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2.
JAMA Psychiatry ; 80(8): 768-777, 2023 08 01.
Artigo em Inglês | MEDLINE | ID: mdl-37285133

RESUMO

Importance: Guided internet-delivered cognitive behavioral therapy (i-CBT) is a low-cost way to address high unmet need for anxiety and depression treatment. Scalability could be increased if some patients were helped as much by self-guided i-CBT as guided i-CBT. Objective: To develop an individualized treatment rule using machine learning methods for guided i-CBT vs self-guided i-CBT based on a rich set of baseline predictors. Design, Setting, and Participants: This prespecified secondary analysis of an assessor-blinded, multisite randomized clinical trial of guided i-CBT, self-guided i-CBT, and treatment as usual included students in Colombia and Mexico who were seeking treatment for anxiety (defined as a 7-item Generalized Anxiety Disorder [GAD-7] score of ≥10) and/or depression (defined as a 9-item Patient Health Questionnaire [PHQ-9] score of ≥10). Study recruitment was from March 1 to October 26, 2021. Initial data analysis was conducted from May 23 to October 26, 2022. Interventions: Participants were randomized to a culturally adapted transdiagnostic i-CBT that was guided (n = 445), self-guided (n = 439), or treatment as usual (n = 435). Main Outcomes and Measures: Remission of anxiety (GAD-7 scores of ≤4) and depression (PHQ-9 scores of ≤4) 3 months after baseline. Results: The study included 1319 participants (mean [SD] age, 21.4 [3.2] years; 1038 women [78.7%]; 725 participants [55.0%] came from Mexico). A total of 1210 participants (91.7%) had significantly higher mean (SE) probabilities of joint remission of anxiety and depression with guided i-CBT (51.8% [3.0%]) than with self-guided i-CBT (37.8% [3.0%]; P = .003) or treatment as usual (40.0% [2.7%]; P = .001). The remaining 109 participants (8.3%) had low mean (SE) probabilities of joint remission of anxiety and depression across all groups (guided i-CBT: 24.5% [9.1%]; P = .007; self-guided i-CBT: 25.4% [8.8%]; P = .004; treatment as usual: 31.0% [9.4%]; P = .001). All participants with baseline anxiety had nonsignificantly higher mean (SE) probabilities of anxiety remission with guided i-CBT (62.7% [5.9%]) than the other 2 groups (self-guided i-CBT: 50.2% [6.2%]; P = .14; treatment as usual: 53.0% [6.0%]; P = .25). A total of 841 of 1177 participants (71.5%) with baseline depression had significantly higher mean (SE) probabilities of depression remission with guided i-CBT (61.5% [3.6%]) than the other 2 groups (self-guided i-CBT: 44.3% [3.7%]; P = .001; treatment as usual: 41.8% [3.2%]; P < .001). The other 336 participants (28.5%) with baseline depression had nonsignificantly higher mean (SE) probabilities of depression remission with self-guided i-CBT (54.4% [6.0%]) than guided i-CBT (39.8% [5.4%]; P = .07). Conclusions and Relevance: Guided i-CBT yielded the highest probabilities of remission of anxiety and depression for most participants; however, these differences were nonsignificant for anxiety. Some participants had the highest probabilities of remission of depression with self-guided i-CBT. Information about this variation could be used to optimize allocation of guided and self-guided i-CBT in resource-constrained settings. Trial Registration: ClinicalTrials.gov Identifier: NCT04780542.


Assuntos
Terapia Cognitivo-Comportamental , Depressão , Humanos , Feminino , Adulto Jovem , Adulto , Depressão/terapia , Universidades , Ansiedade/terapia , Transtornos de Ansiedade/terapia , Transtornos de Ansiedade/psicologia , Terapia Cognitivo-Comportamental/métodos , Resultado do Tratamento , Internet
3.
Trials ; 23(1): 450, 2022 Jun 02.
Artigo em Inglês | MEDLINE | ID: mdl-35658942

RESUMO

BACKGROUND: Major depressive disorder (MDD) and generalized anxiety disorder (GAD) are highly prevalent among university students and predict impaired college performance and later life role functioning. Yet most students do not receive treatment, especially in low-middle-income countries (LMICs). We aim to evaluate the effects of expanding treatment using scalable and inexpensive Internet-delivered transdiagnostic cognitive behavioral therapy (iCBT) among college students with symptoms of MDD and/or GAD in two LMICs in Latin America (Colombia and Mexico) and to investigate the feasibility of creating a precision treatment rule (PTR) to predict for whom iCBT is most effective. METHODS: We will first carry out a multi-site randomized pragmatic clinical trial (N = 1500) of students seeking treatment at student mental health clinics in participating universities or responding to an email offering services. Students on wait lists for clinic services will be randomized to unguided iCBT (33%), guided iCBT (33%), and treatment as usual (TAU) (33%). iCBT will be provided immediately whereas TAU will be whenever a clinic appointment is available. Short-term aggregate effects will be assessed at 90 days and longer-term effects 12 months after randomization. We will use ensemble machine learning to predict heterogeneity of treatment effects of unguided versus guided iCBT versus TAU and develop a precision treatment rule (PTR) to optimize individual student outcome. We will then conduct a second and third trial with separate samples (n = 500 per arm), but with unequal allocation across two arms: 25% will be assigned to the treatment determined to yield optimal outcomes based on the PTR developed in the first trial (PTR for optimal short-term outcomes for Trial 2 and 12-month outcomes for Trial 3), whereas the remaining 75% will be assigned with equal allocation across all three treatment arms. DISCUSSION: By collecting comprehensive baseline characteristics to evaluate heterogeneity of treatment effects, we will provide valuable and innovative information to optimize treatment effects and guide university mental health treatment planning. Such an effort could have enormous public-health implications for the region by increasing the reach of treatment, decreasing unmet need and clinic wait times, and serving as a model of evidence-based intervention planning and implementation. TRIAL STATUS: IRB Approval of Protocol Version 1.0; June 3, 2020. Recruitment began on March 1, 2021. Recruitment is tentatively scheduled to be completed on May 30, 2024. TRIAL REGISTRATION: ClinicalTrials.gov NCT04780542 . First submission date: February 28, 2021.


