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1.
J Clin Child Adolesc Psychol ; : 1-16, 2024 Jul 01.
Article in English | MEDLINE | ID: mdl-38949878

ABSTRACT

OBJECTIVE: This mixed-methods study examined teachers' perceptions of student anxiety in urban elementary schools serving predominantly low-income and ethnically/racially minoritized youth. METHOD: Most participating teachers were female (87.7%) and from minoritized backgrounds themselves (89.2%), teaching in schools serving predominantly Black/African American (40%) or Hispanic (60%) students, and in which > 70% of students are eligible for free meals. Teachers were asked in surveys (N = 82) and interviews (n = 12) about the nature of student anxiety, and cultural/contextual considerations that influence anxiety. RESULTS: Overall, teachers reported prevalence and signs of student anxiety that were consistent with the literature, but they reported higher levels of impairment than in previous community samples. Regressions revealed that greater levels of student exposure to community violence and higher proportions of Black students were associated with higher teacher-perceived prevalence and concern about student anxiety, respectively. Moreover, greater emotional exhaustion in teachers was associated with higher reports of anxiety-related impairment in students. Thematic coding of interviews emphasized how teachers perceived 1) most student anxieties to be proportional responses to realistic threats and stress in students' lives (e.g. resource insecurity), 2) systems-level problems (e.g. pressure to perform on standardized tests) contribute to student anxiety, and 3) school-based anxiety sources often interact with traumas and stressors students experience outside of school (e.g. immigration experiences). CONCLUSIONS: Relative to the predominant literature that has focused on biological, cognitive, and other intraindividual factors as sources of anxiety, the present work underscores the importance of considering how broader economic and systems-level influences exacerbate anxiety in marginalized youth.

2.
Prev Sci ; 25(1): 68-84, 2024 Jan.
Article in English | MEDLINE | ID: mdl-37768423

ABSTRACT

This study reports on the feasibility and acceptability of a social justice infused service-learning (S-L) program to promote Black adolescent mental health and educational equity. We convened a community advisory board to help adapt and pilot test, via open trial mixed method design, an evidence-based service-learning program for Black middle school adolescents (n = 21) attending summer camp at a faith-based setting. We describe a S-L curriculum, with a focus on the achievement gap, and training for church staff and assess staff and youth reports of feasibility, acceptability, and promise to (a) improve/engage psychological engagement targets, and (b) improve academic motivation, and social-emotional and behavioral outcomes. Mixed method findings revealed high feasibility and acceptability of the S-L intervention as indicated by consistent attendance and enthusiastic engagement by staff and youth, high satisfaction, high completion rates of planned sessions, and emergent qualitative themes from staff interviews and adolescent focus groups highlighting that service-learning (1) facilitated skills (e.g., goal-setting, social-emotional and behavioral regulation, and problem-solving), (2) shaped perspectives and inspired openness, and (3) created a space for all to feel valued and included to address the inequities of education that directly impacted them. There was preliminary evidence for efficacy in that youth report of emotional symptoms, peer problems, and staff report of general internalizing symptoms decreased following the intervention, while youth report of prosocial behaviors increased. Implications suggest that S-L programming demonstrates promise to promote mental health outcomes, raise social awareness, and inspire critical consciousness and lift the voices of Black youth by providing tools for working toward systemic changes to reduce inequities in both education and mental health.


Subject(s)
Mental Disorders , Mental Health , Adolescent , Humans , Learning , Schools , Social Justice
3.
Adm Policy Ment Health ; 50(4): 576-590, 2023 07.
Article in English | MEDLINE | ID: mdl-36929270

ABSTRACT

Attention-deficit/hyperactivity disorder (ADHD) is a prevalent, persistent, and costly mental health condition. The internet is an increasingly popular source for information related to ADHD. With a nationally representative sample (2018 NSCH), we aimed to separate individual- and state-level effects to examine inequities in ADHD diagnoses. We extracted state-level relative search volumes using "ADHD," "ADHD treatment," "ADHD medication," and "ADHD therapy" from Google Trends, and sociodemographic and clinical variables from the 2018 National Survey of Children's Health (N = 26,835). We examined state variation in ADHD-related information-seeking and applied multilevel modeling to examine associations among individual-level race/ethnicity, state-level information-seeking patterns, and ADHD diagnoses. Online information seeking related to ADHD varies by state and search term. Individual-level racial/ethnic background and state-level information-seeking patterns were associated with ADHD diagnoses; however, their cross-level interaction was not significant. This study adds to the strong body of evidence documenting geographical variation and diagnostic disparity in mental health and the growing literature on the impact of the digital divide on population health, indicating an urgent need for addressing inequities in mental health care. Increasing public interest in and access to empirically supported online information may increase access to care, especially among people of color.


