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Updated: Jun 6, 2026

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Integrating Computerized Linguistic and Social Network Analyses to Capture Addiction Recovery Capital in an Online Community
Published on: May 31, 2019
How can we begin to measure recovery?
Karen Dodge1, Barbara Krantz, Paul J Kenny
1Hanley Center, USA. kdodge@hanleycenter.org
Substance Abuse Treatment, Prevention, and Policy
|December 9, 2010
Summary
This study defines substance abuse recovery using a multidimensional model with seven domains. This framework can help assess recovery in future addiction treatment studies.
Area of Science:
- Addiction research
- Psychiatry
- Public Health
Background:
- The definition of substance abuse recovery lacks consensus in scientific literature.
- Existing definitions may not fully capture the complexity of the recovery process.
- A clear, comprehensive definition is needed for effective treatment and research.
Purpose of the Study:
- To develop a comprehensive conceptual model of substance abuse recovery.
- To integrate perspectives from addiction treatment professionals, individuals in recovery, and researchers.
- To establish an empirically testable framework for understanding and measuring recovery.
Main Methods:
- Literature review to synthesize existing knowledge on addiction recovery.
- Participatory research design involving key stakeholders in addiction treatment.
- Development of a multidimensional conceptual model based on collected data.
Main Results:
- A seven-domain conceptual model of recovery was constructed: physical, biomarker, psychological, psychiatric, chemical dependency, family/social, and spiritual.
- Each domain was operationally defined with reliable and valid measurement instruments identified.
- The model is proposed for empirical testing using confirmatory factor analysis.
Conclusions:
- The proposed model offers a validated, multidimensional view of substance abuse recovery.
- This framework can standardize the assessment of recovery in future treatment outcome studies.
- Empirical support for the model will enhance the scientific understanding of addiction recovery.
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