Assuntos
Terapia Cognitivo-Comportamental , Transtorno Depressivo Maior , Ansiedade/terapia , Transtornos de Ansiedade/terapia , Terapia Cognitivo-Comportamental/métodos , Depressão/terapia , Humanos , Internet , América Latina , Ensaios Clínicos Pragmáticos como Assunto , Ensaios Clínicos Controlados Aleatórios como Assunto , Estudantes/psicologia , Resultado do Tratamento , Universidades
4.
J Affect Disord ; 303: 273-285, 2022 04 15.
Artigo em Inglês | MEDLINE | ID: mdl-35176342

RESUMO

BACKGROUND: Mental health treatment is scarce and little resources are invested in reducing the wide treatment gap that exists in the Americas. The regional barriers are unknown. We describe the barriers for not seeking treatment among those with mental and substance use disorders from six (four low- and middle-income and two high-income) countries from the Americas. Regional socio-demographic and clinical correlates are assessed. METHODS: Respondents (n = 4648) from seven World Mental Health surveys carried out in Argentina, Brazil, Colombia, Mexico, Peru, and the United States, who met diagnostic criteria for a 12-month mental disorder, measured with the Composite International Diagnostic Interview, and who did not access treatment, were asked about treatment need and, among those with need, structural and attitudinal barriers. Country-specific deviations from regional estimates were evaluated through logistic models. RESULTS: In the Americas, 43% of those that did not access treatment did not perceive treatment need, while the rest reported structural and attitudinal barriers. Overall, 27% reported structural barriers, and 95% attitudinal barriers. The most frequent attitudinal barrier was to want to handle it on their own (69.4%). Being female and having higher severity of disorders were significant correlates of greater perceived structural and lower attitudinal barriers, with few country-specific variations. LIMITATIONS: Only six countries in the Americas are represented; the cross-sectional nature of the survey precludes any causal interpretation. CONCLUSIONS: Awareness of disorder or treatment need in various forms is one of the main barriers reported in the Americas and it specially affects persons with severe disorders.


Assuntos
Transtornos Mentais , Serviços de Saúde Mental , Brasil , Estudos Transversais , Feminino , Acessibilidade aos Serviços de Saúde , Inquéritos Epidemiológicos , Humanos , Masculino , Transtornos Mentais/diagnóstico , Transtornos Mentais/epidemiologia , Transtornos Mentais/terapia , Inquéritos e Questionários , Estados Unidos/epidemiologia
5.
J Affect Disord ; 303: 168-179, 2022 04 15.
Artigo em Inglês | MEDLINE | ID: mdl-35151675

RESUMO

OBJECTIVE: To estimate structural and attitudinal reasons for premature discontinuation of mental health treatment, socio-demographic and clinical correlates of treatment dropout due to these reasons, and to test country differences from the overall effect across the region of the Americas. METHODS: World Health Organization-World Mental Health (WMH) surveys were carried out in six countries in the Americas: Argentina, Brazil, Colombia, Mexico, Peru and USA. Among the 1991 participants who met diagnostic criteria (measured with the Composite International Diagnostic Interview (WMHCIDI)) for a mental disorder and were in treatment in the prior 12-months, the 236 (12.2%) who dropped out of treatment before the professional recommended were included. FINDINGS: In all countries, individuals more frequently reported attitudinal (79.2%) rather than structural reasons (30.7%) for dropout. Disorder severity was associated with structural reasons; those with severe disorder (versus mild disorder) had 3.4 (95%CI=1.1-11.1) times the odds of reporting a structural reason. Regarding attitudinal reasons, those with lower income (versus higher income) were less likely to discontinue treatment because of getting better (OR=0.4; 95%CI= 0.2-0.9). Country specific variations were found. LIMITATIONS: Not all countries, or the poorest, in the region were included. Some estimations couldn´t be calculated due to cell size. Causality cannot be assumed. CONCLUSION: Clinicians should in the first sessions address attitudinal factors that may lead to premature termination. Public policies need to consider distribution of services to increase convenience. A more rational use of resources would be to offer brief therapies to individuals most likely to drop out of treatment prematurely.


Assuntos
Transtornos Mentais , Serviços de Saúde Mental , Brasil , Inquéritos Epidemiológicos , Humanos , Transtornos Mentais/epidemiologia , Transtornos Mentais/terapia , Inquéritos e Questionários
6.
Braz. J. Psychiatry (São Paulo, 1999, Impr.) ; Braz. J. Psychiatry (São Paulo, 1999, Impr.);41(3): 238-244, May-June 2019. tab
Artigo em Inglês | LILACS | ID: biblio-1011494

RESUMO

Objective: To estimate the 12-month prevalence of mental health services utilization (overall and by type of service sector), the adequacy of treatment provided, and sociodemographic correlates in the Argentinean Study of Mental Health Epidemiology (ASMHE). Methods: The ASMHE is a multistage probability household sample representative of adults in urban areas of Argentina. The World Health Organization World Mental Health Composite International Diagnostic Interview (WMH-CIDI) was used to evaluate psychiatric diagnosis and service utilization. Results: Among those with a disorder, 27.6% received any treatment in the prior 12 months. Of these, 78.3% received minimally adequate treatment using a broad definition and only 43.6% using a stringent definition. For individuals with a disorder, more services were provided by mental health professionals (17.7%) than by general medical professionals (11.5%) or non-healthcare sectors (2.6%). Younger individuals with low education and income were less likely to receive treatment; those never married and those with an anxiety or mood disorder were more likely to receive treatment. Among those in treatment, treatment was least adequate among younger individuals with low education and low income. Conclusions: Policies to increase access to services for mental health disorders in Argentina are needed, as is training for primary care practitioners in the early detection and treatment of psychiatric disorders.


