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1.
BMC Public Health ; 23(1): 85, 2023 01 11.
Artigo em Inglês | MEDLINE | ID: mdl-36631810

RESUMO

BACKGROUND: Population-based research examining geographic variability in psychotropic medication dispensing to children and youth and the sociodemographic correlates of such variation is lacking. Variation in psychotropic use could reflect disparities in access to non-pharmacologic interventions and identify potentially concerning use patterns. METHODS: We conducted a population-based study of all Ontario residents aged 0 to 24 years who were dispensed a benzodiazepine, stimulant, antipsychotic or antidepressant between January 1, 2018, and December 31, 2018. We conducted small-area variation analyses and identified determinants of dispensing using negative binomial generalized estimating equation models. RESULTS: The age- and sex-standardized rate of psychotropic dispensing to children and youth was 76.8 (range 41.7 to 144.4) prescriptions per 1000 population, with large variation in psychotropic dispensing across Ontario's census divisions. Males had higher antipsychotic [rate ratio (RR) 1.40; 95% confidence interval (CI) 1.36 to 1.44) and stimulant (RR 1.75; 95% CI 1.70 to 1.80) dispensing rates relative to females, with less use of benzodiazepines (RR 0.85; 95% CI 0.83 to 0.88) and antidepressants (RR 0.81; 95% CI 0.80 to 0.82). Lower antipsychotic dispensing was observed in the highest income neighbourhoods (RR 0.72; 95% CI 0.70 to 0.75) relative to the lowest. Benzodiazepine (RR 1.12; 95% CI 1.01 to 1.24) and stimulant (RR 1.11; 95% CI 1.01 to 1.23) dispensing increased with the density of mental health services in census divisions, whereas antipsychotic use decreased (RR 0.82; 95% CI 0.73 to 0.91). The regional density of child and adolescent psychiatrists and developmental pediatricians (RR 1.00; 95% CI 0.99 to 1.01) was not associated with psychotropic dispensing. CONCLUSION: We found significant variation in psychotropic dispensing among young Ontarians. Targeted investment in regions with long wait times for publicly-funded non-pharmacological interventions and novel collaborative service models may minimize variability and promote best practices in using psychotropics among children and youth.


Assuntos
Antipsicóticos , Masculino , Feminino , Humanos , Criança , Adolescente , Antipsicóticos/uso terapêutico , Ontário , Psicotrópicos/uso terapêutico , Antidepressivos/uso terapêutico , Prescrições de Medicamentos , Benzodiazepinas/uso terapêutico , Projetos de Pesquisa
2.
CMAJ ; 194(36): E1233-E1242, 2022 09 19.
Artigo em Inglês | MEDLINE | ID: mdl-36122919

RESUMO

BACKGROUND: London InterCommunity Health Centre (LIHC) launched a safer opioid supply (SOS) program in 2016, where clients are prescribed pharmaceutical opioids and provided with comprehensive health and social supports. We sought to evaluate the impact of this program on health services utilization and health care costs. METHODS: We conducted an interrupted time series analysis of London, Ontario, residents who received a diagnosis of opioid use disorder (OUD) and who entered the SOS program between January 2016 and March 2019, and a comparison group of individuals matched on demographic and clinical characteristics who were not exposed to the program. Primary outcomes were emergency department (ED) visits, hospital admissions, admissions for infections and health care costs. We used autoregressive integrated moving average (ARIMA) models to evaluate the impact of SOS initiation and compared outcome rates in the year before and after cohort entry. RESULTS: In the time series analysis, rates of ED visits (-14 visits/100, 95% confidence interval [CI] -26 to -2; p = 0.02), hospital admissions (-5 admissions/100, 95% CI -9 to -2; p = 0.005) and health care costs not related to primary care or outpatient medications (-$922/person, 95% CI -$1577 to -$268; p = 0.008) declined significantly after entry into the SOS program (n = 82), with no significant change in rates of infections (-1.6 infections/100, 95% CI -4.0 to 0.8; p = 0.2). In the year after cohort entry, the rate of ED visits (rate ratio [RR] 0.69, 95% CI 0.53 to 0.90), hospital admissions (RR 0.46, 95% CI 0.29 to 0.74), admissions for incident infections (RR 0.51, 95% CI 0.27 to 0.96) and total health care costs not related to primary care or outpatient medications ($15 635 v. $7310/person-year; p = 0.002) declined significantly among SOS clients compared with the year before. We observed no significant change in any of the primary outcomes among unexposed individuals (n = 303). INTERPRETATION: Although additional research is needed, this preliminary evidence indicates that SOS programs can play an important role in the expansion of treatment and harm-reduction options available to assist people who use drugs and who are at high risk of drug poisoning.


