TY - JOUR
T1 - Determinants of access to health care for depression in 49 countries
T2 - a multilevel analysis
AU - Araya, Ricardo
AU - Zitko, Pedro
AU - Markkula, Niina
AU - Rai, Dheeraj
AU - Jones, Kelvyn
PY - 2018/7/1
Y1 - 2018/7/1
N2 - Background: The relative importance of individual and country-level factors influencing access to diagnosis and treatment for depression across the world is fairly unknown. Methods: We analysed cross-national data from the WHO World Health Surveys. Depression diagnosis and access to health care were ascertained using a structured interview. Logistic Bayesian Multilevel analyses were performed to establish individual and country level factors associated with: (1) receiving a diagnosis and (2) accessing treatment for depression if a diagnosis was ascertained. Results: The sample included 7870 individuals from 49 countries who met ICD-10 criteria for depressive episode in the past 12 months. A third (32%) of these individuals had ever been diagnosed with depression in their lifetime. Among those diagnosed with depression, 66% reported to have ever received treatment for depression. Although individual factors were more important determinants of access to treatment for depression, country-level factors explained 27.6% of the variance in access to diagnosis and 24.1% in access to treatment. Access to treatment for depression improved with increasing country income. Female gender, better education, the presence of physical co-morbidity, more material assets, and living in urban areas were individual level determinants of better access. Limitations: Data on other contextual factors was not available. Unmet need was likely underestimated, since only lifetime treatment data was available. Conclusion: This study highlights major inequalities in access to a diagnosis and treatment of depression. Unlike the prevalence of depression, where contextual factors have shown to have less importance, a significant proportion of the variance in access to depression care was explained by country-level income.
AB - Background: The relative importance of individual and country-level factors influencing access to diagnosis and treatment for depression across the world is fairly unknown. Methods: We analysed cross-national data from the WHO World Health Surveys. Depression diagnosis and access to health care were ascertained using a structured interview. Logistic Bayesian Multilevel analyses were performed to establish individual and country level factors associated with: (1) receiving a diagnosis and (2) accessing treatment for depression if a diagnosis was ascertained. Results: The sample included 7870 individuals from 49 countries who met ICD-10 criteria for depressive episode in the past 12 months. A third (32%) of these individuals had ever been diagnosed with depression in their lifetime. Among those diagnosed with depression, 66% reported to have ever received treatment for depression. Although individual factors were more important determinants of access to treatment for depression, country-level factors explained 27.6% of the variance in access to diagnosis and 24.1% in access to treatment. Access to treatment for depression improved with increasing country income. Female gender, better education, the presence of physical co-morbidity, more material assets, and living in urban areas were individual level determinants of better access. Limitations: Data on other contextual factors was not available. Unmet need was likely underestimated, since only lifetime treatment data was available. Conclusion: This study highlights major inequalities in access to a diagnosis and treatment of depression. Unlike the prevalence of depression, where contextual factors have shown to have less importance, a significant proportion of the variance in access to depression care was explained by country-level income.
KW - Access to Health Care
KW - Depressive disorders
KW - Multilevel analysis
KW - Treatment gap
UR - http://www.scopus.com/inward/record.url?scp=85042861818&partnerID=8YFLogxK
U2 - 10.1016/j.jad.2018.02.092
DO - 10.1016/j.jad.2018.02.092
M3 - Article (Academic Journal)
C2 - 29524750
AN - SCOPUS:85042861818
SN - 0165-0327
VL - 234
SP - 80
EP - 88
JO - Journal of Affective Disorders
JF - Journal of Affective Disorders
ER -