Related Experiment Video
Updated: May 12, 2025

Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack
Published on: May 15, 2020
Measuring Health-Related Social Risks in a Lung Cancer Screening Cohort
Farouk Dako1, Pavel Karasek2, James Seward3
1Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania; Director, Center for Global and Population Health Research in Radiology.
Objective:
To evaluate the feasibility and limitations of measuring health-related social risks (HRSRs) affecting individuals in a lung cancer screening (LCS) cohort from multiple data sources.
Methods:
A single-institution study analyzed data from 227 participants in a pragmatic LCS trial in west and southwest Philadelphia. HRSRs were assessed using three approaches: (1) electronic health records (EHRs) capturing individual-level social risks (eg, financial strain, housing stability); (2) neighborhood-level analysis using a modified Yost index to determine socio-economic status; and (3) semistructured interviews with 15 participants to identify barriers and facilitators to LCS adherence.
Results:
EHR data revealed financial strain and housing instability as the most documented HRSRs, although missing data ranged from 64% to 69%. Neighborhood-level analysis showed participants had lower socio-economic status compared with their broader communities, with Yost index scores of 1.28 (west Philadelphia) and 1.20 (southwest Philadelphia). Interviews highlighted limited knowledge of LCS (87% unaware before clinician referral), reliance on public or supplemental transportation, and overall trust in health care providers. Transportation was not a significant reported barrier to LCS adherence.
Discussion:
This study demonstrates the promise and limitations of EHR data, neighborhood-level data, and patient interviews to assess HRSRs. Although EHRs provided limited and inconsistent data, interviews captured granular individual experiences, and neighborhood-level analysis contextualized socio-economic influences. Comprehensive and consistent data collection across multiple sources is critical in understanding HRSRs experienced by individuals.
Related Concept Videos
Statistical Methods for Analyzing Epidemiological Data
Relative Risk
Types of Biopharmaceutical Studies: Controlled and Non-Controlled Approaches
Non-controlled studies, commonly employed for initial exploration, lack a control group, rendering them susceptible to biases and external influences. In contrast,...
Lung Capacity
Observational Studies
There are three types of observational studies – Prospective, retrospective, and cross-sectional.
Prospective Study
Prospective studies, also known as longitudinal or cohort studies, are carried out by collecting future data from groups sharing similar characteristics. One...
Cancer Survival Analysis