Assuntos
Analgésicos Opioides , Transtornos Relacionados ao Uso de Opioides , Analgésicos Opioides/uso terapêutico , Custos de Cuidados de Saúde , Humanos , Ontário/epidemiologia , Transtornos Relacionados ao Uso de Opioides/tratamento farmacológico , Transtornos Relacionados ao Uso de Opioides/epidemiologia , Preparações Farmacêuticas
3.
JMIR Med Inform ; 10(1): e25157, 2022 Jan 12.
Artigo em Inglês | MEDLINE | ID: mdl-35019849

RESUMO

BACKGROUND: The Expanded Disability Status Scale (EDSS) score is a widely used measure to monitor disability progression in people with multiple sclerosis (MS). However, extracting and deriving the EDSS score from unstructured electronic health records can be time-consuming. OBJECTIVE: We aimed to compare rule-based and deep learning natural language processing algorithms for detecting and predicting the total EDSS score and EDSS functional system subscores from the electronic health records of patients with MS. METHODS: We studied 17,452 electronic health records of 4906 MS patients followed at one of Canada's largest MS clinics between June 2015 and July 2019. We randomly divided the records into training (80%) and test (20%) data sets, and compared the performance characteristics of 3 natural language processing models. First, we applied a rule-based approach, extracting the EDSS score from sentences containing the keyword "EDSS." Next, we trained a convolutional neural network (CNN) model to predict the 19 half-step increments of the EDSS score. Finally, we used a combined rule-based-CNN model. For each approach, we determined the accuracy, precision, recall, and F-score compared with the reference standard, which was manually labeled EDSS scores in the clinic database. RESULTS: Overall, the combined keyword-CNN model demonstrated the best performance, with accuracy, precision, recall, and an F-score of 0.90, 0.83, 0.83, and 0.83 respectively. Respective figures for the rule-based and CNN models individually were 0.57, 0.91, 0.65, and 0.70, and 0.86, 0.70, 0.70, and 0.70. Because of missing data, the model performance for EDSS subscores was lower than that for the total EDSS score. Performance improved when considering notes with known values of the EDSS subscores. CONCLUSIONS: A combined keyword-CNN natural language processing model can extract and accurately predict EDSS scores from patient records. This approach can be automated for efficient information extraction in clinical and research settings.

4.
CMAJ Open ; 9(2): E460-E465, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-33958381

RESUMO

BACKGROUND: People living with HIV and multiple comorbidities have high rates of health service use. This study evaluates system usage before and after admission to a community facility focused on HIV care. METHODS: We used Ontario administrative health databases to conduct a pre-post comparison of rates and costs of hospital admissions, emergency department visits, and family physician and home care visits among medically complex people with HIV in the year before and after admission to Casey House, an HIV-specific hospital in Toronto, for all individuals admitted between April 2009 and March 2015. Negative binomial regression was used to compare rates of health care utilization. We used Wilcoxon rank sum tests to compare associated health care costs, standardized to 2015 Canadian dollars. To contextualize our findings, we present rates and costs of health service use among Ontario residents living with HIV. RESULTS: During the study period, 268 people living with HIV were admitted to Casey House. Emergency department use declined from 4.6 to 2.5 visits per person-year (p = 0.02) after discharge from Casey House, and hospitalization rates declined from 1.4 to 1.1 admissions per person-year (p = 0.05). Conversely, home care visits increased from 24.3 to 35.6 visits per person-year (p = 0.01) and family physician visits increased from 18.3 to 22.6 visits per person-year (p < 0.001) in the year after discharge. These changes were associated with reduced overall costs to the health care system. The reduction in overall costs was not significant (p = 0.2); however, costs of emergency department visits (p < 0.001) and physician visits (p < 0.001) were significantly less. INTERPRETATION: Health care utilization by people with HIV was significantly different before and after admission to a community hospital focused on HIV care. This has implications for health care in other complex patient populations.


