Abstract
We evaluated program capacity factors associated with client outcomes in publicly funded substance abuse treatment organizations in one of the most populous and diverse regions of the United States. Using multilevel cross-sectional analyses of program data (n = 97) merged with client data from 2010 to 2011 for adults (n = 8,599), we examined the relationships between program capacity (leadership, readiness for change, and Medi-Cal payment acceptance) and client wait time and treatment duration. Acceptance of Medi-Cal was associated with shorter wait times, whereas organizational readiness for change was positively related to treatment duration. Staff attributes were negatively related to treatment duration. Overall, compared to low program capacity, high program capacity was negatively associated with wait time and positively related to treatment duration. In conclusion, program capacity, an organizational indicator of performance, plays a significant role in access to and duration of treatment. Implications for health care reform implementation in relation to expansion of public health insurance and capacity building to promote health equities are discussed.
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Aarons, G. A. (2006). Transformational and transactional leadership: Association with attitudes toward evidence-based practice. Psychiatric Services, 57, 1162–1169. doi:10.1176/appi.ps.57.8.1162.
Aarons, G. A., Ehrhart, M. G., Farahnak, L. R., & Sklar, M. (2014a). Aligning leadership across systems and organizations to develop a strategic climate for evidence-based practice implementation. Annual Review of Public Health, 35, 255–274. doi:10.1146/annurev-publhealth-032013-182447.
Aarons, G. A., Farahnak, L. R., & Ehrhart, M. G. (2014b). Leadership and strategic organizational climate to support evidence-based practice implementation. In R. S. Beidas & P. C. Kendall (Eds.), Dissemination and implementation of evidence-based practices in child and adolescent mental health (pp. 82–97). New York, NY: Oxford University Press.
Adams, A. S., Soumerai, S. B., Lomas, J., & Ross-Degnan, D. (1999). Evidence of self-report bias in assessing adherence to guidelines. International Journal for Quality in Health Care, 11, 187–192. doi:10.1093/intqhc/11.3.187.
Alegría, M., Page, J. B., Hansen, H., Cauce, A. M., Robles, R., Blanco, C., & Berry, P. (2006). Improving drug treatment services for Hispanics: Research gaps and scientific opportunities. Drug and Alcohol Dependence, 84, S76–S84. doi:10.1016/j.drugalcdep.2006.05.009.
Amaro, H., Arévalo, S., Gonzalez, G., Szapocznik, J., & Iguchi, M. Y. (2006). Needs and scientific opportunities for research on substance abuse treatment among Hispanic adults. Drug and Alcohol Dependence, 84, S64–S75. doi:10.1016/j.drugalcdep.2006.05.008.
Andrulis, D. P., Siddiqui, N. J., Purtle, J. P., & Duchon, L. (2010). Patient Protection and Affordable Care Act of 2010: Advancing health equity for racially and ethnically diverse populations. Washington, DC: Joint Center for Political and Economic Studies.
Appel, P. W., Ellison, A. A., Jansky, H. K., & Oldak, R. (2004). Barriers to enrollment in drug abuse treatment and suggestions for reducing them: Opinions of drug injecting street outreach clients and other system stakeholders. American Journal of Drug and Alcohol Abuse, 30, 129–153. doi:10.1081/ADA-120029870.
Avolio, B. J., Bass, B. M., & Jung, D. I. (1999). Re-examining the components of transformational and transactional leadership using the Multifactor Leadership Questionnaire. Journal of Occupational and Organizational Psychology, 72, 441–462. doi:10.1348/096317999166789.
Blakely, T. A., & Woodward, A. J. (2000). Ecological effects in multi-level studies. Journal of Epidemiology and Community Health, 54, 367–374. doi:10.1136/jech.54.5.367.
Blue Ribbon Task Force on NIDA Health Services Research. (2010). Report of the blue ribbon task force on health services research at the National Institute on Drug Abuse. Bethesda, MD: National Institute on Drug Abuse.
