Journal of consulting and clinical psychology, 2007
Recent research suggests that there may be a reduction in therapeutic response after multiple adm... more Recent research suggests that there may be a reduction in therapeutic response after multiple administrations of antidepressant drug (AD) therapy in patients with major depressive disorder. This study assessed the response to AD therapy and cognitive therapy (CT) of patients with a history of prior AD exposures. A sample of 240 patients with moderate-to-severe major depressive disorder entered a randomized controlled trial comparing pharmacotherapy with paroxetine to CT. Treatment was administered for 16 weeks. History of prior AD exposure was assessed with structured interviews, self-report, and medical records. Analyses were conducted using hierarchical linear models on the intent-to-treat sample. After controlling for various demographic and clinical factors, more prior AD exposures predicted poor response to paroxetine therapy but not to CT, as measured by the Hamilton Rating Scale for Depression (Hamilton, 1960; Williams, 1988). Whereas CT outcome was not significantly related ...
Crisis: The Journal of Crisis Intervention and Suicide Prevention, 2014
In populations where mental health resources are scarce or unavailable, or where stigma prevents ... more In populations where mental health resources are scarce or unavailable, or where stigma prevents help-seeking, the Internet may be a way to identify and reach at-risk persons using self-report validated screening tools as well as to characterize individuals seeking health information online. We examined the feasibility of delivering an Internet-based Chinese-language depression and suicide screener and described its users. An Internet-based depression and suicide screener was created and advertised primarily through Google AdWords. Participants completed a suicide and depression screening measure and received individualized feedback, which, if necessary, included the suggestion to seek additional mental health resources. In 7 months, 11,631 individuals visited the site; 4,709 provided valid information. Nearly half reported a current major depressive episode (MDE) and 18.3% a recent suicide attempt; however, over 75% reported never having sought help, including 77.7% of those with MDEs and 75.9% of those reporting a suicide attempt. As participants found the site by searching for depression information online, results may not generalize to the entire Chinese-speaking population. Online screening can feasibly identify and reach many at-risk Chinese-speaking persons. It may provide resources to those with limited access to services or to those reluctant to seek such services.
Internet interventions : the application of information technology in mental and behavioural health, 2014
Internet interventions provide an option for those who either cannot or choose not to engage with... more Internet interventions provide an option for those who either cannot or choose not to engage with traditional treatments. Most research on internet interventions involves guided or supported interventions. However, unsupported interventions offer considerably more scalability and cost-effectiveness, which makes them attractive for large-scale implementation. In this study, 309 participants recruited via Google AdWords entered an unsupported cognitive-behavioral internet intervention for depressive symptoms. To maximize the ecological validity of the study, participants received no incentives or live contact with study personnel. Furthermore, the study was open to individuals at any level of depressive symptoms, and all participants received the active intervention. The main outcome measures were depressive symptom level and self-efficacy in managing depressive symptoms. At follow-up, depression scores were significantly lower than baseline scores at each follow-up point (1, 2, 4, an...
Internet interventions : the application of information technology in mental and behavioural health, 2014
Internet-based mental health resources often suffer from low engagement and retention. An increas... more Internet-based mental health resources often suffer from low engagement and retention. An increased understanding of engagement and attrition is needed to realize the potential of such resources. In this study, 45,142 individuals were screened for depression by an automated online screener, with 2,539 enrolling in a year-long monthly rescreening study; they received a single monthly reminder email to rescreen their mood. We found that, even with such a minimal cohort maintenance strategy, a third of the participants completed 1 or more follow-ups, and 22% completed 2 or more follow-ups. Furthermore, completion of earlier follow-ups was highly predictive of future completions. We also found a number of participant characteristics (e.g., current depression status, previous depression treatment seeking, education level) predicted follow-up rates, singly or in interactions.
