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Low E, Monsen J, Schow L, Roberts R, Collins L, Johnson H, Hanson CL, Snell Q, Tass ES. Predicting bullying victimization among adolescents using the risk and protective factor framework: a large-scale machine learning approach. BMC Public Health 2025; 25:321. [PMID: 39863846 PMCID: PMC11762141 DOI: 10.1186/s12889-025-21521-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2024] [Accepted: 01/17/2025] [Indexed: 01/27/2025] Open
Abstract
BACKGROUND Bullying, encompassing physical, psychological, social, or educational harm, affects approximately 1 in 20 United States teens aged 12-18. The prevalence and impact of bullying, including online bullying, necessitate a deeper understanding of risk and protective factors to enhance prevention efforts. This study investigated the key risk and protective factors most highly associated with adolescent bullying victimization. METHODS Data from the Student Health and Risk Prevention (SHARP) survey, collected from 345,506 student respondents in Utah from 2009 to 2021, were analyzed using a machine learning approach. The survey included 135 questions assessing demographics, health outcomes, and adolescent risk and protective factors. LightGBM was used to create the model, achieving 70% accuracy, and SHapley Additive exPlanations (SHAP) values were utilized to interpret model predictions and to identify risk and protective predictors most highly associated with bullying victimization. RESULTS Younger grade levels, feeling left out, and family issues (severity and frequent arguments, family member insulting each other, and family drug use) are strongly associated with increased bullying victimization - whether in person or online. Gender analysis showed that for male and females, family issues and hating school were most highly predictive. Online bullying victimization was most highly associated with early onset of drinking. CONCLUSIONS This study provides a risk and protective factor profile for adolescent bullying victimization. Key risk and protective factors were identified across demographics with findings underscoring the important role of family relationships, social inclusion, and demographic variables in bullying victimization. These resulting risk and protective factor profiles emphasize the need for prevention programming that addresses family dynamics and social support. Future research should expand to diverse geographical areas and include longitudinal data to better understand causal relationships.
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Affiliation(s)
- Ethan Low
- Computer Science, Brigham Young University, Provo, 84602, Utah, USA
| | - Joshua Monsen
- Public Health, Brigham Young University, Provo, 84602, Utah, USA
| | - Lindsay Schow
- Public Health, Brigham Young University, Provo, 84602, Utah, USA
| | - Rachel Roberts
- Public Health, Brigham Young University, Provo, 84602, Utah, USA
| | - Lucy Collins
- Computer Science, Brigham Young University, Provo, 84602, Utah, USA
| | - Hayden Johnson
- Public Health, Brigham Young University, Provo, 84602, Utah, USA
| | - Carl L Hanson
- Public Health, Brigham Young University, Provo, 84602, Utah, USA
| | - Quinn Snell
- Computer Science, Brigham Young University, Provo, 84602, Utah, USA
| | - E Shannon Tass
- Statistics, Brigham Young University, Provo, 84602, Utah, USA.
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Fishbein DH, Sloboda Z. A National Strategy for Preventing Substance and Opioid Use Disorders Through Evidence-Based Prevention Programming That Fosters Healthy Outcomes in Our Youth. FOCUS (AMERICAN PSYCHIATRIC PUBLISHING) 2024; 22:527-542. [PMID: 39563875 PMCID: PMC11571196 DOI: 10.1176/appi.focus.24022020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/21/2024]
Abstract
The recently released National Drug Control Strategy (2022) from the White House Office of National Drug Control Policy (ONDCP) lays out a comprehensive plan to, not only enhance access to treatment and increase harm reduction strategies, but also increase implementation of evidence-based prevention programming at the community level. Furthermore, the Strategy provides a framework for enhancing our national data systems to inform policy and to evaluate all components of the plan. However, not only are there several missing components to the Strategy that would assure its success, but there is a lack of structure to support a national comprehensive service delivery system that is informed by epidemiological data, and trains and credentials those delivering evidence-based prevention, treatment, and harm reduction/public health interventions within community settings. This paper provides recommendations for the establishment of such a structure with an emphasis on prevention. Systematically addressing conditions known to increase liability for behavioral problems among vulnerable populations and building supportive environments are strategies consistently found to avert trajectories away from substance use in general and substance use disorders (SUD) in particular. Investments in this approach are expected to result in significantly lower rates of SUD in current and subsequent generations of youth and, therefore, will reduce the burden on our communities in terms of lowered social and health systems involvement, treatment needs, and productivity. A national strategy, based on strong scientific evidence, is presented to implement public health policies and prevention services. These strategies work by improving child development, supporting families, enhancing school experiences, and cultivating positive environmental conditions. Appeared originally in Clin Child Fam Psychol Rev 2023; 26:1-16.