Broome, K. M., Flynn, P. M., Knight, D. K., & Simpson, D. D. (2007). Program structure, staff perceptions, and client engagement in treatment. Journal of Substance Abuse Treatment, 33, 149–158. doi:10.1016/j.jsat.2006.12.030.
California Health Interview Survey. (2009). Eligible Medi-Cal population data. Retrieved from http://www.chis.ucla.edu/main/.
Cameron, A. C., & Trivedi, P. K. (2009). Microeconometrics using Stata. College Station, TX: Stata Press.
Campbell, C. I., & Alexander, J. A. (2002). Culturally competent treatment practices and ancillary service use in outpatient substance abuse treatment. Journal of Substance Abuse Treatment, 22, 109–119. doi:10.1016/S0740-5472(02)00221-0.
Chalk, M. (2010). Healthcare reform and treatment: Changes in organization, financing, and standards of care. Presentation at the quarterly meeting of the County Alcohol and Drug Program Administrators Association of California, Sacramento, CA.
Claus, R. E., & Kindleberger, L. R. (2002). Engaging substance abusers after centralized assessment: Predictors of treatment entry and dropout. Journal of Psychoactive Drugs, 34, 25–31. doi:10.1080/02791072.2002.10399933.
Courtney, K. O., Joe, G. W., Rowan-Szal, G. A., & Simpson, D. D. (2007). Using organizational assessment as a tool for program change. Journal of Substance Abuse Treatment, 33, 131–137. doi:10.1016/j.jsat.2006.12.024.
D’Aunno, T. A. (2006). The role of organization and management in substance abuse treatment: Review and roadmap. Journal of Substance Abuse Treatment, 31, 221–233. doi:10.1016/j.jsat.2006.06.016.
DiMaggio, P. J., & Powell, W. W. (1983). The iron cage revisited: Institutional isomorphism and collective rationality in organizational fields. American Sociological Review, 48, 147–160. doi:10.2307/2095101.
Edwards, J. R., Knight, D. K., Broome, K. M., & Flynn, P. M. (2010). The development and validation of a transformational leadership survey for substance use treatment programs. Substance Use and Misuse, 45, 1279–1302. doi:10.3109/10826081003682834.
Evans, E., Li, L., & Hser, Y.-I. (2009). Client and program factors associated with dropout from court mandated drug treatment. Evaluation and Program Planning, 32, 204–212. doi:10.1016/j.evalprogplan.2008.12.003.
Farabee, D., Leukefeld, C. G., & Hays, L. (1998). Accessing drug-abuse treatment: Perceptions of out-of-treatment injectors. Journal of Drug Issues, 28, 381–394.
Fixsen, D. L., Naoom, S. F., Blase, K. A., Friedman, R. M., & Wallace, F. (2005). Implementation research: A synthesis of the literature (FMHI Publication No. 231). Tampa, FL: University of South Florida, Louis de la Parte Florida Mental Health Institute, National Implementation Research Network.
Friedmann, P. D., Lemon, S. C., Stein, M. D., & D’Aunno, T. A. (2003). Accessibility of addiction treatment: Results from a national survey of outpatient substance abuse treatment organizations. Health Services Research, 38, 887–903. doi:10.1111/1475-6773.00151.
Garner, B. R., Hunter, B. D., Godley, S. H., & Godley, M. D. (2012). Training and retaining staff to competently deliver an evidence-based practice: The role of staff attributes and perceptions of organizational functioning. Journal of Substance Abuse Treatment, 42, 191–200. doi:10.1016/j.jsat.2011.10.016.
Garnick, D. W., Lee, M. T., Horgan, C. M., & Acevedo, A. (2009). Adapting Washington Circle performance measures for public sector substance abuse treatment systems. Journal of Substance Abuse Treatment, 36, 265–277. doi:10.1016/j.jsat.2008.06.008.
Gotham, H. J., Claus, R. E., Selig, K., & Homer, A. L. (2010). Increasing program capability to provide treatment for co-occurring substance use and mental disorders: Organizational characteristics. Journal of Substance Abuse Treatment, 38, 160–169. doi:10.1016/j.jsat.2009.07.005.