Subject(s)
Attention Deficit Disorder with Hyperactivity , Child , Humans , Attention Deficit Disorder with Hyperactivity/epidemiology , Ethnicity , Information Seeking Behavior , Mental Health
4.
Adm Policy Ment Health ; 49(3): 357-373, 2022 05.
Article in English | MEDLINE | ID: mdl-34553276

ABSTRACT

Health information influences consumer decision making to seek, select, and utilize services. Online searching for mental health information is increasingly common, especially by adolescents and parents. We examined historical trends and factors that may influence population-level patterns in information seeking for attention-deficit/hyperactivity disorder (ADHD). We extracted Google Trends data from January 2004 to February 2020. Keywords included "ADHD," "ADHD treatment," "ADHD medication," and "ADHD therapy." We examined trends (systematic change over time) and seasonality (repeating pattern of change) via time-series analyses and graphics. We also used interrupted time-series analyses to examine the impact of celebrity and pharmaceutical events. Queries of "ADHD medication" increase, while queries for "ADHD therapy" remain relatively low despite a positive linear trend. Searches for "ADHD treatment" displayed a downward trend in more recent years. Analyses on seasonality revealed that holiday breaks coincided with a decrease in search interest, while post-break periods illustrated a rise, and the ADHD Awareness Month (October) coincided with a rise of public interest in all four search terms. Celebrity effects were more prominent in earlier years; the "Own It" pharmaceutical campaign may have increased ADHD awareness and the specificity of searches for "ADHD medication." The anonymous, accessible, and low-cost nature of seeking information online makes search engines like Google important sources of mental health information. Changing search patterns in response to seasonal, advocacy, and media events highlight internet-based opportunities for raising awareness and disseminating empirically supported information.


Subject(s)
Attention Deficit Disorder with Hyperactivity , Information Seeking Behavior , Adolescent , Attention Deficit Disorder with Hyperactivity/epidemiology , Attention Deficit Disorder with Hyperactivity/therapy , Humans , Internet , Mental Health , Pharmaceutical Preparations , Search Engine
5.
Adm Policy Ment Health ; 49(1): 29-43, 2022 01.
Article in English | MEDLINE | ID: mdl-33977337

ABSTRACT

Daily behavioral report cards (DRC) are an efficacious intervention for children with ADHD, yet there is little information on Latinx teachers' perceptions about ADHD and preferences related to behavioral treatment. The purpose of the current study was to examine the feasibility and acceptability of behavioral consultation with Latinx teachers and students, with a particular focus on the DRC. Participants (n = 23) included elementary school teachers (100% Hispanic/Latinx, 96% female) working with predominantly Hispanic/Latinx students. We leveraged a convergent, mixed-method design to evaluate feasibility, acceptability, as well as several potentially associated factors (i.e., perceptual, practical/logistical, individual, and cultural factors). Quantitative and qualitative measures and analyses were guided by the Consolidated Framework for Intervention Research. We found that Latinx teachers' Daily Report Card (DRC) completion rates (80%) were comparable to previous studies with predominantly non-Latinx white teachers and students. Quantitative indicators of acceptability were also similar to the prior literature. Few variables were associated with DRC completion rates, with the exception of teacher self-report of stress and satisfaction, which were both positively associated with completion rates. Qualitative findings expanded quantitative trends; thematic analyses revealed two overarching themes, that (1) teachers' attitudes toward behavioral interventions matter a great deal, and that (2) teachers' perceived behavioral control over DRC implementation depends a lot on the environment. Findings highlight the importance of stakeholders' perspectives, including teachers, in translating research to practice in real world settings.