Assuntos
Humanos , Masculino , Feminino , Adolescente , Adulto , Adulto Jovem , Transtornos Relacionados ao Uso de Substâncias/terapia , Transtornos Relacionados ao Uso de Substâncias/epidemiologia , Transtornos Mentais/terapia , Transtornos Mentais/epidemiologia , Serviços de Saúde Mental/estatística & dados numéricos , Argentina/epidemiologia , Psiquiatria/educação , Fatores Socioeconômicos , População Urbana/estatística & dados numéricos , Aceitação pelo Paciente de Cuidados de Saúde/estatística & dados numéricos , Prevalência , Inquéritos e Questionários , Inquéritos Epidemiológicos , Transtornos Relacionados ao Uso de Substâncias/diagnóstico , Clínicos Gerais/educação , Acessibilidade aos Serviços de Saúde/estatística & dados numéricos , Transtornos Mentais/diagnóstico , Pessoa de Meia-Idade
7.
Addiction ; 114(3): 534-552, 2019 03.
Artigo em Inglês | MEDLINE | ID: mdl-30370636

RESUMO

BACKGROUND AND AIMS: The World Health Organization's (WHO's) proposed International Classification of Diseases, 11th edition (ICD-11) includes several major revisions to substance use disorder (SUD) diagnoses. It is essential to ensure the consistency of within-subject diagnostic findings throughout countries, languages and cultures. To date, agreement analyses between different SUD diagnostic systems have largely been based in high-income countries and clinical samples rather than general population samples. We aimed to evaluate the prevalence of, and concordance between diagnoses using the ICD-11, The WHO's ICD 10th edition (ICD-10) and the Diagnostic and Statistical Manual of Mental Disorders, 4th and 5th editions (DSM-IV, DSM-5); the prevalence of disaggregated ICD-10 and ICD-11 symptoms; and variation in clinical features across diagnostic groups. DESIGN: Cross-sectional household surveys. SETTING: Representative surveys of the general population in 10 countries (Argentina, Australia, Brazil, Colombia, Iraq, Northern Ireland, Poland, Portugal, Romania and Spain) of the World Mental Health Survey Initiative. PARTICIPANTS: Questions about SUDs were asked of 12 182 regular alcohol users and 1788 cannabis users. MEASUREMENTS: Each survey used the World Mental Health Survey Initiative version of the WHO Composite International Diagnostic Interview version 3.0 (WMH-CIDI). FINDINGS: Among regular alcohol users, prevalence (95% confidence interval) of life-time ICD-11 alcohol harmful use and dependence were 21.6% (20.5-22.6%) and 7.0% (6.4-7.7%), respectively. Among cannabis users, 9.3% (7.4-11.1%) met criteria for ICD-11 harmful use and 3.2% (2.3-4.0%) for dependence. For both substances, all comparisons of ICD-11 with ICD-10 and DSM-IV showed excellent concordance (all κ ≥ 0.9). Concordance between ICD-11 and DSM-5 ranged from good (for SUD and comparisons of dependence and severe SUD) to poor (for comparisons of harmful use and mild SUD). Very low endorsement rates were observed for new ICD-11 feature for harmful use ('harm to others'). Minimal variation in clinical features was observed across diagnostic systems. CONCLUSIONS: The World Health Organization's proposed International Classification of Diseases, 11th edition (ICD-11) classifications for substance use disorder diagnoses are highly consistent with the ICD 10th edition and the Diagnostic and Statistical Manual of Mental Disorders, 4th edition (DSM-IV). Concordance between ICD-11 and the DSM 5th edition (DSM-5) varies, due largely to low levels of agreement for the ICD harmful use and DSM-5 mild use disorder. Diagnostic validity of self-reported 'harm to others' is questionable.


Assuntos
Alcoolismo/diagnóstico , Abuso de Maconha/diagnóstico , Alcoolismo/classificação , Alcoolismo/epidemiologia , Argentina/epidemiologia , Austrália/epidemiologia , Brasil/epidemiologia , Colômbia/epidemiologia , Estudos Transversais , Manual Diagnóstico e Estatístico de Transtornos Mentais , Humanos , Classificação Internacional de Doenças , Iraque/epidemiologia , Abuso de Maconha/classificação , Abuso de Maconha/epidemiologia , Irlanda do Norte/epidemiologia , Polônia/epidemiologia , Portugal/epidemiologia , Romênia/epidemiologia , Espanha/epidemiologia , Transtornos Relacionados ao Uso de Substâncias/classificação , Transtornos Relacionados ao Uso de Substâncias/diagnóstico , Transtornos Relacionados ao Uso de Substâncias/epidemiologia , Inquéritos e Questionários , Organização Mundial da Saúde
8.
Braz J Psychiatry ; 41(3): 238-244, 2019.
Artigo em Inglês | MEDLINE | ID: mdl-30427387