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Affiliation(s)
- Diana H. Fishbein
- The Pennsylvania State University, State College, PA, USA (Fishbein)
| | - Zili Sloboda
- The Pennsylvania State University, State College, PA, USA (Fishbein)
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3
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Weist MD, Hoover SA, Daly BP, Short KH, Bruns EJ. Propelling the Global Advancement of School Mental Health. Clin Child Fam Psychol Rev 2023; 26:851-864. [PMID: 37247024 PMCID: PMC10225778 DOI: 10.1007/s10567-023-00434-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/11/2023] [Indexed: 05/30/2023]
Abstract
Rates of mental health problems and disorders in children and youth have been increasing for at least three decades, and these have escalated due to the pandemic and multiple other societal stressors. It is increasingly recognized that students and families frequently struggle to receive needed care through traditional locations such as specialty mental health centers. Upstream mental health promotion and prevention strategies are gaining support as a public health approach to supporting overall population well-being, better utilizing a limited specialty workforce, and reducing illness. Based on these recognitions, there has been a progressive and escalating movement toward the delivery of mental health support to children and youth "where they are," with a prominent and more ecologically valid environment being schools. This paper will provide a brief review of the escalating mental health needs of children and youth, advantages of school mental health (SMH) programs in better meeting these needs, example model SMH programs from the United States and Canada, and national and international SMH centers/networks. We conclude with strategies for further propelling the global advancement of the SMH field through interconnected practice, policy, and research.
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Sloboda Z, Johnson KA, Fishbein DH, Brown CH, Coatsworth JD, Fixsen DL, Kandel D, Paschall MJ, Silva FS, Sumnall H, Vanyukov M. Normalization of Prevention Principles and Practices to Reduce Substance Use Disorders Through an Integrated Dissemination and Implementation Framework. PREVENTION SCIENCE : THE OFFICIAL JOURNAL OF THE SOCIETY FOR PREVENTION RESEARCH 2023; 24:1078-1090. [PMID: 37052866 PMCID: PMC10476513 DOI: 10.1007/s11121-023-01532-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/21/2023] [Indexed: 04/14/2023]
Abstract
Major research breakthroughs over the past 30 years in the field of substance use prevention have served to: (1) enhance understanding of pharmacological effects on the central and peripheral nervous systems and the health and social consequences of use of psychoactive substances, particularly for children and adolescents; (2) delineate the processes that increase vulnerability to or protect from initiation of substance use and progression to substance use disorders (SUDs) and, based on this understanding, (3) develop effective strategies and practices to prevent the initiation and escalation of substance use. The challenge we now face as a field is to "normalize" what we have learned from this research so that it is incorporated into the work of those involved in supporting, planning, and delivering prevention programming to populations around the world, is integrated into health and social service systems, and helps to shape public policies. But we wish to go further, to incorporate these effective prevention practices into everyday life and the mind-sets of the public, particularly parents and educators. This paper reviews the advances that have been made in the field of prevention and presents a framework and recommendations to achieve these objectives generated during several meetings of prevention and implementation science researchers sponsored by the International Consortium of Universities for Drug Demand Reduction (ICUDDR) that guides a roadmap to achieve "normalization."