Subject(s)
Attention Deficit Disorder with Hyperactivity , Attention Deficit Disorder with Hyperactivity/therapy , Attitude , Behavior Therapy , Child , Female , Humans , Male , School Teachers , Students
6.
J Clin Child Adolesc Psychol ; 50(2): 215-228, 2021.
Article in English | MEDLINE | ID: mdl-32058822

ABSTRACT

OBJECTIVE: The current study examined associations among organizational social context, after-school program (ASP) quality, and children's social behavior in a large urban park district. METHOD: Thirty-two park-based ASPs are included in the final sample, including 141 staff and 593 children. Staff reported on organizational culture (rigidity, proficiency, resistance) and climate (engagement, functionality, stress), and children's social skills and problem behaviors. Children and their parents reported on program quality indicators (e.g., activities, routines, relationships). Parents also completed a children's mental health screener. RESULTS: A series of Hierarchical Linear Models revealed that proficiency and stress were the only organizational predictors of program quality; associations between stress and program quality were moderated by program enrollment and aggregated children's mental health need. Higher child- and parent-perceived program quality related to fewer staff-reported problem behaviors, while overall higher enrollment and higher aggregated mental health need were associated with fewer staff-reported social skills. CONCLUSIONS: Data are informing ongoing efforts to improve organizational capacity of urban after-school programs to support children's positive social and behavior trajectories.


Subject(s)
Mental Health , Schools , Social Behavior , Social Environment , Adolescent , Child , Child, Preschool , Female , Humans , Male , Social Skills
7.
J Community Psychol ; 49(7): 2795-2817, 2021 09.
Article in English | MEDLINE | ID: mdl-33914915

ABSTRACT

Ongoing pressure for public schools to prioritize academics has increased attention on after-school settings as a critical space for social-emotional learning (SEL). After-school programs are uniquely positioned to build protective and promotive factors that contribute to positive future orientation, especially within communities where systemic inequities create barriers to high school graduation, higher education, employment, and earnings. This study examines Fit2Lead Youth Enrichment and Sports (YES), a county-funded, parks-based after-school collaboration for middle schoolers that merges mental health and recreation to promote healthy trajectories. Eight Miami neighborhood parks were selected based on county data indicating high rates of violence. An open trial design (N = 9 parks, 198 youth; ages 9-15; 40.5% female; 66.5% Black/African American, 24.9% Hispanic/Latinx, and 76.3% low-income) tested hypotheses that participation for adolescents exposed to community violence would disrupt a commonly reported decline in self-regulation and self-efficacy, and mitigate risk for anxiety and depression. Youth completed questionnaires at the beginning and end of one school year. Paired t-tests revealed no changes from pre to post, and no differences by baseline levels of youth and parent mental health. Findings highlight the promise of prevention programs to disrupt downward trajectories for youth during the risky time of early adolescence.


Subject(s)
Health Status , Schools , Adolescent , Black or African American , Child , Female , Humans , Male , Mental Health , Violence
8.
Pediatr Exerc Sci ; 32(3): 140-149, 2020 05 25.
Article in English | MEDLINE | ID: mdl-32454458

ABSTRACT

PURPOSE: To examine effects of a 10-week after-school physical activity (PA) program on academic performance of 6- to 12-year-old African American children with behavior problems. METHODS: Participants were randomized to PA (n = 19) or sedentary attention control (n = 16) programs. Academic records, curriculum-based measures, and classroom observations were obtained at baseline, postintervention, and/or follow-up. Mixed models tested group × time interactions on academic records and curriculum-based measures. One-way analysis of variance or Kruskal-Wallis tested for differences in postintervention classroom observations. RESULTS: Intent-to-treat analyses demonstrated a moderate effect within groups from baseline to postintervention on disciplinary referrals (PA: d = -0.47; attention control: d = -0.36) and a null moderate effect on academic assessments (PA: d = 0.11 to 0.36; attention control: d = 0.05 to 0.40). No significant group × time interactions emerged on direct academic assessments (all Ps ≥ .05, d = -0.23 to 0.26) or academic records (all Ps ≥ .05, d = -0.28 to 0.16). Classroom observations revealed that intervention participants were off-task due to moving at twice the rate of comparative classmates (F = 15.74, P < .001) and were off-task due to talking 33% more often (F = 1.39, P = .257). CONCLUSION: Academic outcome improvements were small within and between groups and did not sustain at follow-up. Academic benefits of after-school PA programs for children with attention-deficit hyperactivity disorder and/or disruptive behavior disorders were smaller than neurobiological, behavioral, and cognitive outcomes as previously reported.


Subject(s)
Academic Performance , Attention Deficit Disorder with Hyperactivity/therapy , Attention Deficit and Disruptive Behavior Disorders/therapy , Exercise , Black or African American , Child , Female , Humans , Male , Midwestern United States
9.
Adm Policy Ment Health ; 47(5): 764-778, 2020 09.
Article in English | MEDLINE | ID: mdl-32303926

ABSTRACT

Both organizational culture and climate are associated with service quality and outcomes across youth-service settings. Increasing evidence indicates capacity of organizational interventions to promote a positive and effective culture and climate. Less is known about common intervention components across studies and service settings. The current systematic review reviewed 9223 citations and identified 31 studies, across six youth-service settings, measuring changes over time in organizational culture and climate following implementation of an organizational or workforce support intervention. Results highlight the promise of organizational interventions, a need for more comparison and randomized designs, and future directions for maximizing capacity of organizations to promote health for frontline providers and the children they serve.