Research on the Center for Epidemiological Studies-Depression Scale's (CES-D; Radloff, 1977)... more Research on the Center for Epidemiological Studies-Depression Scale's (CES-D; Radloff, 1977) factor structure is mixed across diverse and international populations that differ from the one on which the scale was developed. This study examined the CES-D's factor structure in a large international sample of English (n=3827) and Spanish-speaking (n=13,629) smokers. A two-factor solution grouped into Positive and Negative factors emerged for the full English sample; the same two-factor solution emerged in the depressed English subsample identified with a separate screening instrument. A three-factor solution (Anxious/Somatic, Positive, and Negative) emerged for the full Spanish sample. Unlike the depressed English subsample, a different pattern of three factors (Negative, Positive, and Interpersonal Sensitivity) emerged in the depressed Spanish subsample. The findings in both languages differed from the original "four-factor" solution identified by Radloff (1977); th...
Google AdWords, the placement of sponsored links in Google search results, is a potent method of ... more 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. 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. 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. 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%. 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.
Journal of Consulting and Clinical Psychology, 2007
Recent research suggests that there may be a reduction in therapeutic response after multiple adm... more Recent research suggests that there may be a reduction in therapeutic response after multiple administrations of antidepressant drug (AD) therapy in patients with major depressive disorder. This study assessed the response to AD therapy and cognitive therapy (CT) of patients with a history of prior AD exposures. A sample of 240 patients with moderate-to-severe major depressive disorder entered a randomized controlled trial comparing pharmacotherapy with paroxetine to CT. Treatment was administered for 16 weeks. History of prior AD exposure was assessed with structured interviews, self-report, and medical records. Analyses were conducted using hierarchical linear models on the intent-to-treat sample. After controlling for various demographic and clinical factors, more prior AD exposures predicted poor response to paroxetine therapy but not to CT, as measured by the Hamilton Rating Scale for Depression (Hamilton, 1960; Williams, 1988). Whereas CT outcome was not significantly related to the number of prior AD exposures, a higher number of prior AD exposures was significantly associated with a lower response to paroxetine. If these findings are replicated in methodologically rigorous studies of paroxetine and other antidepressants, CT should be recommended, in preference to AD, for patients with multiple prior AD exposures.
Journal of consulting and clinical psychology, 2007
Recent research suggests that there may be a reduction in therapeutic response after multiple adm... more Recent research suggests that there may be a reduction in therapeutic response after multiple administrations of antidepressant drug (AD) therapy in patients with major depressive disorder. This study assessed the response to AD therapy and cognitive therapy (CT) of patients with a history of prior AD exposures. A sample of 240 patients with moderate-to-severe major depressive disorder entered a randomized controlled trial comparing pharmacotherapy with paroxetine to CT. Treatment was administered for 16 weeks. History of prior AD exposure was assessed with structured interviews, self-report, and medical records. Analyses were conducted using hierarchical linear models on the intent-to-treat sample. After controlling for various demographic and clinical factors, more prior AD exposures predicted poor response to paroxetine therapy but not to CT, as measured by the Hamilton Rating Scale for Depression (Hamilton, 1960; Williams, 1988). Whereas CT outcome was not significantly related ...
Crisis: The Journal of Crisis Intervention and Suicide Prevention, 2014
In populations where mental health resources are scarce or unavailable, or where stigma prevents ... more In populations where mental health resources are scarce or unavailable, or where stigma prevents help-seeking, the Internet may be a way to identify and reach at-risk persons using self-report validated screening tools as well as to characterize individuals seeking health information online. We examined the feasibility of delivering an Internet-based Chinese-language depression and suicide screener and described its users. An Internet-based depression and suicide screener was created and advertised primarily through Google AdWords. Participants completed a suicide and depression screening measure and received individualized feedback, which, if necessary, included the suggestion to seek additional mental health resources. In 7 months, 11,631 individuals visited the site; 4,709 provided valid information. Nearly half reported a current major depressive episode (MDE) and 18.3% a recent suicide attempt; however, over 75% reported never having sought help, including 77.7% of those with MDEs and 75.9% of those reporting a suicide attempt. As participants found the site by searching for depression information online, results may not generalize to the entire Chinese-speaking population. Online screening can feasibly identify and reach many at-risk Chinese-speaking persons. It may provide resources to those with limited access to services or to those reluctant to seek such services.