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Affiliation(s)
- Zili Sloboda
- Applied Prevention Science International, Ontario, OH, USA.
| | - Kimberly A Johnson
- Department of Mental Health Law and Policy, College of Community and Behavioral Sciences, University of South Florida, Tampa, FL, USA
- International Consortium of Universities of Drug Demand Reduction, Tampa, FL, USA
| | - Diana H Fishbein
- Frank Porter Graham Child Development Institute, University of North Carolina-Chapel Hill, Chapel Hill, NC, USA
- National Prevention Science, The Pennsylvania State University, State College, Harrisburg, PA, USA
| | | | | | - Dean L Fixsen
- Active Implementation Research Network, Inc, Chapel Hill, NC, USA
| | - Denise Kandel
- Department of Psychiatry and School of Public Health, Columbia University, New York, NY, USA
| | - Mallie J Paschall
- Prevention Research Center (PRC), Pacific Institute for Research and Evaluation, Berkeley, CA, USA
| | | | - Harry Sumnall
- Faculty of Health, Public Health Institute, Liverpool John Moores University, Liverpool, UK
| | - Michael Vanyukov
- Departments of Pharmaceutical Sciences, Psychiatry, and Human Genetics, University of Pittsburgh, Pittsburgh, PA, USA
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5
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Fishbein DH, Sloboda Z. A National Strategy for Preventing Substance and Opioid Use Disorders Through Evidence-Based Prevention Programming that Fosters Healthy Outcomes in Our Youth. Clin Child Fam Psychol Rev 2023; 26:1-16. [PMID: 36542196 PMCID: PMC9768412 DOI: 10.1007/s10567-022-00420-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/05/2022] [Indexed: 12/24/2022]
Abstract
The recently released National Drug Control Strategy (2022) from the White House Office of National Drug Control Policy (ONDCP) lays out a comprehensive plan to, not only enhance access to treatment and increase harm reduction strategies, but also increase implementation of evidence-based prevention programming at the community level. Furthermore, the Strategy provides a framework for enhancing our national data systems to inform policy and to evaluate all components of the plan. However, not only are there several missing components to the Strategy that would assure its success, but there is a lack of structure to support a national comprehensive service delivery system that is informed by epidemiological data, and trains and credentials those delivering evidence-based prevention, treatment, and harm reduction/public health interventions within community settings. This paper provides recommendations for the establishment of such a structure with an emphasis on prevention. Systematically addressing conditions known to increase liability for behavioral problems among vulnerable populations and building supportive environments are strategies consistently found to avert trajectories away from substance use in general and substance use disorders (SUD) in particular. Investments in this approach are expected to result in significantly lower rates of SUD in current and subsequent generations of youth and, therefore, will reduce the burden on our communities in terms of lowered social and health systems involvement, treatment needs, and productivity. A national strategy, based on strong scientific evidence, is presented to implement public health policies and prevention services. These strategies work by improving child development, supporting families, enhancing school experiences, and cultivating positive environmental conditions.
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Affiliation(s)
- Diana H Fishbein
- Frank Porter Graham Child Development Institute, University of North Carolina-Chapel Hill, 105 Smith Level Road, Chapel Hill, NC, 27599, USA.
- The Pennsylvania State University, State College, PA, USA.
- National Prevention Science Coalition to Improve Lives, Oakland, CA, USA.
| | - Zili Sloboda
- National Prevention Science Coalition to Improve Lives, Oakland, CA, USA
- Applied Prevention Science International, Ontario, OH, USA
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Holistic Functioning from a Developmental Perspective: A New Synthesis with a Focus on a Multi-tiered System Support Structure. Clin Child Fam Psychol Rev 2023; 26:343-361. [PMID: 36826703 DOI: 10.1007/s10567-023-00428-5] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/02/2023] [Indexed: 02/25/2023]
Abstract
While research in specific academic disciplines has individually advanced knowledge and practice for promoting multiple aspects of health and well-being in children and adolescents, still missing is an understanding of the interconnectedness of many critical aspects of development and how to intentionally weave these factors to advance a more holistic approach. The need for a more holistic and inclusive approach to child and adolescent development is increasingly evident to promote long-term health and well-being as the overall percentage of children, adolescents, and adults who suffer from mental health disorders is increasing. To address this issue, our authorship team consists of researchers in the areas of developmental psychology, neuroscience, motor development, exercise science, and mental health. The collective ideas outlined in this paper are aligned to address the need to remove disciplinary-specific boundaries and elucidate synergistic linkages across multiple research domains that support holistic development and lifespan health and wellness. We propose a conceptual framework that comprehensively addresses the integration of physical, cognitive, psychological, social, and emotional domains of child and adolescent development. In addition, we also provide a holistic preventative approach that is aligned with a contemporary intervention structure (i.e., Multi-tiered Systems of Support) to promote, from a developmental perspective, positive trajectories of health and well-being across childhood and adolescence.