Subject(s)
Mental Health Services/organization & administration , Organizational Culture , Workplace/psychology , Adolescent , Community Mental Health Centers/organization & administration , Criminal Law/organization & administration , Health Services Administration , Humans , Schools/organization & administration
10.
Adm Policy Ment Health ; 47(3): 475-486, 2020 05.
Article in English | MEDLINE | ID: mdl-32080783

ABSTRACT

Despite the availability of multiple mental health prevention and promotion programs for children, challenges related to their dissemination limit their reach and impact. This review identifies the most common practice elements of effective childhood universal mental health programming for children ages 3-11, based on a structured interpretation and coding of program manuals and descriptions in peer-reviewed articles. Across a range of program goals and targeted outcomes, psychoeducation and problem solving emerged as the most common practice elements, followed by social skills training, insight building, and communication skills. These skills were largely taught via role-plays and modeling. Synthesizing what we know from the universal mental health programming literature has potential to facilitate dissemination of information to inform the development, adaptation or adoption of programs for children.


Subject(s)
Health Promotion/organization & administration , Mental Health , Child , Child, Preschool , Humans , School Health Services
11.
Am J Public Health ; 109(S3): S214-S220, 2019 06.
Article in English | MEDLINE | ID: mdl-31241997

ABSTRACT

Objectives. To examine the association of Fit2Lead, an afterschool park-based youth mental health promotion program, and neighborhood juvenile arrests (2015-2017) in Miami-Dade County, Florida. Methods. We tracked juvenile (ages 12-17 years) arrest rates over 2 years of program implementation across zip codes matched by (1) park and (2) baseline sociodemographics and youth arrests. Fit2Lead mental and physical health, meditation, resilience, and life skills activities were offered in 12 high-need areas for youths (n = 501) aged 12 to 17 years. We tested the association of Fit2Lead implementation (binary variable) and change in juvenile arrest rates by zip code, adjusting for area-level gender, age, race/ethnicity, single-parent households, and poverty. Results. Fit2Lead was offered in areas composed of 48% male youths, 60% Hispanics, 29% non-Hispanic Blacks, 33% single-parent households, and 33% of residents living in poverty. After covariate adjustment, zip codes with Fit2Lead implementation showed a significant mean reduction (P < .001) in youth arrests per 10 000 youths aged 12 to 17 years per year compared with zip codes without program implementation (b = -6.9; 95% confidence interval = -9.21, -4.65). Conclusions. Park-based programs may have the potential to promote mental health and resilience, and also to prevent violence among at-risk youths.


Subject(s)
Adolescent Behavior/psychology , Crime/prevention & control , Crime/statistics & numerical data , Health Promotion/methods , Health Promotion/statistics & numerical data , Mental Disorders/therapy , Mental Health Services/statistics & numerical data , Adolescent , Child , Crime/psychology , Female , Florida , Humans , Male , Socioeconomic Factors
12.
Am J Community Psychol ; 63(3-4): 430-443, 2019 06.
Article in English | MEDLINE | ID: mdl-31002394

ABSTRACT

Organized after-school programs can mitigate risk and build resilience for youth in urban communities. Benefits rely on high-quality developmental experiences characterized by a supportive environment, structured youth-adult interactions, and opportunities for reflective engagement. Programs in historically disenfranchised communities are underfunded; staff are transient, underpaid, and undertrained; and youth exhibit significant mental health problems which staff are variably equipped to address. Historically, after-school research has focused on behavior management and social-emotional learning, relying on traditional evidence-based interventions designed for and tested in schools. However, after-school workforce and resource limitations interfere with adoption of empirically supported strategies and youth health promotion. We have engaged in practice-based research with urban after-school programs in economically vulnerable communities for nearly two decades, toward building a resource-efficient, empirically informed multitiered model of workforce support. In this paper, we offer first-person accounts of four academic-community partnerships to illustrate common challenges, variability across programs, and recommendations that prioritize core skills underlying risk and resilience, align with individual program goals, and leverage without overextending natural routines and resources. Reframing obstacles as opportunities has revealed the application of mental health kernels to the after-school program workforce support and inspired lessons regarding sustainability of partnerships and practice.