Assuntos
Infecções por HIV , Serviços de Assistência Domiciliar , Hospitais Comunitários , Hospitais Especializados , Múltiplas Afecções Crônicas , Aceitação pelo Paciente de Cuidados de Saúde/estatística & dados numéricos , Feminino , Infecções por HIV/economia , Infecções por HIV/epidemiologia , Infecções por HIV/terapia , Custos de Cuidados de Saúde , Serviços de Assistência Domiciliar/economia , Serviços de Assistência Domiciliar/estatística & dados numéricos , Hospitais Comunitários/economia , Hospitais Comunitários/estatística & dados numéricos , Hospitais Especializados/economia , Hospitais Especializados/estatística & dados numéricos , Humanos , Masculino , Pessoa de Meia-Idade , Múltiplas Afecções Crônicas/economia , Múltiplas Afecções Crônicas/epidemiologia , Múltiplas Afecções Crônicas/terapia , Ontário/epidemiologia , Avaliação de Processos e Resultados em Cuidados de Saúde , Alta do Paciente/estatística & dados numéricos
5.
PLoS One ; 16(2): e0246086, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-33571224

RESUMO

Older adults are at increased risk of herpes zoster (HZ) and post-herpetic neuralgia (PHN) and HZ vaccines are available to help prevent infection. The objective of our study was to provide updated data on incidence of HZ and PHN related to clinical and demographic factors in older adults to inform immunization practices. We conducted a population-based, retrospective cohort study and included all cases of HZ seen in outpatient, emergency department, and hospital settings for adults aged 65 years and over between April 1, 2002 to August 31, 2016 in Ontario, Canada. We calculated the incidence of HZ and PHN, and estimated the proportion within each subgroup that developed PHN. We also assessed incidence by neighbourhood-level income quintile before and after the availability of vaccine for private purchase. The average annual incidence of HZ in any setting was 59.0 per 10,000 older adults, with higher incidence in outpatient as opposed to hospital settings. Incidence was higher in the oldest age groups, females, and those classified as immunocompromised or frail. Relative to the pre-vaccine era, the disparities in incidence of HZ by neighbourhood-level income increased, with higher rates of HZ and PHN seen in those residing in lower income quintiles. Additional prevention efforts should be targeted toward adults who are immunocompromised, frail, and those living in lower socioeconomic quintiles. Future work should assess the impact of the zoster vaccine program with a particular focus on equity in the publicly-funded era.


Assuntos
Fragilidade/epidemiologia , Herpes Zoster/epidemiologia , Neuralgia Pós-Herpética/epidemiologia , Fatores Etários , Idoso , Idoso de 80 Anos ou mais , Feminino , Hospitalização/estatística & dados numéricos , Humanos , Hospedeiro Imunocomprometido , Incidência , Masculino , Ontário/epidemiologia , Pacientes Ambulatoriais/estatística & dados numéricos , Estudos Retrospectivos , Caracteres Sexuais , Fatores Socioeconômicos
6.
Clin Infect Dis ; 72(2): 279-284, 2021 01 27.
Artigo em Inglês | MEDLINE | ID: mdl-31922540

RESUMO

BACKGROUND: In September 2009, a live attenuated herpes zoster vaccine (ZVL) became available in Canada. Beginning in September 2016, ZVL was made available to all Ontario residents aged 65-70 through a publicly funded immunization program. We assessed the impact of ZVL availability and its subsequent public funding on herpes zoster burden in this population. METHODS: A population-based study of Ontario residents aged 65-70 between January 2005 and September 2018. We used interventional autoregressive integrated moving average models to examine the impact of ZVL market availability and the publicly funded ZVL program on monthly incidence rate of medically attended herpes zoster, defined as an outpatient visit for herpes zoster with a prescription for a herpes zoster antiviral dispensed ≤5 days before or after the visit, or a herpes zoster-related emergency department (ED) visit or hospitalization. In secondary analyses, we examined impacts on any herpes zoster-related ED visits and hospitalizations. RESULTS: We found no association between ZVL market availability and monthly incidence of herpes zoster (P = .32) or monthly rates of ED visits and hospitalizations (P = .88). Conversely, the introduction of publicly funded ZVL reduced the monthly rate of medically attended herpes zoster by 19.1% (from 4.8 to 3.8 per 10 000 population; P < .01) and herpes zoster-related ED visits and hospitalizations by 38.2% (from 1.7 to 1.0 per 10 000 population; P < .05). CONCLUSIONS: The introduction of a publicly funded immunization program for herpes zoster was associated with reduced disease burden and related acute healthcare service use.