Greener, J. M., Joe, G. W., Simpson, D. D., Rowan-Szal, G. A., & Lehman, W. E. K. (2007). Influence of organizational functioning on client engagement in treatment. Journal of Substance Abuse Treatment, 33, 139–147. doi:10.1016/j.jsat.2006.12.025.
Greenfield, S. F., Brooks, A. J., Gordon, S. M., Green, C. A., Kropp, F., McHugh, R. K., & Miele, G. M. (2007). Substance abuse treatment entry, retention, and outcome in women: A review of the literature. Drug and Alcohol Dependence, 86, 1–21. doi:10.1016/j.drugalcdep.2006.05.012.
Grella, C. E., & Joshi, V. (1999). Gender differences in drug treatment careers among clients in the National Drug Abuse Treatment Outcome Study. American Journal of Drug and Alcohol Abuse, 25, 385–406. doi:10.1081/ADA-100101868.
Guerrero, E. G. (2010). Managerial capacity and adoption of culturally competent practices in outpatient substance abuse treatment organizations. Journal of Substance Abuse Treatment, 39, 329–339. doi:10.1016/j.jsat.2010.07.004.
Guerrero, E. G. (2013). Enhancing access and duration in substance abuse treatment: The role of Medicaid payment acceptance and cultural competence. Drug and Alcohol Dependence, 132, 555–561. doi:10.1016/j.drugalcdep.2013.04.005.
Guerrero, E. G., Aarons, G. A., & Palinkas, L. A. (2014). Organizational capacity for service integration in community-based addiction health services. American Journal of Public Health, 104, e40–e47. doi:10.2105/AJPH.2013.301842.
Guerrero, E. G., & Andrews, C. M. (2011). Cultural competence in outpatient substance abuse treatment: Measurement and relationship to wait time and duration. Drug and Alcohol Dependence, 119, e13–e22. doi:10.1016/j.drugalcdep.2011.05.020.
Guerrero, E. G., Campos, M., Urada, D., & Yang, J. C. (2012a). Do cultural and linguistic competence matter in Latinos’ completion of mandated substance abuse treatment? Substance Abuse Treatment, Prevention, and Policy, 7, 34. doi:10.1186/1747-597X-7-34.
Guerrero, E. G., Cepeda, A., Duan, L., & Kim, T. (2012b). Disparities in completion of substance abuse treatment among Latino subgroups in Los Angeles County, CA. Addictive Behaviors, 37, 1162–1166. doi:10.1016/j.addbeh.2012.05.006.
Guerrero, E. G., Marsh, J. C., Duan, L., Oh, C., Perron, B., & Lee, B. (2013). Disparities in completion of substance abuse treatment between and within racial and ethnic groups. Health Services Research, 48, 1450–1467. doi:10.1111/1475-6773.12031.
Jarvis, D. (2010). Paying for integrated services: FQHC, Medi-Cal and other funding strategies [Webinar]. Retrieved from California Institute for Mental Health website: http://www.cimh.org/LinkClick.aspx?fileticket=ld56CkUu_VY%3D&tabid=804.
Kaynak, H. (2003). The relationship between total quality management practices and their effects on firm performance. Journal of Operations Management, 21, 405–435. doi:10.1016/S0272-6963(03)00004-4.
Knudsen, H. K., Ducharme, L. J., & Roman, P. M. (2006). Early adoption of buprenorphine in substance abuse treatment centers: Data from the private and public sectors. Journal of Substance Abuse Treatment, 30, 363–373. doi:10.1016/j.jsat.2006.03.013.
Lazarsfeld, P. F., & Henry, N. W. (1968). Latent structure analysis. Boston, MA: Houghton Mifflin.
Lee, N., & Cameron, J. (2009). Difference in self and independent ratings on an organisational dual diagnosis capacity measure. Drug and Alcohol Review, 28, 682–684. doi:10.1111/j.1465-3362.2009.00116.x.
