male
  • Humans
  • Health Policy & Services
  • Female
  • Algorithms