RESUMO

OBJECTIVE: To estimate the 12-month prevalence of mental health services utilization (overall and by type of service sector), the adequacy of treatment provided, and sociodemographic correlates in the Argentinean Study of Mental Health Epidemiology (ASMHE). METHODS: The ASMHE is a multistage probability household sample representative of adults in urban areas of Argentina. The World Health Organization World Mental Health Composite International Diagnostic Interview (WMH-CIDI) was used to evaluate psychiatric diagnosis and service utilization. RESULTS: Among those with a disorder, 27.6% received any treatment in the prior 12 months. Of these, 78.3% received minimally adequate treatment using a broad definition and only 43.6% using a stringent definition. For individuals with a disorder, more services were provided by mental health professionals (17.7%) than by general medical professionals (11.5%) or non-healthcare sectors (2.6%). Younger individuals with low education and income were less likely to receive treatment; those never married and those with an anxiety or mood disorder were more likely to receive treatment. Among those in treatment, treatment was least adequate among younger individuals with low education and low income. CONCLUSIONS: Policies to increase access to services for mental health disorders in Argentina are needed, as is training for primary care practitioners in the early detection and treatment of psychiatric disorders.


Assuntos
Transtornos Mentais/epidemiologia , Transtornos Mentais/terapia , Serviços de Saúde Mental/estatística & dados numéricos , Transtornos Relacionados ao Uso de Substâncias/epidemiologia , Transtornos Relacionados ao Uso de Substâncias/terapia , Adolescente , Adulto , Idoso , Argentina/epidemiologia , Feminino , Clínicos Gerais/educação , Acessibilidade aos Serviços de Saúde/estatística & dados numéricos , Inquéritos Epidemiológicos , Humanos , Masculino , Transtornos Mentais/diagnóstico , Pessoa de Meia-Idade , Aceitação pelo Paciente de Cuidados de Saúde , Prevalência , Psiquiatria/educação , Fatores Socioeconômicos , Transtornos Relacionados ao Uso de Substâncias/diagnóstico , Inquéritos e Questionários , População Urbana/estatística & dados numéricos , Adulto Jovem
9.
Soc Psychiatry Psychiatr Epidemiol ; 54(2): 157-170, 2019 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-30173317

RESUMO

PURPOSE: Our understanding of community-level predictors of individual mental disorders in large urban areas of lower income countries is limited. In particular, the proportion of migrant, unemployed, and poorly educated residents in neighborhoods of these urban areas may characterize group contexts and shape residents' health. METHODS: Cross-sectional household interviews of 7251 adults were completed across 83 neighborhoods of Buenos Aires, Argentina; Medellín, Colombia; São Paulo, Brazil; Lima, Peru; and Mexico City, Mexico as part of the World Mental Health Survey Initiative. Past-year internalizing and externalizing mental disorders were assessed, and multilevel models were used. RESULTS: Living in neighborhoods with either an above-average or below-average proportion of migrants and highly educated residents was associated with lower odds of any internalizing disorder (for proportion migrants: OR 0.75, 95% CI 0.62-0.91 for the bottom tertile and OR 0.79, 95% CI 0.67-0.94 for the top tertile compared to the middle tertile; for proportion highly educated: OR 0.76, 95% CI 0.64-0.90 for the bottom tertile and OR 0.58, 95% CI 0.37-0.90 for the top tertile compared to the middle tertile). Living in neighborhoods with an above-average proportion of unemployed individuals was associated with higher odds of having any internalizing disorder (OR 1.49, 95% CI 1.14-1.95 for the top tertile compared to the middle tertile). The proportion of highly educated residents was associated with lower odds of externalizing disorder (OR 0.54, 95% CI 0.31-0.93 for the top tertile compared to the middle tertile). CONCLUSIONS: The associations of neighborhood-level migration, unemployment, and education with individual-level odds of mental disorders highlight the importance of community context for understanding the burden of mental disorders among residents of rapidly urbanizing global settings.


Assuntos
Transtornos Mentais/epidemiologia , Pobreza/psicologia , Características de Residência/estatística & dados numéricos , Fatores Socioeconômicos , População Urbana/estatística & dados numéricos , Adulto , Argentina/epidemiologia , Brasil/epidemiologia , Cidades/epidemiologia , Colômbia/epidemiologia , Estudos Transversais , Escolaridade , Feminino , Inquéritos Epidemiológicos , Humanos , América Latina/epidemiologia , Masculino , Transtornos Mentais/psicologia , México/epidemiologia , Pessoa de Meia-Idade , Análise Multinível , Peru/epidemiologia , Migrantes/psicologia , Desemprego/psicologia , Urbanização
10.
Soc Psychiatry Psychiatr Epidemiol ; 53(4): 341-350, 2018 04.
Artigo em Inglês | MEDLINE | ID: mdl-29459988

RESUMO

PURPOSE: Although the Global Burden of Disease Study estimated that depressive disorders and anxiety disorders are the second and fifth leading causes of disability in Argentina, these estimates were based on imputations rather than epidemiological data. The policy implications of these results for the necessary expansion of mental health services in Argentina are sufficiently great that more direct estimates of the population burdens of common mental disorders are needed. Therefore, the purpose is to present the first results regarding lifetime prevalence, projected lifetime risk up to age 75, age-of-onset, cohort effects and socio-demographic correlates of DSM-IV mental disorders among adults (18+) from the general population of urban areas of Argentina. METHOD: A multistage clustered area probability household survey was administered to 3927 individuals using the World Mental Health Composite International Diagnostic Interview. RESULTS: Lifetime prevalence of any disorder was 29.1% and projected lifetime risk at age 75 was 37.1%. Median age-of-onset of any disorder was 20 years of age. Disorders with highest lifetime prevalence were major depressive disorder (8.7%), alcohol abuse (8.1%), and specific phobia (6.8%). Anxiety disorders were the most prevalent group of disorder (16.4%) followed by mood (12.3%), substance (10.4%), and disruptive behavior disorders (2.5%). Women had greater odds of anxiety and mood disorders; men had greater odds of substance disorders. Age-at-interview was inversely associated with lifetime risk of any disorder. DISCUSSION: The results provide direct evidence for high lifetime societal burdens of common mental disorders in Argentina due to a combination of high prevalence and early age-of-onset.