Assuntos
Vacina contra Herpes Zoster , Herpes Zoster , Idoso , Efeitos Psicossociais da Doença , Herpes Zoster/epidemiologia , Herpes Zoster/prevenção & controle , Humanos , Programas de Imunização , Ontário/epidemiologia , Vacinação
7.
J Int Assoc Provid AIDS Care ; 18: 2325958219831018, 2019.
Artigo em Inglês | MEDLINE | ID: mdl-30803298

RESUMO

Men with HIV have highlighted the importance of understanding their fertility desires. However, most research has focused on women. We aimed (1) to develop a survey instrument to assess fertility desires and intentions among HIV-positive men and (2) to assess its face, content, and construct validity, as well as test-retest reliability and internal consistency. Principal component analysis was used for construct validity analysis in a sample of 60 men with HIV. The test-retest reliability and internal consistency were assessed using Spearman correlation and Cronbach α, respectively. The initial and the final version of the questionnaire consisted of 10 domains and 14 constructs. We found a one-component model for the 3 constructs analyzed and Cronbach α values were ≥.70. Test-retest statistic was stable with Spearman correlation >0.70. In conclusion, a reliable and valid questionnaire was developed for determining the fertility desires and intentions of men with HIV.


Assuntos
Fertilidade , Infecções por HIV/psicologia , Intenção , Inquéritos e Questionários , Adulto , Análise Fatorial , Serviços de Saúde , Humanos , Masculino , Pessoa de Meia-Idade , Ontário , Reprodutibilidade dos Testes , Estatísticas não Paramétricas , Adulto Jovem
8.
CMAJ Open ; 6(4): E551-E560, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-30482757

RESUMO

BACKGROUND: Antiretrovirals are expensive and people living with HIV may experience a range of financial burdens when accessing these medications. Our aim was to describe the policy of all Canadian public drug insurance programs for antiretroviral drugs and illustrated how these policies might affect patients' annual out-of-pocket expenditures. METHODS: In December 2017, we reviewed public drug programs offering antiretroviral coverage in Canada using government websites to summarize eligibility criteria. We estimated the annual out-of-pocket costs incurred by people living with HIV by applying the cost-sharing rules to 2 hypothetical cases, a single man and a married woman with a net household income of $39 000 and $80 000, respectively, receiving identical prescriptions in different jurisdictions. RESULTS: We observed substantial variation in the subsidy provided based mainly on geography, income and age. All 5 federal programs and 6 of 13 provincial and territorial jurisdictions offered universal coverage. In the remaining regions, patients spend up to several thousand dollars annually depending on income (Manitoba), age and income (Ontario, Saskatchewan) and age, income and drug costs (Quebec and Newfoundland and Labrador). We found the greatest variation for our higher income case, with out-of-pocket expenses ranging from 0 to over 50% of the antiretroviral cost. INTERPRETATION: There is considerable inter- and intra-jurisdiction heterogeneity in the cost-sharing policies for antiretrovirals across Canada's public drug programs. Policy reforms that either eliminate or set national standards for copayments, deductibles or premiums would minimize variation and could reduce the risk of cost-associated non-adherence to HIV therapy.