Subject(s)
Education , Mentoring , Parks, Recreational , Workforce , Child , Child Care , Evidence-Based Practice , Health Promotion , Health Resources , Humans , Schools , Social Learning , Urban Population
13.
Adm Policy Ment Health ; 46(2): 175-187, 2019 03.
Article in English | MEDLINE | ID: mdl-30367297

ABSTRACT

This qualitative study draws on a photo-elicitation method ("PhotoVoice") and semi-structured interviews to examine the key areas stakeholders (30 young women between the ages of 18 and 35 in eating disorder recovery) identify as meaningful venues of policy-based change. Photography and the accompanying narratives capturing personally-meaningful social, cultural, and systemic influences on recovery were shared with the research team. Photographs and interviews were examined for policy implications using thematic analysis, and six areas of improvement emerged: media, healthcare practice and access, health insurance reform, education, objectification of the female body, and mental health stigma. Implications for reform are discussed.


Subject(s)
Feeding and Eating Disorders/psychology , Feeding and Eating Disorders/therapy , Health Services Accessibility/organization & administration , Mental Health Services/organization & administration , Adolescent , Adult , Body Image/psychology , Female , Humans , Insurance, Psychiatric , Interpersonal Relations , Interviews as Topic , Patient Education as Topic/organization & administration , Photography , Qualitative Research , Social Stigma , Young Adult
14.
Adm Policy Ment Health ; 45(2): 286-301, 2018 03.
Article in English | MEDLINE | ID: mdl-28852888

ABSTRACT

Community-based after-school programs (ASPs) can promote social competence by infusing evidence-based practice into recreation. Through collaborative partnership, we developed and implemented a peer-assisted social learning (PASL) model to leverage natural opportunities for peer-mediated problem-solving. ASP-Staff (n = 5) led elementary-school youth (n = 30) through 21 activities that partnered socially-skilled and less-skilled children; outcomes were compared to children (n = 31) at another site, via quasi-experimental design. Findings were mixed, including strong evidence for fidelity (adherence) and feasibility (attendance, participation, enthusiasm) of implementation. Relative to Comparison children, PASL children demonstrated improved social skills and behavior, but no changes in problem-solving, peer likability, or social network status.


Subject(s)
Community Health Centers/organization & administration , Health Promotion/methods , Poverty , Problem Solving , School Health Services/organization & administration , Social Learning , Urban Population , Child , Female , Humans , Male , Peer Group
15.
Adm Policy Ment Health ; 44(5): 756-770, 2017 Sep.
Article in English | MEDLINE | ID: mdl-27544670

ABSTRACT

This study examined a university-community partnership, focusing on mental health promotion within an after-school music program. We pursued two goals: (a) supporting staff around student engagement and behavior management; (b) integrating social-emotional activities into the curriculum. We assessed youth's mental health needs and examined feasibility of social-emotional activities delivered. One-hundred sixty-two youth participated in activities, while a subset of youth (n = 61) and their parents provided information on mental health need. Rates of anxiety and depression symptoms were high, and youth reported high satisfaction with the activities. Results suggest promise of this model for mental health promotion for urban youth.


Subject(s)
Adolescent Development , Health Promotion/organization & administration , Mental Health , Music , School Health Services/organization & administration , Socialization , Adolescent , Anxiety/psychology , Child , Child, Preschool , Cognition , Community-Institutional Relations , Consumer Behavior , Depression/psychology , Emotions , Female , Group Processes , Humans , Male , Minority Groups/psychology , Problem Solving , Universities , Urban Population
16.
Adm Policy Ment Health ; 42(6): 723-36, 2015 Nov.
Article in English | MEDLINE | ID: mdl-25425012

ABSTRACT

Leaders @ Play is a park after-school program for urban middle school youth designed to leverage recreational activities for social emotional learning. Mental health and park staff co-facilitated sports and games to teach and practice problem solving, emotion regulation, and effective communication. Additional practice occurred during multi-family groups and summer internships as junior camp counselors. We examined feasibility and promise via an open trial (n = 3 parks, 46 youth, 100 % African American, 100 % low-income, 59 % female, M = 13.09 years old). Improvements in social skills and reductions in problem behaviors lend support to after school programs as a space for mental health promotion.