Assuntos
Idade de Início , Transtornos Mentais/epidemiologia , Adolescente , Adulto , Idoso , Alcoolismo/epidemiologia , Transtornos de Ansiedade/epidemiologia , Argentina/epidemiologia , Análise por Conglomerados , Transtorno Depressivo Maior/epidemiologia , Manual Diagnóstico e Estatístico de Transtornos Mentais , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Transtornos do Humor/epidemiologia , Transtornos Fóbicos/epidemiologia , Prevalência , Adulto Jovem
11.
Soc Psychiatry Psychiatr Epidemiol ; 53(2): 121-129, 2018 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-29302708

RESUMO

PURPOSE: Community surveys of mental disorders and service use are important for public health policy and planning. There is a dearth of information for Latin America. This is the first representative community survey in the Argentinean population. The purpose is to estimate the 12-month prevalence and severity of mental disorders, socio-demographic correlates and service use in a general population survey of adults from urban areas of Argentina. METHODS: The World Mental Health Composite International Diagnostic Interview was administered to 3927 individuals aged 18 years and older participating in a multistage clustered area probability household survey. The response rate was 77%. RESULTS: The 12-month prevalence of any disorder was 14.8%, and a quarter of those disorders were classified as severe. Younger participants and those with lower education had greater odds of any disorder and most classes of disorder. 11.6% of the total population received treatment in the prior 12 months and only 30.2% of those with a severe disorder. Women and those never married were more likely to receive or seek treatment, whereas those with low and low-average education were less likely. CONCLUSION: Most individuals with a mental disorder in the past year, even those with a severe disorder, have not received treatment. Because low education is a barrier to treatment, initiatives aimed at mental health education might help timely detection and treatment of these disorders in Argentina.


Assuntos
Transtornos Mentais/epidemiologia , Serviços de Saúde Mental/estatística & dados numéricos , Adolescente , Adulto , Idoso , Argentina/epidemiologia , Escolaridade , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Prevalência , Fatores Socioeconômicos , Inquéritos e Questionários , População Urbana/estatística & dados numéricos , Adulto Jovem
12.
J Psychiatr Res ; 96: 15-22, 2018 01.
Artigo em Inglês | MEDLINE | ID: mdl-28950110

RESUMO

Earthquakes are a common and deadly natural disaster, with roughly one-quarter of survivors subsequently developing posttraumatic stress disorder (PTSD). Despite progress identifying risk factors, limited research has examined how to combine variables into an optimized post-earthquake PTSD prediction tool that could be used to triage survivors to mental health services. The current study developed a post-earthquake PTSD risk score using machine learning methods designed to optimize prediction. The data were from a two-wave survey of Chileans exposed to the 8.8 magnitude earthquake that occurred in February 2010. Respondents (n = 23,907) were interviewed roughly three months prior to and again three months after the earthquake. Probable post-earthquake PTSD was assessed using the Davidson Trauma Scale. We applied super learning, an ensembling machine learning method, to develop the PTSD risk score from 67 risk factors that could be assessed within one week of earthquake occurrence. The super learner algorithm had better cross-validated performance than the 39 individual algorithms from which it was developed, including conventional logistic regression. The super learner also had a better area under the receiver operating characteristic curve (0.79) than existing post-disaster PTSD risk tools. Individuals in the top 5%, 10%, and 20% of the predicted risk distribution accounted for 17.5%, 32.2%, and 51.4% of all probable cases of PTSD, respectively. In addition to developing a risk score that could be implemented in the near future, these results more broadly support the utility of super learning to develop optimized prediction functions for mental health outcomes.


Assuntos
Algoritmos , Desastres , Aprendizado de Máquina , Transtornos de Estresse Pós-Traumáticos/diagnóstico , Transtornos de Estresse Pós-Traumáticos/etiologia , Área Sob a Curva , Chile , Humanos , Entrevistas como Assunto , Modelos Logísticos , Prevalência , Prognóstico , Curva ROC , Medição de Risco/métodos , Transtornos de Estresse Pós-Traumáticos/epidemiologia , Inquéritos e Questionários
13.
Vertex ; XXIX(142): 275-299, 2018 Nov.
Artigo em Espanhol | MEDLINE | ID: mdl-30785970

RESUMO

In this paper we report the findings of the first "Epidemiological study of mental health in the general population of Argentina" in the framework of the World Mental Health Survey Initiative WHO / Harvard, in collaboration with the Faculty of Medicine of the University of Buenos Aires and the Asociación de Psiquiatras Argentinos (APSA) with funding from the Ministry of Health. Methodology: A multistage probabilistic household survey was conducted using the Composite International Diagnostic Interview (CIDI). The survey was conducted on 3,927 people aged 18 and over (no age limit), with fixed residence in one of the eight largest urban areas in the country (Buenos Aires, Córdoba, Corrientes-Resistencia, Mendoza, Neuquén, Rosario, Salta and Tucumán), representing approximately 50.1% of the adults living in the country. The response rate was 77%. Results: The lifetime prevalence of any mental disorder in the general population of Argentina over 18 years of age was 29.1% and the projected life risk up to 75 years of age was 37.1%. The disorders with the highest life prevalence were Major Depressive Disorder (8.7%), Alcohol Abuse Disorder (8.1%) and Specific Phobia (6.8%). Anxiety Disorders were the most prevalent group (16.4%), followed by Mood Disorders (12.3%), Substance Disorders (10.4%), and Impulse Control Disorders (2.5%). The prevalence in the last 12 months of any mental disorder was 14.8%, a quarter of wich were classified as severe. 11.6% received treatment in the previous 12 months and only 30.2% of those who suffered a severe disorder received it. The results provide essential data for health planning and implementation and the training of the mental health workforce.