9.
AIDS Care ; 28(7): 878-83, 2016 07.
Artigo em Inglês | MEDLINE | ID: mdl-26971736

RESUMO

While community-based mental health services play an important role in caring for persons with HIV (human immunodeficiency virus) and co-existing mental health disorders, the extent to which their support needs are addressed in this setting is unknown. Accordingly, we examined if HIV infection was associated with unmet support needs among men living with and without HIV receiving community mental health care. This cross-sectional study examined 215 men (135 living with HIV and 80 without HIV) receiving case management services in urban Ontario. Using the Camberwell Assessment of Need, we ascertained the prevalence of support needs in 13 domains grouped into three clusters: Basic needs (accommodation, food, benefits, and money management); self-care/functional needs (daytime activities, self-care, and looking after the home); and health/safety needs (physical, psychological distress, psychotic symptoms, safety to self, and safety to others). We used generalized estimating equations with a logit link to examine the association between HIV and unmet need in each domain. Compared to HIV-negative men, men with HIV were more likely to have mood and concurrent disorders, and intellectual and developmental disabilities. Following multivariable analyses, men with HIV had greater unmet needs related to food (odds ratio + 95% confidence interval: 9.36 (4.03, 21.75), p < 0.001); money (OR: 1.90 (1.04, 3.47), p = 0.036) [basic need domains]; psychological distress (OR: 2.39 (1.68, 3.41), p < 0.001); drug use (OR: 5.10 (2.16, 12.08) p < 0.001); and safety to self (OR: 3.35 (1.51, 7.52), p < 0.003) [health and safety domains]. Despite living in a setting with universal health insurance, men with HIV receiving community mental health support had greater unmet need in basic and health domains than HIV-negative men receiving such support. Further research is required to develop and evaluate interventions to best support community-dwelling persons with HIV and mental health disorders.


Assuntos
Serviços Comunitários de Saúde Mental , Infecções por HIV , Transtornos Mentais/epidemiologia , Segurança/normas , Autocuidado , Apoio Social , Adulto , Administração de Caso/organização & administração , Serviços Comunitários de Saúde Mental/métodos , Serviços Comunitários de Saúde Mental/normas , Serviços Comunitários de Saúde Mental/estatística & dados numéricos , Comorbidade , Estudos Transversais , Infecções por HIV/epidemiologia , Infecções por HIV/psicologia , Humanos , Vida Independente/psicologia , Vida Independente/normas , Vida Independente/estatística & dados numéricos , Masculino , Saúde Mental/normas , Saúde Mental/estatística & dados numéricos , Avaliação das Necessidades , Ontário/epidemiologia , Autocuidado/psicologia , Autocuidado/normas
10.
PLoS One ; 9(7): e98003, 2014.
Artigo em Inglês | MEDLINE | ID: mdl-25029014

RESUMO

BACKGROUND: Despite a lack of data describing the long-term efficacy and safety of testosterone replacement therapy (TRT), prescribing of testosterone to older men has increased with the availability of topical formulations. The magnitude of this increase and the impact of formulary restrictions on testosterone prescribing are poorly characterized. METHODS: We conducted a time series analysis using the linked health administrative records of men aged 66 years or older in Ontario, Canada between January 1, 1997 and March 31, 2012. We used interventional autoregressive integrated moving average models to examine the impact of a restrictive drug reimbursement policy on testosterone prescribing and examined the demographic profile of men initiating testosterone in the final 2 years of the study period. RESULTS: A total of 28,477 men were dispensed testosterone over the study period. Overall testosterone prescribing declined 27.9% in the 6 months following the implementation of the restriction policy (9.5 to 6.9 men per 1000 eligible; p<0.01). However, the overall decrease was temporary and testosterone use exceeded pre-policy levels by the end of the study period (11.0 men per 1000 eligible), largely driven by prescriptions for topical testosterone (4.8 men per 1000 eligible). Only 6.3% of men who initiated testosterone had a documented diagnosis of hypogonadism, the main criteria for TRT reimbursement according to the new policy. CONCLUSION: Government-imposed restrictions did not influence long-term prescribing of testosterone to older men. By 2012, approximately 1 in every 90 men aged 66 or older was being treated with TRT, most with topical formulations.


Assuntos
Terapia de Reposição Hormonal/estatística & dados numéricos , Reembolso de Seguro de Saúde/economia , Uso Off-Label/estatística & dados numéricos , Testosterona/uso terapêutico , Idoso , Idoso de 80 Anos ou mais , Terapia de Reposição Hormonal/economia , Humanos , Reembolso de Seguro de Saúde/estatística & dados numéricos , Masculino , Modelos Estatísticos , Ontário
11.
Ann Epidemiol ; 24(7): 532-7, 2014 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-24837611