Lehman, W. E. K., Greener, J. M., & Simpson, D. D. (2002). Assessing organizational readiness for change. Journal of Substance Abuse Treatment, 22, 197–209. doi:10.1016/S0740-5472(02)00233-7.
Lozeau, D., Langley, A., & Denis, J. L. (2002). The corruption of managerial techniques by organizations. Human Relations, 55, 537–564. doi:10.1177/0018726702055005427.
Lundgren, L., Amodeo, M., Krull, I., Chassler, D., Weidenfeld, R., de Saxe Zerden, L., & Beltrame, C. (2011). Addiction treatment provider attitudes on staff capacity and evidence-based clinical training: Results from a national study. American Journal on Addictions, 20, 271–284. doi:10.1111/j.1521-0391.2011.00127.x.
Marsh, J. C., Cao, D., Guerrero, E. G., & Shin, H. C. (2009). Need-service matching in substance abuse treatment: Racial/ethnic differences. Evaluation and Program Planning, 32, 43–51. doi:10.1016/j.evalprogplan.2008.09.003.
Mason, J. L. (1995). Cultural Competence Self-Assessment Questionnaire: A manual for users. Portland, OR: Portland State University, Research and Training Center on Family Support and Children’s Mental Health. Retrieved from http://www.racialequitytools.org/resourcefiles/mason.pdf.
McCarty, D., Gustafson, D. H., Wisdom, J. P., Ford, F., Choi, D., Molfenter, T., & Cotter, F. (2007). The Network for the Improvement of Addiction Treatment (NIATx): Enhancing access and duration. Drug and Alcohol Dependence, 88, 138–145. doi:10.1016/j.drugalcdep.2006.10.009.
McConnell, K. J., Hoffman, K. A., Quanbeck, A., & McCarty, D. (2009). Management practices in substance abuse treatment programs. Journal of Substance Abuse Treatment, 37, 79–89. doi:10.1016/j.jsat.2008.11.002.
McLellan, A. T., Carise, D., & Kleber, H. D. (2003). Can the national addiction treatment infrastructure support the public’s demand for quality care? Journal of Substance Abuse Treatment, 25, 117–121. doi:10.1016/S0740-5472(03)00156-9.
Meyer, J. W., & Rowan, B. (1977). Institutionalized organizations: Formal structure as myth and ceremony. American Journal of Sociology, 83, 340–352. doi:10.1086/226550.
Muthén, B. O. (2001). Latent variable mixture modeling. In G. A. Marcoulides & R. E. Schumacker (Eds.), New developments and techniques in structural equation modeling (pp. 1–33). Mahwah, NJ: Lawrence Erlbaum.
NIATx. (2011). Health reform readiness index. Retrieved from http://www.niatx.net/hrri/Instructions.aspx.
Oliver, C. (1991). Strategic responses to institutional processes. Academy of Management Review, 16, 145–179. doi:10.5465/AMR.1991.4279002.
Peyrot, M. (1991). Institutional and organizational dynamics in community-based drug abuse treatment. Social Problems, 38, 20–33. doi:10.1525/sp.1991.38.1.03a00020.
Pfeffer, J., & Salancik, G. R. (1978). The external control of organizations. New York, NY: Harper & Row.
Rawson, R., & McLellan, T. (2010). Health reform and treatment changes in organization, financing, and standards of care. Presentation at Los Angeles County Public Health Department, Los Angeles, CA.
Roman, P. M., Abraham, A. J., & Knudsen, H. K. (2011). Using medication-assisted treatment for substance use disorders: Evidence of barriers and facilitators of implementation. Addictive Behaviors, 36, 584–589. doi:10.1016/j.addbeh.2011.01.032.
Rubin, D. B. (1987). Multiple imputation for non-response in surveys. New York, NY: Wiley.
Saldana, L., Chapman, J. E., Henggeler, S. W., & Rowland, M. D. (2007). The Organizational Readiness for Change scale in adolescent programs: Criterion validity. Journal of Substance Abuse Treatment, 33, 159–169. doi:10.1016/j.jsat.2006.12.029.