Internet interventions : the application of information technology in mental and behavioural health, 2014
Internet interventions provide an option for those who either cannot or choose not to engage with... more Internet interventions provide an option for those who either cannot or choose not to engage with traditional treatments. Most research on internet interventions involves guided or supported interventions. However, unsupported interventions offer considerably more scalability and cost-effectiveness, which makes them attractive for large-scale implementation. In this study, 309 participants recruited via Google AdWords entered an unsupported cognitive-behavioral internet intervention for depressive symptoms. To maximize the ecological validity of the study, participants received no incentives or live contact with study personnel. Furthermore, the study was open to individuals at any level of depressive symptoms, and all participants received the active intervention. The main outcome measures were depressive symptom level and self-efficacy in managing depressive symptoms. At follow-up, depression scores were significantly lower than baseline scores at each follow-up point (1, 2, 4, an...
Internet interventions : the application of information technology in mental and behavioural health, 2014
Internet-based mental health resources often suffer from low engagement and retention. An increas... more Internet-based mental health resources often suffer from low engagement and retention. An increased understanding of engagement and attrition is needed to realize the potential of such resources. In this study, 45,142 individuals were screened for depression by an automated online screener, with 2,539 enrolling in a year-long monthly rescreening study; they received a single monthly reminder email to rescreen their mood. We found that, even with such a minimal cohort maintenance strategy, a third of the participants completed 1 or more follow-ups, and 22% completed 2 or more follow-ups. Furthermore, completion of earlier follow-ups was highly predictive of future completions. We also found a number of participant characteristics (e.g., current depression status, previous depression treatment seeking, education level) predicted follow-up rates, singly or in interactions.
Research on the Center for Epidemiological Studies-Depression Scale's (CES-D; Radloff, 1977)... more Research on the Center for Epidemiological Studies-Depression Scale's (CES-D; Radloff, 1977) factor structure is mixed across diverse and international populations that differ from the one on which the scale was developed. This study examined the CES-D's factor structure in a large international sample of English (n=3827) and Spanish-speaking (n=13,629) smokers. A two-factor solution grouped into Positive and Negative factors emerged for the full English sample; the same two-factor solution emerged in the depressed English subsample identified with a separate screening instrument. A three-factor solution (Anxious/Somatic, Positive, and Negative) emerged for the full Spanish sample. Unlike the depressed English subsample, a different pattern of three factors (Negative, Positive, and Interpersonal Sensitivity) emerged in the depressed Spanish subsample. The findings in both languages differed from the original "four-factor" solution identified by Radloff (1977); th...
Google AdWords, the placement of sponsored links in Google search results, is a potent method of ... more 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. 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. 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. 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%. 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.
Journal of Consulting and Clinical Psychology, 2007
Recent research suggests that there may be a reduction in therapeutic response after multiple adm... more Recent research suggests that there may be a reduction in therapeutic response after multiple administrations of antidepressant drug (AD) therapy in patients with major depressive disorder. This study assessed the response to AD therapy and cognitive therapy (CT) of patients with a history of prior AD exposures. A sample of 240 patients with moderate-to-severe major depressive disorder entered a randomized controlled trial comparing pharmacotherapy with paroxetine to CT. Treatment was administered for 16 weeks. History of prior AD exposure was assessed with structured interviews, self-report, and medical records. Analyses were conducted using hierarchical linear models on the intent-to-treat sample. After controlling for various demographic and clinical factors, more prior AD exposures predicted poor response to paroxetine therapy but not to CT, as measured by the Hamilton Rating Scale for Depression (Hamilton, 1960; Williams, 1988). Whereas CT outcome was not significantly related to the number of prior AD exposures, a higher number of prior AD exposures was significantly associated with a lower response to paroxetine. If these findings are replicated in methodologically rigorous studies of paroxetine and other antidepressants, CT should be recommended, in preference to AD, for patients with multiple prior AD exposures.
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