Assuntos
Transtorno Depressivo Maior , Transtornos Mentais , Adolescente , Adulto , Idoso , Argentina/epidemiologia , Estudos Epidemiológicos , Humanos , Transtornos Mentais/epidemiologia , Saúde Mental , Pessoa de Meia-Idade , Transtornos do Humor , Prevalência , Adulto Jovem
14.
BMJ Open ; 7(10): e017679, 2017 Oct 11.
Artigo em Inglês | MEDLINE | ID: mdl-29025841

RESUMO

OBJECTIVES: The rapid growth of urban areas in China in the past few decades has introduced profound changes in family structure and income distribution that could plausibly affect mental health. Although multilevel studies of the influence of area-level socioeconomic factors on mental health have become more common in other parts of the world, a study of this sort has not been carried out in Chinese cities. Our objectives were to examine the associations of two key neighbourhood-level variables-median income and percentage of married individuals living in the neighbourhood-with mental disorders net of individual-level income and marital status in three Chinese cities. SETTING: Household interviews in Beijing, Shanghai and Shenzhen, PRC, as part of the cross-sectional World Mental Health Surveys. PARTICIPANTS: 4072 men and women aged 18-88 years. PRIMARY AND SECONDARY OUTCOME MEASURES: Lifetime and past-year internalising and externalising mental disorders. RESULTS: Each one-point increase in neighbourhood-level percentage of married residents was associated with a 1% lower odds of lifetime (p=0.024) and 2% lower odds of past-year (p=0.008) individual-level externalising disorder, net of individual-level marital status. When split into tertiles, individuals living in neighbourhoods in the top tertile of percentage of married residents had 54% lower odds of a past-year externalising disorder (OR=0.46, 95% CI: 0.24 to 0.87) compared with those in the bottom tertile. Neighbourhood-level marital status was not statistically associated with either lifetime or past-year internalising disorders. Neighbourhood-level income was not statistically associated with odds of either internalising or externalising disorders. CONCLUSIONS: The proportion of married residents in respondents' neighbourhoods was significantly inversely associated with having externalising mental disorders in this sample of Chinese cities. Possible mechanisms for this finding are discussed and related to social causation, social selection and social control theories. Future work should examine these relationships longitudinally.


Assuntos
Transtornos Mentais/epidemiologia , Características de Residência/estatística & dados numéricos , População Urbana/estatística & dados numéricos , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , China/epidemiologia , Cidades/epidemiologia , Estudos Transversais , Feminino , Inquéritos Epidemiológicos , Humanos , Masculino , Estado Civil/estatística & dados numéricos , Pessoa de Meia-Idade , Fatores Socioeconômicos , Adulto Jovem
15.
Depress Anxiety ; 34(4): 315-326, 2017 04.
Artigo em Inglês | MEDLINE | ID: mdl-27921352

RESUMO

BACKGROUND: Unexpected death of a loved one (UD) is the most commonly reported traumatic experience in cross-national surveys. However, much remains to be learned about posttraumatic stress disorder (PTSD) after this experience. The WHO World Mental Health (WMH) survey initiative provides a unique opportunity to address these issues. METHODS: Data from 19 WMH surveys (n = 78,023; 70.1% weighted response rate) were collated. Potential predictors of PTSD (respondent sociodemographics, characteristics of the death, history of prior trauma exposure, history of prior mental disorders) after a representative sample of UDs were examined using logistic regression. Simulation was used to estimate overall model strength in targeting individuals at highest PTSD risk. RESULTS: PTSD prevalence after UD averaged 5.2% across surveys and did not differ significantly between high-income and low-middle income countries. Significant multivariate predictors included the deceased being a spouse or child, the respondent being female and believing they could have done something to prevent the death, prior trauma exposure, and history of prior mental disorders. The final model was strongly predictive of PTSD, with the 5% of respondents having highest estimated risk including 30.6% of all cases of PTSD. Positive predictive value (i.e., the proportion of high-risk individuals who actually developed PTSD) among the 5% of respondents with highest predicted risk was 25.3%. CONCLUSIONS: The high prevalence and meaningful risk of PTSD make UD a major public health issue. This study provides novel insights into predictors of PTSD after this experience and suggests that screening assessments might be useful in identifying high-risk individuals for preventive interventions.


