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1.
J Affect Disord ; 206: 87-93, 2016 Dec.
Article in English | MEDLINE | ID: mdl-27466746

ABSTRACT

BACKGROUND: Prior research has found higher rates of mental health problems among sexual minority individuals. We examine treatment-seeking for depression, as well as its relationship with sexual orientation, in a large, multilingual, international sample. METHOD: Participants in an automated, quintilingual internet-based depression screening tool were screened for depression, and completed several background measures, including sexual orientation (with an option to decline to state) and past and current depression treatment seeking. RESULTS: 3695 participants screened positive for current or past depression and responded to the sexual orientation question. Those who declined to state their sexual orientation were far less likely to seek any treatment than individuals endorsing any orientation; they were especially unlikely to seek psychotherapy. Individuals identifying as bisexual sought both psychotherapy and alternative treatments at a higher rate than other groups. An interaction was observed between sexual orientation and gender, such that lesbian women were especially likely to have used psychotherapy. Other variables that emerged as significant predictors of treatment-seeking for depression included age and participant's language. LIMITATIONS: Limitations include possible misinterpretation of translated terms due to regional differences, and possible limits to generalizability due to this study being conducted on the internet. CONCLUSIONS: Our results suggest that individuals who decline to state their sexual orientation may be more likely to forgo effective treatments for depression. Further studies of depression service utilization should focus on developing treatment modalities that could better engage sexual minority individuals, especially those who are reluctant to disclose their orientation.


Subject(s)
Bisexuality , Depression/therapy , Depressive Disorder/therapy , Heterosexuality , Homosexuality , Patient Acceptance of Health Care , Patient Preference , Adult , Depression/diagnosis , Depressive Disorder/diagnosis , Female , Humans , Internet , Male , Mass Screening , Psychotherapy , Sex Factors , Sexual Behavior , Surveys and Questionnaires , Young Adult
2.
J Med Internet Res ; 16(1): e18, 2014 Jan 20.
Article in English | MEDLINE | ID: mdl-24446166

ABSTRACT

BACKGROUND: Google AdWords, the placement of sponsored links in Google search results, is a potent method of recruitment to Internet-based health studies and interventions. However, the performance of Google AdWords varies considerably depending on the language and the location of the target audience. OBJECTIVE: Our goal was to describe differences in AdWords performance when recruiting participants to the same study conducted in four languages and to determine whether AdWords campaigns can be optimized in order to increase recruitment while decreasing costs. METHODS: Google AdWords were used to recruit participants to the Mood Screener, a multilingual online depression screening tool available in English, Russian, Spanish, and Chinese. Two distinct recruitment periods are described: (1) "Unmanaged", a 6-month period in which ads were allowed to run using only the AdWords tool itself, with no human intervention, and (2) "Managed", a separate 7-week period during which we systematically sought to optimize our recruitment campaigns. RESULTS: During 6 months of unmanaged recruitment, our ads were shown over 1.3 million times, resulting in over 60,000 site visits. The average click-through rate (ratio of ads clicked to ads displayed) varied from 1.86% for Chinese ads to 8.48% for Russian ads, as did the average cost-per-click (from US $0.20 for Chinese ads to US $0.50 for English ads). Although Chinese speakers' click-through rate was lowest, their rate of consenting to participate was the highest, at 3.62%, with English speakers exhibiting the lowest consent rate (0.97%). The conversion cost (cost to recruit a consenting participant) varied from US $10.80 for Russian speakers to US $51.88 for English speakers. During the 7 weeks of "managed" recruitment, we attempted to improve AdWords' performance in regards to the consent rate and cost by systematically deleting underperforming ads and adjusting keywords. We were able to increase the number of people who consent after coming to the site by 91.8% while also decreasing per-consent cost by 23.3%. CONCLUSIONS: Our results illustrate the need to linguistically and culturally adapt Google AdWords campaigns and to manage them carefully to ensure the most cost-effective results.


Subject(s)
Advertising , Health Services Research , Internet , Language , Patient Selection , Depression/therapy , Female , Humans , Male
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