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Rosenfield PJ, Jiang D, Pauselli L. Childhood adversity and psychotic disorders: Epidemiological evidence, theoretical models and clinical considerations. Schizophr Res 2022; 247:55-66. [PMID: 34210561 DOI: 10.1016/j.schres.2021.06.005] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/28/2021] [Revised: 05/31/2021] [Accepted: 06/04/2021] [Indexed: 02/08/2023]
Abstract
While genetic factors play a critical role in the risk for schizophrenia and other psychotic disorders, increasing evidence points to the role of childhood adversity as one of several environmental factors that can significantly impact the development, manifestations and outcome of these disorders. This paper reviews the epidemiological evidence linking childhood adversity and psychotic disorders and explores various theoretical models that seek to explain the connection. We discuss neurobiological parallels between the impact of childhood trauma and psychosis on the brain and then explore the impact of childhood adversity on different domains of clinical presentation. Finally, implications for prevention and treatment are considered, both on individual and structural levels.
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Affiliation(s)
- Paul J Rosenfield
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, United States of America.
| | - David Jiang
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, United States of America.
| | - Luca Pauselli
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, United States of America.
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8
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Profiles of adverse childhood experiences and family processes during early childhood. JOURNAL OF APPLIED DEVELOPMENTAL PSYCHOLOGY 2022. [DOI: 10.1016/j.appdev.2022.101441] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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9
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Cihon TM, Borba A, Benvenuti M, Sandaker I. Research and Training in Culturo-Behavior Science. BEHAVIOR AND SOCIAL ISSUES 2021; 30:237-275. [PMID: 38624823 PMCID: PMC8635479 DOI: 10.1007/s42822-021-00076-w] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/23/2021] [Indexed: 10/31/2022]
Abstract
Culturo-behavior science (CBS) is a developing area and recently formalized specialization in behavior science that brings together principles and techniques from behavior analysis (e.g., Skinner, 1953), behavioral systems analysis (e.g., Brethower, 2008), cultural analysis (e.g., Glenn et al., 2016), and cultural systems analysis (Mattaini, 2020). Culturo-behavior scientists typically work within a selectionist and/or (ecological) systems perspective to advance our understanding of how cultural phenomena develop and change over time and how more effective cultures and systems can be designed (Cihon & Mattaini, 2019, 2020b). The purpose of the current article is to describe CBS, to introduce the recently formulated Association for Behavior Analysis International verified course sequence (VCS) and certificate program in CBS, and to present different pathways to training in CBS. We do this through the presentation of examples from the literature and from four universities that have adopted the CBS VCS and certificate program that are illustrative of how different programs may approach research and training in CBS.
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Affiliation(s)
- Traci M. Cihon
- Department of Behavior Analysis, University of North Texas, 1155 Union Circle #310919, Denton, TX 76203 USA
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10
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Garbacz SA, Lee Y, Hall GJ, Stormshak EA, McIntyre LL. Initiating Family–School Collaboration in School Mental Health through a Proactive and Positive Strengths and Needs Assessment. SCHOOL MENTAL HEALTH 2021. [DOI: 10.1007/s12310-021-09455-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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11
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Fan X, Linder S, D’Amico LK, White KM, Pawloski T. Identifying the Needs of Prekindergarten Children: A Focus on Health, Wellbeing, and Family Environment. EARLY CHILDHOOD EDUCATION JOURNAL 2021; 50:823-840. [PMID: 34025106 PMCID: PMC8130793 DOI: 10.1007/s10643-021-01206-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Accepted: 04/30/2021] [Indexed: 06/12/2023]
Abstract
The impact of children's health, wellbeing, and family environment on their learning and development is evident. Identifying the needs of children and their families is the first step to effectively developing and implementing programs that promote child development. This research employed a convergent mixed methods design and incorporated multiple data collection and analysis techniques to explore the needs of prekindergarten children related to their health, wellbeing, and family environment. A large-scale survey, regional meetings, and focus groups were conducted among a total of 4615 parents/caregivers, organizational representatives, and community members in the state of South Carolina, in the United States. Understanding child development, getting services for children and families, making childcare accessible and affordable, having enough family time, building strong relationships with children, and community support for families were identified as priorities. Parents/caregivers of different socio-demographic backgrounds prioritized different needs.