RESUMO

PURPOSE: We compared the John's Hopkins' Aggregated Diagnosis Groups (ADGs), which are derived using inpatient and outpatient records, with the hospital record-derived Charlson and Elixhauser comorbidity indices for predicting outcomes in human immunodeficiency virus (HIV)-infected patients. METHODS: We used a validated algorithm to identify HIV-infected adults (n = 14,313) in Ontario, Canada, and randomly divided the sample into derivation and validation samples 100 times. The primary outcome was all-cause mortality within 1 year, and secondary outcomes included hospital admission and all-cause mortality within 1-2 years. RESULTS: The ADG, Elixhauser, and Charlson methods had comparable discriminative performance for predicting 1-year mortality, with median c-statistics of 0.785, 0.767, and 0.788, respectively, across the 100 validation samples. All methods had lower predictive accuracy for all-cause mortality within 1-2 years. For hospital admission, the ADG method had greater discriminative performance than either the Elixhauser or Charlson methods, with median c-statistics of 0.727, 0.678, and 0.668, respectively. All models displayed poor calibration for each outcome. CONCLUSIONS: In patients with HIV, the ADG, Charlson, and Elixhauser methods are comparable for predicting 1-year mortality. However, poor calibration limits the use of these methods for provider profiling and clinical application.


Assuntos
Comorbidade , Grupos Diagnósticos Relacionados , Infecções por HIV/diagnóstico , Mortalidade Hospitalar , Valor Preditivo dos Testes , Medição de Risco/normas , Adolescente , Adulto , Idoso , Canadá/epidemiologia , Causas de Morte , Bases de Dados Factuais , Feminino , Infecções por HIV/mortalidade , Humanos , Modelos Logísticos , Pessoa de Meia-Idade , Ontário , Curva ROC , Características de Residência , Medição de Risco/métodos , Fatores de Tempo , Adulto Jovem
12.
Open Med ; 6(4): e146-54, 2012.
Artigo em Inglês | MEDLINE | ID: mdl-23687530

RESUMO

BACKGROUND: Among people living with HIV infection in the era of combination antiretroviral therapy (cART), admission to hospital may indicate inadequate community-based care. As such, population-based assessments of the utilization of inpatient services represent a necessary component of evaluating the quality of HIV-related care. METHODS: We used a validated algorithm to search Ontario's administrative health care databases for all persons living with HIV infection aged 18 years or older between 1992/93 and 2008/09. We then conducted a population-based study using time-series and longitudinal analyses to first quantify the immediate effect of cART on hospital admission rates and then analyze recent trends (for 2002/03 to 2008/09) in rates of total and HIV-related admissions. RESULTS: The introduction of cART in 1996/97 was associated with more pronounced reductions in the rate of hospital admissions among men than among women (for total admissions, -89.9 v. -60.5 per 1000 persons living with HIV infection, p = 0.003; for HIV-related admissions, -56.9 v. -36.3 per 1000 persons living with HIV infection, p < 0.001). Between 2002/03 and 2008/09, higher rates of total hospital admissions were associated with female sex (adjusted relative rate [RR] 1.15, 95% confidence interval [CI] 1.05-1.27) and low socio-economic status (adjusted RR 1.21, 95% CI 1.14-1.29). Higher rates of HIV-related hospital admission were associated with low socio-economic status (adjusted RR 1.30, 95% CI 1.17-1.45). Recent immigrants had lower rates of both total admissions (adjusted RR 0.70, 95% CI 0.61-0.80) and HIV-related admissions (adjusted RR 0.77, 95% CI 0.61-0.96). INTERPRETATION: We observed important socio-economic- and sex-related disparities in rates of hospital admission among people with HIV living in Ontario, Canada.


Assuntos
Terapia Antirretroviral de Alta Atividade/estatística & dados numéricos , Infecções por HIV , Serviços de Saúde , Hospitalização/estatística & dados numéricos , Pacientes Internados/estatística & dados numéricos , Adulto , Estudos de Coortes , Demografia , Emigrantes e Imigrantes/estatística & dados numéricos , Feminino , Infecções por HIV/epidemiologia , Infecções por HIV/terapia , Serviços de Saúde/estatística & dados numéricos , Disparidades nos Níveis de Saúde , Humanos , Masculino , Ontário/epidemiologia , Sistema de Registros , Medição de Risco , Fatores Sexuais , Fatores Socioeconômicos
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