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Using Factor Analysis to Streamline Social Screening for the Emergency Department
Melissa A Meeker1, Diana M Bongiorno1, Danielle Cullen2
1Department of Emergency Medicine, Massachusetts General Hospital, Boston, Massachusetts, USA.
Summary
Emergency department screening for social needs is often incomplete. A new, consolidated questionnaire framework can improve response rates and streamline patient assessments.
Area of Science:
- Public Health
- Health Services Research
- Social Determinants of Health
Background:
- Emergency departments (EDs) face challenges with lengthy social risk/need screening tools, leading to incomplete patient surveys.
- Streamlining these screening tools is crucial for effective clinical implementation.
Purpose of the Study:
- To guide the development of a more efficient ED-based social risk/need screener.
- To analyze patient populations by questionnaire completeness and response patterns.
- To assess the impact of age on social risk/need measurement.
Main Methods:
- Cross-sectional study of 330,109 patients responding to a 10-item social risk/need questionnaire (Feb 2019-Mar 2023).
- Descriptive analyses stratified patients by response rate (<60% vs. ≥60%).
- Factor analysis identified social risk/need constructs within the higher response group.
Main Results:
- 75% of patients completed the survey; 9% had lower response rates.
- Lower response group had more caregivers of young children and commercially insured patients.
- Factor analysis identified three constructs: core resources, housing, and ability to work.
- Key indicators included paying utilities, housing instability, and unemployment.
Conclusions:
- Incomplete social risk/need questionnaires are prevalent in this health system.
- A three-factor framework (core resources, housing, ability to work) emerged from the data.
- This framework will inform a consolidated questionnaire for EDs to improve response rates.
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