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1.
PLOS Glob Public Health ; 4(3): e0002941, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38502635

RESUMO

Qualitative research approaches were used to launch an international research collaboration between the U. S. and Cambodia. Cambodian officials requested assistance in learning qualitative approaches to complement the research skills of Cambodian mental health providers. This article provides a description of how U. S. researchers responded to that request and engaged with Cambodian psychiatrists to explore mental health needs and interventions in both countries and initiate a sustainable relationship. The early focus on qualitative research methodologies may be an avenue that mitigates some of the challenges that can characterize international research. In this study, early communications involved developing a plan to teach qualitative methods while also collecting and analyzing data in both countries that would address the mental health concerns experienced by respective care providers. A case study exemplar was embedded with a scripted focus group guide to collect data from U. S. focus groups, then share with Cambodian psychiatrists. Components of hermeneutic phenomenological interviewing and descriptive content analysis were used to simultaneously teach and enact the research methods, gather data in both countries to analyze, and inspire participants to replicate the methods in their ongoing work. Cambodian psychiatrists were able to demonstrate competence in facilitating focus groups after being participant-observers. Researcher/practitioners from both U. S. and Cambodian teams gained new understandings about the mental health needs of their patients. The mutual engagement of a research focus is an effective way to establish cross-cultural relationships. The challenges of staying with stable teams over times remain, but the content shared and learned in a participatory structure yields understandings that cross cultural boundaries. Anticipated and unexpected challenges may be offset by an intention of reciprocity and mutual engagement. The use of qualitative methodologies, early and repeatedly, can facilitate relational understanding.

2.
Contemp Clin Trials ; 131: 107257, 2023 08.
Artigo em Inglês | MEDLINE | ID: mdl-37271413

RESUMO

INTRODUCTION: Low- and middle-income countries shoulder a disproportionate burden of mental health disorders with limited resources to support the provision of care using culturally relevant, evidence-based interventions. This is particularly true in Cambodia where the population continues to confront traumatic consequences of the Khmer Rouge genocide that targeted educated people, including treatment providers. Trauma-Informed Treatment Algorithms for Advancing Novel Outcomes (Project TITAN) will examine proof of concept and preliminary efficacy of culturally tailored interventions for symptoms of post-traumatic stress (PTS) among Cambodian adults. METHODS: A stepped care randomized controlled trial enrolling people seeking mental health treatment and priority populations with high rates of trauma exposure, including female entertainment and sex workers and sexual and gender minorities. In total, 160 participants with symptoms of PTS are randomized to Stabilization Techniques or Behavioral Activation plus Stabilization Techniques, implemented within a culturally relevant framework. Individuals who do not demonstrate a reduction in symptoms of PTS after six treatment sessions receive Eye Movement Desensitization and Reprocessing therapy. PTS, depression, anxiety, and substance use are assessed at baseline and two and four months post-randomization. PLANNED ANALYSES: The percentage of individuals achieving reductions in symptoms of PTS after four months is the primary outcome. Secondary outcomes are depression, anxiety, and substance use over four months. Finally, machine learning analyses will be conducted to identify features at baseline and during treatment that predict outcomes. DISCUSSION: Findings will guide future development and implementation of interventions to improve mental health conditions among individuals in Cambodia and other resource-limited settings.


Assuntos
Transtornos de Estresse Pós-Traumáticos , Transtornos Relacionados ao Uso de Substâncias , Adulto , Humanos , Feminino , Transtornos de Estresse Pós-Traumáticos/terapia , Transtornos de Estresse Pós-Traumáticos/epidemiologia , Camboja , Ansiedade , Algoritmos , Ensaios Clínicos Controlados Aleatórios como Assunto
3.
J Acquir Immune Defic Syndr ; 84(4): 414-421, 2020 08 01.
Artigo em Inglês | MEDLINE | ID: mdl-32251142

RESUMO

BACKGROUND: Frailty is an important clinical concern for the aging population of people living with HIV (PLWH). The objective of this study was to identify the combination of risk features that distinguish frail from nonfrail individuals. SETTING: Machine learning analysis of highly dimensional risk features was performed on a clinical cohort of PLWH. METHODS: Participants included 105 older (average age = 55.6) PLWH, with at least a 3-month history of combination antiretroviral therapy (median CD4 = 546). Predictors included demographics, HIV clinical markers, comorbid health conditions, cognition, and neuroimaging (ie, volumetrics, resting-state functional connectivity, and cerebral blood flow). Gradient-boosted multivariate regressions were implemented to establish linear and interactive classification models. Model performance was determined by sensitivity/specificity (F1 score) with 5-fold cross validation. RESULTS: The linear gradient-boosted multivariate regression classifier included lower current CD4 count, lower psychomotor performance, and multiple neuroimaging indices (volumes, network connectivity, and blood flow) in visual and motor brain systems (F1 score = 71%; precision = 84%; and sensitivity = 66%). The interactive model identified novel synergies between neuroimaging features, female sex, symptoms of depression, and current CD4 count. CONCLUSIONS: Data-driven algorithms built from highly dimensional clinical and brain imaging features implicate disruption to the visuomotor system in older PLWH designated as frail individuals. Interactions between lower CD4 count, female sex, depressive symptoms, and neuroimaging features suggest potentiation of risk mechanisms. Longitudinal data-driven studies are needed to guide clinical strategies capable of preventing the development of frailty as PLWH reach advanced age.


Assuntos
Envelhecimento/fisiologia , Fragilidade/diagnóstico , Infecções por HIV/patologia , Aprendizado de Máquina , Neuroimagem , Desempenho Psicomotor/fisiologia , Algoritmos , Antirretrovirais/uso terapêutico , Contagem de Linfócito CD4 , Feminino , Fragilidade/diagnóstico por imagem , Infecções por HIV/tratamento farmacológico , Humanos , Masculino , Pessoa de Meia-Idade , Estados Unidos
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