Assuntos
Atitude Frente a Morte , Morte , Inquéritos Epidemiológicos/estatística & dados numéricos , Acontecimentos que Mudam a Vida , Transtornos de Estresse Pós-Traumáticos/epidemiologia , Transtornos de Estresse Pós-Traumáticos/psicologia , Adolescente , Adulto , Ásia/epidemiologia , Criança , Pré-Escolar , Europa (Continente)/epidemiologia , Feminino , Humanos , Lactente , Modelos Logísticos , Masculino , Prevalência , Risco , Fatores Socioeconômicos , África do Sul/epidemiologia , América do Sul/epidemiologia , Estados Unidos/epidemiologia , Adulto Jovem
16.
Depress Anxiety ; 33(12): 1155-1177, 2016 12.
Artigo em Inglês | MEDLINE | ID: mdl-27775828

RESUMO

CONTEXT: The scarcity of cross-national reports and the changes in Diagnostic and Statistical Manual version 5 (DSM-5) regarding panic disorder (PD) and panic attacks (PAs) call for new epidemiological data on PD and PAs and its subtypes in the general population. OBJECTIVE: To present representative data about the cross-national epidemiology of PD and PAs in accordance with DSM-5 definitions. DESIGN AND SETTING: Nationally representative cross-sectional surveys using the World Health Organization Composite International Diagnostic Interview version 3.0. PARTICIPANTS: Respondents (n = 142,949) from 25 high, middle, and lower-middle income countries across the world aged 18 years or older. MAIN OUTCOME MEASURES: PD and presence of single and recurrent PAs. RESULTS: Lifetime prevalence of PAs was 13.2% (SE 0.1%). Among persons that ever had a PA, the majority had recurrent PAs (66.5%; SE 0.5%), while only 12.8% fulfilled DSM-5 criteria for PD. Recurrent PAs were associated with a subsequent onset of a variety of mental disorders (OR 2.0; 95% CI 1.8-2.2) and their course (OR 1.3; 95% CI 1.2-2.4) whereas single PAs were not (OR 1.1; 95% CI 0.9-1.3 and OR 0.7; 95% CI 0.6-0.8). Cross-national lifetime prevalence estimates were 1.7% (SE 0.0%) for PD with a median age of onset of 32 (IQR 20-47). Some 80.4% of persons with lifetime PD had a lifetime comorbid mental disorder. CONCLUSIONS: We extended previous epidemiological data to a cross-national context. The presence of recurrent PAs in particular is associated with subsequent onset and course of mental disorders beyond agoraphobia and PD, and might serve as a generic risk marker for psychopathology.


Assuntos
Inquéritos Epidemiológicos/estatística & dados numéricos , Internacionalidade , Transtorno de Pânico/epidemiologia , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Ásia/epidemiologia , Austrália/epidemiologia , Estudos Transversais , Europa (Continente)/epidemiologia , Feminino , Humanos , Masculino , México/epidemiologia , Pessoa de Meia-Idade , Nova Zelândia/epidemiologia , Nigéria/epidemiologia , Transtorno de Pânico/psicologia , Prevalência , América do Sul/epidemiologia , Estados Unidos/epidemiologia , Adulto Jovem
17.
J Am Acad Child Adolesc Psychiatry ; 54(10): 799-807.e1, 2015 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-26407489

RESUMO

OBJECTIVE: Skills for Life (SFL) is the largest school-based mental health program in the world, screening and providing services to more than 1,000,000 students in Chile over the past decade. This is the first external evaluation of the program. METHOD: Of the 8,372 primary schools in Chile in 2010 that received public funding, one-fifth (1,637) elected to participate in SFL. Each year, all first- and third-grade students in these schools are screened with validated teacher- and parent-completed measures of psychosocial functioning (the Teacher Observation of Classroom Adaptation-Re-Revised [TOCA-RR] and the Pediatric Symptom Checklist-Chile [PSC-CL]). Students identified as being at risk on the TOCA-RR in first grade are referred to a standardized 10-session preventive intervention in second grade. This article explores the relationships between workshop participation and changes in TOCA-RR and PSC-CL scores, attendance, and promotion from third to fourth grades. RESULTS: In all, 16.4% of students were identified as being at-risk on the TOCA-RR. Statistically significant relationships were found between the number of workshop sessions attended and improvements in behavioral and academic outcomes after controlling for nonrandom selection into exposure and loss to follow-up. Effect sizes for the difference between attending most (7-10) versus fewer (0-6) sessions ranged from 0.08 to 0.16 standard deviations. CONCLUSION: This study provides empirical evidence that a large-scale mental health intervention early in schooling is significantly associated with improved behavioral and academic outcomes. Future research is needed to implement more rigorous experimental evaluation of the program, to examine longer-term effects, and to investigate possible predictors of heterogeneity of treatment response.


Assuntos
Transtornos Mentais/diagnóstico , Serviços de Saúde Mental , Serviços de Saúde Escolar , Logro , Escala de Avaliação Comportamental , Criança , Pré-Escolar , Chile , Feminino , Humanos , Modelos Logísticos , Masculino , Transtornos Mentais/prevenção & controle , Comportamento Problema , Avaliação de Programas e Projetos de Saúde , Escalas de Graduação Psiquiátrica , Instituições Acadêmicas , Estudantes
18.
Clinics (Sao Paulo) ; 68(11): 1392-9, 2013 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-24270949

RESUMO

OBJECTIVES: To investigate the relative importance of common physical and mental disorders with regard to the number of days out-of-role (DOR; number of days for which a person is completely unable to work or carry out normal activities because of health problems) in a population-based sample of adults in the São Paulo Metropolitan Area, Brazil. METHODS: The São Paulo Megacity Mental Health Survey was administered during face-to-face interviews with 2,942 adult household residents. The presence of 8 chronic physical disorders and 3 classes of mental disorders (mood, anxiety, and substance use disorders) was assessed for the previous year along with the number of days in the previous month for which each respondent was completely unable to work or carry out normal daily activities due to health problems. Using multiple regression analysis, we examined the associations of the disorders and their comorbidities with the number of days out-of-role while controlling for socio-demographic variables. Both individual-level and population-level associations were assessed. RESULTS: A total of 13.1% of the respondents reported 1 or more days out-of-role in the previous month, with an annual median of 41.4 days out-of-role. The disorders considered in this study accounted for 71.7% of all DOR; the disorders that caused the greatest number of DOR at the individual-level were digestive (22.6), mood (19.9), substance use (15.0), chronic pain (16.5), and anxiety (14.0) disorders. The disorders associated with the highest population-attributable DOR were chronic pain (35.2%), mood (16.5%), and anxiety (15.0%) disorders. CONCLUSIONS: Because pain, anxiety, and mood disorders have high effects at both the individual and societal levels, targeted interventions to reduce the impairments associated with these disorders have the highest potential to reduce the societal burdens of chronic illness in the São Paulo Metropolitan Area.


