Predict the Best Level of Care Placement for Each Child's Behavioral Health Needs - Efficacy Study

Outcome Referrals, Inc.

Status: Invitation-only

Conditions: Mental Health Wellness; Adolescent Well-Being

Treatments: Other: Clinical team access to Placement Success Predictor (PSP) results

Study type: Interventional

Funder types: Industry; Other; NIH

Identifiers

NCT06815562

2R44MH125486-02A1-Aim 2A

2R44MH125486-02A1 (U.S. NIH Grant/Contract)

Details and patient eligibility

About

The purpose of this randomized clinical trial is to test the efficacy of a new clinical decision support tool, Placement Success Predictor (PSP). PSP will provide placement-specific predictions about the likelihood of a youth having a good outcome in each placement type using machine learning algorithms.

The primary hypothesis is that if clinical team members have access to PSP results for youth in the experimental group, these youth will have better outcomes at the 3-month follow-up compared to youth in the control group.

Full description

In 2017, a total of 669,799 children were confirmed victims of maltreatment in the United States; of the 442,733 children in foster care, 34% have been in more than one placement and 11% are in a group home or institution. Stakes are extremely high for making the best out-of-home placement choice per child because some placement types and multiple placements are associated with poor outcomes. In the past few years, legislation has been created to guide placement decisions for children. Federal law 42 U.S. Code 675 requires that children in the care of the state are placed "in a safe setting that is the least restrictive (most family like)." In addition, the Family First Prevention Services Act signed into law by the U.S. Congress in 2018 includes measures to reduce the number of children in long-term residential settings. This study is an effort to develop and test a science-based clinical decision support tool using behavioral health data collected through standard clinical practice.

A randomized controlled trial (RCT) design will be used to assess efficacy of clinical team access to Placement Success Predictor (PSP) on child welfare clients' well-being outcomes and healthcare costs.

Sample. Clients at the State of Iowa Department of Health and Human Services (Iowa HHS) are the sample for this efficacy study.

Randomization. The outcome of a single coin toss was applied to an undisclosed algorithm for the client's record number to determine who gets assigned to the experimental group (i.e., client has PSP results).

Methods. The Treatment Outcome Package (TOP), a behavioral health assessment, is a standard part of care delivered in Iowa and its completion is required by the state. Iowa HHS clinical teams will be provided PSP results for clients in the experimental condition. A request for a waiver of consent for this study was approved by the WCG IRB.

Enrollment: 300 estimated patients

Sex: All

Volunteers: No Healthy Volunteers

Inclusion criteria

• Completed TOP CS assessment

Exclusion criteria

• None

Trial design

Primary purpose: Health Services Research

Allocation: Randomized

Interventional model: Parallel Assignment

Masking: None (Open label)

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300 participants in 2 patient groups

Access to PSP site-specific placement prediction scores for that youth

Experimental group

Description:

The PSP system will provide site-specific placement success prediction scores \[i.e., client's likelihood of success per placement based on machine learning models\] for each youth randomized to this condition in the efficacy study.

Treatment:

Other: Clinical team access to Placement Success Predictor (PSP) results

No PSP site-specific placement prediction scores for that youth

No Intervention group