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A machine learning approach for identifying predictors of success in a Medicaid-funded, community-based behavioral health program using the Child and Adolescent Needs and Strengths (CANS)

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  • Troy, Jesse D.
  • Torrie, Ryan M.
  • Warner, Daniel N.

Abstract

The CANS is the most popular measurement tool in the System of Care (SoC), with the potential to generate an estimated 1.9 million evaluations per year in the United States. This dataset has broad potential for decision support and outcomes monitoring, yet many SoC services do not yet leverage this information asset. We report here the results of a pilot project in which we applied machine learning methods to CANS data for the purpose of identifying clinical profiles associated with improvement in a public community-based behavioral health program in Pennsylvania.

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  • Troy, Jesse D. & Torrie, Ryan M. & Warner, Daniel N., 2021. "A machine learning approach for identifying predictors of success in a Medicaid-funded, community-based behavioral health program using the Child and Adolescent Needs and Strengths (CANS)," Children and Youth Services Review, Elsevier, vol. 126(C).
    • Handle: RePEc:eee:cysrev:v:126:y:2021:i:c:s019074092100089x
    DOI: 10.1016/j.childyouth.2021.106010
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    References listed on IDEAS

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    1. Bartlett, Jessica Dym & Griffin, Jessica L. & Spinazzola, Joseph & Fraser, Jenifer Goldman & Noroña, Carmen Rosa & Bodian, Ruth & Todd, Marybeth & Montagna, Crystaltina & Barto, Beth, 2018. "The impact of a statewide trauma-informed care initiative in child welfare on the well-being of children and youth with complex trauma," Children and Youth Services Review, Elsevier, vol. 84(C), pages 110-117.
    2. Cordell, Katharan D. & Snowden, Lonnie R. & Hosier, Laura, 2016. "Patterns and priorities of service need identified through the Child and Adolescent Needs and Strengths (CANS) assessment," Children and Youth Services Review, Elsevier, vol. 60(C), pages 129-135.
    3. Weiner, Dana A. & Schneider, Alison & Lyons, John S., 2009. "Evidence-based treatments for trauma among culturally diverse foster care youth: Treatment retention and outcomes," Children and Youth Services Review, Elsevier, vol. 31(11), pages 1199-1205, November.
    4. Sieracki, Jeffrey H. & Leon, Scott C. & Miller, Steven A. & Lyons, John S., 2008. "Individual and provider effects on mental health outcomes in child welfare: A three level growth curve approach," Children and Youth Services Review, Elsevier, vol. 30(7), pages 800-808, July.
    5. Lyons, John S. & Epstein, Richard A. & Jordan, Neil, 2010. "Evolving systems of care with total clinical outcomes management," Evaluation and Program Planning, Elsevier, vol. 33(1), pages 53-55, February.
    6. Chor, Ka Ho Brian & McClelland, Gary M. & Weiner, Dana A. & Jordan, Neil & Lyons, John S., 2012. "Predicting outcomes of children in residential treatment: A comparison of a decision support algorithm and a multidisciplinary team decision model," Children and Youth Services Review, Elsevier, vol. 34(12), pages 2345-2352.
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    1. Childs, Kristina K. & Bryson, Sara L. & Soderstrom, Melanie F.P. & Reed, April, 2024. "An Assessment of the Internal Structure of the Child and Adolescent Needs and Strengths (CANS) Using Two Samples of High-Risk Adolescents," Children and Youth Services Review, Elsevier, vol. 156(C).

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