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Affiliation(s)
- Xumei Fan
- Department of Educational Studies, University of South Carolina, 004 Wardlaw, Columbia, SC 29208 USA
| | - Sandra Linder
- Early Childhood Mathematics Education, Clemson University, 407-F Tillman Hall, Clemson, SC 29634 USA
| | - Leigh Kale D’Amico
- Research, Evaluation, and Measurement Center, University of South Carolina, 820 South Main Street, Columbia, SC 29208 USA
| | - Kelley Mayer White
- Department of Teacher Education, College of Charleston, 66 George Street, Charleston, SC 29424 USA
| | - Tammy Pawloski
- FMU Center of Excellence to Prepare Teachers of Children of Poverty, Francis Marion University, PO Box 100547, Florence, SC 29501 USA
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Normand MP, Dallery J, Slanzi CM. Leveraging applied behavior analysis research and practice in the service of public health. J Appl Behav Anal 2021; 54:457-483. [PMID: 33817803 DOI: 10.1002/jaba.832] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2020] [Revised: 03/12/2021] [Accepted: 03/13/2021] [Indexed: 01/01/2023]
Abstract
Human behavior plays a central role in all domains of public health. Applied behavior analysis (ABA) research and practice can contribute to public health solutions that directly address human behavior. In this paper, we describe the field of public health, identify points of interaction between public health and ABA, summarize what ABA research has already contributed, and provide several recommendations for how ABA research and practice could continue to promote public health outcomes. A clearer focus on behavior and widespread adoption of research designs and interventions informed by the ABA literature could lead to better public health outcomes. Reciprocally, better integration of public health goals and strategies into ABA research, harnessing of technology, and more collaboration would help diversify and disseminate our applied science and could yield more effective and scalable interventions to prevent and treat public health problems.
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Hoagwood KE, Purtle J, Spandorfer J, Peth-Pierce R, Horwitz SM. Aligning dissemination and implementation science with health policies to improve children's mental health. AMERICAN PSYCHOLOGIST 2020; 75:1130-1145. [PMID: 33252950 PMCID: PMC8034490 DOI: 10.1037/amp0000706] [Citation(s) in RCA: 40] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
The prevalence of mental health problems among children (ages 0-21) in the United States remains unacceptably high and, post-COVID-19, is expected to increase dramatically. Decades of psychological knowledge about effective treatments should inform the delivery of better services. Dissemination and implementation (D&I) science has been heralded as a solution to the persistent problem of poor quality services and has, to some extent, improved our understanding of the contexts of delivery systems that implement effective practices. However, there are few studies demonstrating clear, population-level impacts of psychological interventions on children. Momentum is growing among communities, cities, states, and some federal agencies to build "health in all policies" to address broad familial, social, and economic factors known to affect children's healthy development and mental health. These health policy initiatives offer a rare opportunity to repurpose D&I science, shifting it from a primary focus on evidence-based practice implementation, to a focus on policy development and implementation to support child and family health and well-being. This shift is critical as states develop policy responses to address the health and mental health impacts of the COVID-19 pandemic on already-vulnerable families. We provide a typology for building research on D&I and children's mental health policy. (PsycInfo Database Record (c) 2020 APA, all rights reserved).
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Affiliation(s)
| | - Jonathan Purtle
- Department of Health Management and Policy, Dornsife School of Public Health, Drexel University
| | - Julia Spandorfer
- Department of Child and Adolescent Psychiatry, New York University Langone Health
| | | | - Sarah McCue Horwitz
- Department of Child and Adolescent Psychiatry, New York University Langone Health
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