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Updated: Apr 7, 2026
Integrating Computerized Linguistic and Social Network Analyses to Capture Addiction Recovery Capital in an Online Community
Published on: May 31, 2019
Multi-source recruitment strategies for advancing addiction recovery research beyond treated samples
Meenakshi Sabina Subbaraman1, Alexandre B Laudet2, Lois A Ritter1
1Alcohol Research Group, 6475 Christie Avenue, Suite 400, Emeryville, CA 94608-1010.
Background:
The lack of established sampling frames makes reaching individuals in recovery from substance problems difficult. Although general population studies are most generalizable, the low prevalence of individuals in recovery makes this strategy costly and inefficient. Though more efficient, treatment samples are biased.
Aims:
To describe multi-source recruitment for capturing participants from heterogeneous pathways to recovery; assess which sources produced the most respondents within subgroups; and compare treatment and non-treatment samples to address generalizability.
Results:
Family/friends, Craigslist, social media and non-12-step groups produced the most respondents from hard-to-reach groups, such as racial minorities and treatment-naïve individuals. Recovery organizations yielded twice as many African-Americans and more rural dwellers, while social media yielded twice as many young people than other sources. Treatment samples had proportionally fewer females and older individuals compared to non-treated samples.
Conclusions:
Future research on recovery should utilize previously neglected recruiting strategies to maximize the representativeness of samples.