Subject(s)
Parks, Recreational , Poverty , Problem Solving , Recreation , Resilience, Psychological , Self-Control , Social Learning , Sports , Urban Population , Adolescent , Child , Communication , Female , Humans , Male
17.
Adm Policy Ment Health ; 42(2): 209-19, 2015 Mar.
Article in English | MEDLINE | ID: mdl-24504979

ABSTRACT

A growing number of evidence-based youth prevention programs are available, but challenges related to dissemination and implementation limit their reach and impact. The current review identifies common elements across evidence-based prevention programs focused on the promotion of health-related outcomes in adolescents. We reviewed and coded descriptions of the programs for common practice and instructional elements. Problem-solving emerged as the most common practice element, followed by communication skills, and insight building. Psychoeducation, modeling, and role play emerged as the most common instructional elements. In light of significant comorbidity in poor outcomes for youth, and corresponding overlap in their underlying skills deficits, we propose that synthesizing the prevention literature using a common elements approach has the potential to yield novel information and inform prevention programming to minimize burden and maximize reach and impact for youth.


Subject(s)
Evidence-Based Practice , Health Promotion/methods , Mental Health , Reproductive Health , Substance-Related Disorders/prevention & control , Violence/prevention & control , Adolescent , Diffusion of Innovation , Humans , Mental Disorders/prevention & control , Program Evaluation
18.
Adm Policy Ment Health ; 40(5): 406-18, 2013 Sep.
Article in English | MEDLINE | ID: mdl-22843303

ABSTRACT

This study examined a model for mental health consultation, training and support designed to enhance the benefits of publicly-funded recreational after-school programs in communities of concentrated urban poverty for children's academic, social, and behavioral functioning. We assessed children's mental health needs and examined the feasibility and impact of intervention on program quality and children's psychosocial outcomes in three after-school sites (n = 15 staff, 89 children), compared to three demographically-matched sites that received no intervention (n = 12 staff, 38 children). Findings revealed high staff satisfaction and feasibility of intervention, and modest improvements in observed program quality and staff-reported children's outcomes. Data are considered with a public health lens of mental health promotion for children in urban poverty.


Subject(s)
Child Care/methods , Health Promotion/methods , Mental Health , Teaching/methods , Adolescent , Adult , Child , Child, Preschool , Community Mental Health Services/methods , Evidence-Based Practice/methods , Feasibility Studies , Female , Humans , Male , Needs Assessment , Poverty , Recreation , Referral and Consultation , Schools , Urban Population , Young Adult
19.
Infants Young Child ; 36(4): 314-332, 2023.
Article in English | MEDLINE | ID: mdl-38107032

ABSTRACT

Traditional provider-to-child models of early intervention (EI) service provision have been increasingly replaced by service guidelines that promote a broader family-centered approach to support improvement in the child's primary area of delay. These guidelines include working directly with caregivers and addressing needs of the family that might impact a caregivers' capacity to engage in developmentally supportive interactions with children (e.g., caregiver distress). Knowledge of provider skills, practices, and attitudes would inform efforts to broaden and enhance practice in line with these guidelines. Within an academic-community partnership to support EI, we surveyed 88 providers in Miami and Boston about their usual practice, perceptions of their skills, general attitudes towards evidence-based practices, and interest in specific training opportunities. Findings indicated that providers spent more time working directly with children than caregivers. Providers reported high interest in training to manage caregiver distress, support preschool readiness, and align work with family culture. Negative overall attitudes towards using evidence-based interventions and provider exhaustion were related to less interest in obtaining training in culturally-responsive practice. Exhaustion also related to less interest in training on other topics that represent a broadened scope of care, including building warm parent-child relationships. Findings are informing efforts to design EI training opportunities to improve parent-provider relations, enhance parent-child interactions, and reduce caregiver stress.

20.
Perspect Psychol Sci ; 18(5): 1062-1096, 2023 09.
Article in English | MEDLINE | ID: mdl-36490369

ABSTRACT

Advances in computer science and data-analytic methods are driving a new era in mental health research and application. Artificial intelligence (AI) technologies hold the potential to enhance the assessment, diagnosis, and treatment of people experiencing mental health problems and to increase the reach and impact of mental health care. However, AI applications will not mitigate mental health disparities if they are built from historical data that reflect underlying social biases and inequities. AI models biased against sensitive classes could reinforce and even perpetuate existing inequities if these models create legacies that differentially impact who is diagnosed and treated, and how effectively. The current article reviews the health-equity implications of applying AI to mental health problems, outlines state-of-the-art methods for assessing and mitigating algorithmic bias, and presents a call to action to guide the development of fair-aware AI in psychological science.


Subject(s)
Artificial Intelligence , Mental Health , Humans , Awareness , Bias , Technology
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