Assuntos
Absenteísmo , Atividades Cotidianas , Inquéritos Epidemiológicos/estatística & dados numéricos , Transtornos Mentais/epidemiologia , Adolescente , Adulto , Brasil/epidemiologia , Dor Crônica/epidemiologia , Comorbidade , Feminino , Humanos , Masculino , Saúde Mental/estatística & dados numéricos , Prevalência , Fatores Socioeconômicos , Fatores de Tempo , População Urbana/estatística & dados numéricos , Organização Mundial da Saúde , Adulto Jovem
19.
Clinics ; Clinics;68(11): 1392-1399, 1jan. 2013. tab
Artigo em Inglês | LILACS | ID: lil-690632

RESUMO

OBJECTIVES: To investigate the relative importance of common physical and mental disorders with regard to the number of days out-of-role (DOR; number of days for which a person is completely unable to work or carry out normal activities because of health problems) in a population-based sample of adults in the São Paulo Metropolitan Area, Brazil. METHODS: The São Paulo Megacity Mental Health Survey was administered during face-to-face interviews with 2,942 adult household residents. The presence of 8 chronic physical disorders and 3 classes of mental disorders (mood, anxiety, and substance use disorders) was assessed for the previous year along with the number of days in the previous month for which each respondent was completely unable to work or carry out normal daily activities due to health problems. Using multiple regression analysis, we examined the associations of the disorders and their comorbidities with the number of days out-of-role while controlling for socio-demographic variables. Both individual-level and population-level associations were assessed. RESULTS: A total of 13.1% of the respondents reported 1 or more days out-of-role in the previous month, with an annual median of 41.4 days out-of-role. The disorders considered in this study accounted for 71.7% of all DOR; the disorders that caused the greatest number of DOR at the individual-level were digestive (22.6), mood (19.9), substance use (15.0), chronic pain (16.5), and anxiety (14.0) disorders. The disorders associated with the highest population-attributable DOR were chronic pain (35.2%), mood (16.5%), and anxiety (15.0%) disorders. CONCLUSIONS: Because pain, anxiety, and mood disorders have high effects at both the individual and societal levels, targeted interventions to reduce the impairments associated with these disorders have the highest potential to reduce the societal burdens of chronic illness in the São Paulo Metropolitan Area. .


Assuntos
Adolescente , Adulto , Feminino , Humanos , Masculino , Adulto Jovem , Absenteísmo , Atividades Cotidianas , Inquéritos Epidemiológicos/estatística & dados numéricos , Transtornos Mentais/epidemiologia , Brasil/epidemiologia , Comorbidade , Dor Crônica/epidemiologia , Saúde Mental/estatística & dados numéricos , Prevalência , Fatores Socioeconômicos , Fatores de Tempo , População Urbana/estatística & dados numéricos , Organização Mundial da Saúde
20.
Braz J Psychiatry ; 35(2): 115-25, 2013.
Artigo em Inglês | MEDLINE | ID: mdl-23904015

RESUMO

OBJECTIVE: To assess prevalence and correlates of family caregiver burdens associated with mental and physical conditions worldwide. METHODS: Cross-sectional community surveys asked 43,732 adults residing in 19 countries of the WHO World Mental Health (WMH) Surveys about chronic physical and mental health conditions of first-degree relatives and associated objective (time, financial) and subjective (distress, embarrassment) burdens. Magnitudes and associations of burden are examined by kinship status and family health problem; population-level estimates are provided. RESULTS: Among the 18.9-40.3% of respondents in high, upper-middle, and low/lower-middle income countries with first-degree relatives having serious health problems, 39.0-39.6% reported burden. Among those, 22.9-31.1% devoted time, 10.6-18.8% had financial burden, 23.3-27.1% reported psychological distress, and 6.0-17.2% embarrassment. Mean caregiving hours/week was 12.9-16.5 (83.7-147.9 hours/week/100 people aged 18+). Mean financial burden was 15.1% of median family income in high, 32.2% in upper-middle, and 44.1% in low/lower-middle income countries. A higher burden was reported by women than men, and for care of parents, spouses, and children than siblings. CONCLUSIONS: The uncompensated labor of family caregivers is associated with substantial objective and subjective burden worldwide. Given the growing public health importance of the family caregiving system, it is vital to develop effective interventions that support family caregivers.


Assuntos
Cuidadores/psicologia , Efeitos Psicossociais da Doença , Pessoas com Deficiência/estatística & dados numéricos , Família/psicologia , Transtornos Mentais/enfermagem , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Estudos Transversais , Feminino , Humanos , Masculino , Transtornos Mentais/epidemiologia , Saúde Mental/estatística & dados numéricos , Pessoa de Meia-Idade , Medição de Risco , Fatores de Tempo , Organização Mundial da Saúde , Adulto Jovem
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