Schaefer, J. L. (1997). Analysis of incomplete multivariate data. New York, NY: Chapman and Hall.
Schein, E. H. (2010). Organizational culture and leadership (4th ed.). San Francisco, CA: Jossey-Bass.
Shortell, S. M., Rundall, T. G., & Hsu, J. (2007). Improving patient care by linking evidence-based medicine and evidence-based management. Journal of the American Medical Association, 298, 673–676. doi:10.1001/jama.298.6.673.
Simpson, D. D. (2004). A conceptual framework for drug treatment process and outcomes. Journal of Substance Abuse Treatment, 27, 99–121. doi:10.1016/j.jsat.2004.06.001.
Simpson, D. D., & Flynn, P. M. (2007). Moving innovations into treatment: A stage-based approach to program change. Journal of Substance Abuse Treatment, 33, 111–120. doi:10.1016/j.jsat.2006.12.023.
Simpson, D. D., Joe, G. W., & Brown, B. S. (1997). Treatment duration and follow-up outcomes in the Drug Abuse Treatment Outcome Study (DATOS). Psychology of Addictive Behaviors, 11, 294–307. doi:10.1037/0893-164X.11.4.294.
Simpson, D. D., Joe, G. W., & Rowan-Szal, G. A. (2007). Linking the elements of change: Program and client responses to innovation. Journal of Substance Abuse Treatment, 33, 201–209. doi:10.1016/j.jsat.2006.12.022.
Sloboda, Z., & Schildhaus, S. (2002). A discussion of the concept of technology transfer of research-based drug “abuse” prevention and treatment interventions. Substance Use and Misuse, 37, 1079–1087. doi:10.1081/JA-120004167.
Stata. (2012). Stata 12 help for nbreg. Retrieved from http://www.stata.com/help.cgi?nbreg.
Tonigan, J. S. (2003). Project Match treatment participation and outcome by self-reported ethnicity. Alcoholism, Clinical and Experimental Research, 27, 1340–1344. doi:10.1097/01.ALC.0000080673.83739.F3.
von Sydow, K., Lieb, R., Pfister, H., Höfler, M., & Wittchen, H. U. (2002). What predicts incident use of cannabis and progression to abuse and dependence? A 4-year prospective examination of risk factors in a community sample of adolescents and young adults. Drug and Alcohol Dependence, 68, 49–64. doi:10.1016/S0376-8716(02)00102-3.
Xiang, L., Lee, A. H., Yau, K. K. W., & McLachlan, G. J. (2007). A score test for overdispersion in zero-inflated Poisson mixed regression model. Statistics in Medicine, 26, 1608–1622. doi:10.1002/sim.2616.
Zhang, Z., Friedmann, P. D., & Gerstein, D. R. (2003). Does duration matter? Treatment duration and improvement in drug use. Addiction, 98, 673–684. doi:10.1046/j.1360-0443.2003.00354.x.
Acknowledgments
We thank Director John Viernes, Tina Kim and her research staff at Los Angeles County, Substance Abuse Prevention and Control, who kindly provided the client data necessary for our analysis, as well as feedback on the final draft. We also appreciate all treatment providers who kindly provided the program data for our study. Finally, we thank Eric Lindberg, who assisted with the preparation and proofreading of the manuscript. Funding for this study was provided by the National Institute on Drug Abuse (R21DA035634-02) and the Hamovitch Center for Science in the Human Services at the School of Social Work, University of Southern California. Neither of these two institutions had further role in study design; in the collection, analysis, and interpretation of data; in the writing of the manuscript; nor in the decision to submit the manuscript for publication.
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Guerrero, E.G., Aarons, G.A., Grella, C.E. et al. Program Capacity to Eliminate Outcome Disparities in Addiction Health Services. Adm Policy Ment Health 43, 23–35 (2016). https://doi.org/10.1007/s10488-014-0617-6
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DOI: https://doi.org/10.1007/s10488-014-0617-6