COVID-19 Vaccination Site Accessibility, United States, December 11, 2020-March 29, 2022.

During December 11, 2020-March 29, 2022, the US government delivered ≈700 million doses of COVID-19 vaccine to vaccination sites, resulting in vaccination of ≈75% of US adults during that period. We evaluated accessibility of vaccination sites. Sites were accessible by walking within 15 minutes by 46.6% of persons, 30 minutes by 74.8%, 45 minutes by 82.8%, and 60 minutes by 86.7%. When limited to populations in counties with high social vulnerability, accessibility by walking was 55.3%, 81.1%, 86.7%, and 89.4%, respectively. By driving, lowest accessibility was 96.5% at 15 minutes. For urban/rural categories, the 15-minute walking accessibility between noncore and large central metropolitan areas ranged from 27.2% to 65.1%; driving accessibility was 79.9% to 99.5%. By 30 minutes driving accessibility for all urban/rural categories was >95.9%. Walking time variations across jurisdictions and between urban/rural areas indicate that potential gains could have been made by improving walkability or making transportation more readily available.

Notes From the Field: Dispensing of Oral Antiviral Drugs for Treatment of COVID-19 by Zip Code-Level Social Vulnerability - United States, December 23, 2021-August 28, 2022.

Equitable access to COVID-19 therapeutics is a critical aspect of the distribution program led by the U.S. Department of Health and Human Services (HHS).* Two oral antiviral products, nirmatrelvir/ritonavir (Paxlovid)† and molnupiravir (Lagevrio),§ received emergency use authorization (EUA) from the Food and Drug Administration (FDA) in December 2021, to reduce the risk for COVID-19-associated hospitalization and death for those patients with mild to moderate COVID-19 who are at higher risk for severe illness (1,2). HHS has been distributing these medications at no cost to recipients since their authorization. Data collected from provider sites during December 23, 2021-May 21, 2022, indicated substantial disparities in the population-adjusted dispensing rates in high social vulnerability (high-vulnerability) zip codes compared with those in medium- and low-vulnerability zip codes (3). Specifically, dispensing rates for the 4-week period during April 24-May 21, 2022, were 122 per 100,000 residents (19% of overall population-adjusted dispensing rates) in high-vulnerability zip codes compared with 247 (42%) in medium-vulnerability and 274 (39%) in low-vulnerability zip codes. This report provides an updated analysis of dispensing rates by zip code-level social vulnerability and highlights important intervention strategies.

Dispensing of Oral Antiviral Drugs for Treatment of COVID-19 by Zip Code-Level Social Vulnerability - United States, December 23, 2021-May 21, 2022.

The COVID-19 pandemic has highlighted and exacerbated long-standing inequities in the social determinants of health (1-3). Ensuring equitable access to effective COVID-19 therapies is essential to reducing health disparities. Molnupiravir (Lagevrio) and nirmatrelvir/ritonavir (Paxlovid) are oral antiviral agents effective at preventing hospitalization and death in patients with mild to moderate COVID-19 who are at high risk* for progression to severe COVID-19 when initiated within 5 days of symptom onset. These medications received Emergency Use Authorization from the Food and Drug Administration (FDA) in December 2021† and were made available at no cost to recipients through the U.S. Department of Health and Human Services (HHS) on December 23, 2021. Beginning March 7, 2022, a series of strategies was implemented to expand COVID-19 oral antiviral access, including the launch of the Test to Treat initiative.§ Data from December 23, 2021-May 21, 2022, were analyzed to describe oral antiviral prescription dispensing overall and by week, stratified by zip code social vulnerability. Zip codes represented areas classified as low, medium, or high social vulnerability; approximately 20% of U.S. residents live in low-, 31% in medium-, and 49% in high-social vulnerability zip codes.¶ During December 23, 2021-May 21, 2022, a total of 1,076,762 oral antiviral prescriptions were dispensed (Lagevrio = 248,838; Paxlovid = 827,924). Most (70.3%) oral antivirals were dispensed during March 7-May 21, 2022. During March 6, 2022-May 21, 2022, the number of oral antivirals dispensed per 100,000 population increased from 3.3 to 77.4 in low-, from 4.5 to 70.0 in medium-, and from 7.8 to 35.7 in high-vulnerability zip codes. The number of oral antivirals dispensed rose substantially during the overall study period, coincident with the onset of initiatives to increase access. However, by the end of the study period, dispensing rates in high-vulnerability zip codes were approximately one half the rates in medium- and low-vulnerability zip codes. Additional public health, regulatory, and policy efforts might help decrease barriers to oral antiviral access, particularly in communities with high social vulnerability.

COVID-19 Vaccine Provider Access and Vaccination Coverage Among Children Aged 5-11 Years - United States, November 2021-January 2022.

On October 29, 2021, the Pfizer-BioNTech pediatric COVID-19 vaccine received Emergency Use Authorization for children aged 5-11 years in the United States.† For a successful immunization program, both access to and uptake of the vaccine are needed. Fifteen million doses were initially made available to pediatric providers to ensure the broadest possible access for the estimated 28 million eligible children aged 5-11 years, especially those in high social vulnerability index (SVI)§ communities. Initial supply was strategically distributed to maximize vaccination opportunities for U.S. children aged 5-11 years. COVID-19 vaccination coverage among persons aged 12-17 years has lagged (1), and vaccine confidence has been identified as a concern among parents and caregivers (2). Therefore, COVID-19 provider access and early vaccination coverage among children aged 5-11 years in high and low SVI communities were examined during November 1, 2021-January 18, 2022. As of November 29, 2021 (4 weeks after program launch), 38,732 providers were enrolled, and 92% of U.S. children aged 5-11 years lived within 5 miles of an active provider. As of January 18, 2022 (11 weeks after program launch), 39,786 providers had administered 13.3 million doses. First dose coverage at 4 weeks after launch was 15.0% (10.5% and 17.5% in high and low SVI areas, respectively; rate ratio [RR] = 0.68; 95% CI = 0.60-0.78), and at 11 weeks was 27.7% (21.2% and 29.0% in high and low SVI areas, respectively; RR = 0.76; 95% CI = 0.68-0.84). Overall series completion at 11 weeks after launch was 19.1% (13.7% and 21.7% in high and low SVI areas, respectively; RR = 0.67; 95% CI = 0.58-0.77). Pharmacies administered 46.4% of doses to this age group, including 48.7% of doses in high SVI areas and 44.4% in low SVI areas. Although COVID-19 vaccination coverage rates were low, particularly in high SVI areas, first dose coverage improved over time. Additional outreach is critical, especially in high SVI areas, to improve vaccine confidence and increase coverage rates among children aged 5-11 years.

Factors That Affect Emergency Responder Wellbeing: Considerations for Public Health Responders.

PURPOSE: The purpose of this study is to identify key risk factors that could negatively affect public health emergency responders' health and wellbeing. We seek to use this information to provide recommendations and strategies to mitigate such risks. DESIGN/METHODOLOGY/APPROACH: A narrative review of the peer-reviewed literature on wellbeing of military personnel and other responders was conducted. Data was grouped and categorized according to overarching domains. FINDINGS: Factors associated with wellbeing were categorized into 5 domains: (1) demographics; (2) mental health concerns; (3) social networks; (4) work environment; and (5) postdeployment life. The strategies identified to promote wellbeing included mental health assessments, preparedness trainings, debriefs in the field, postdeployment debriefs, resources in the field, and further postdeployment decompression strategies. ORIGINALITY/VALUE: This study provides a unique understanding of the risk factors associated with poor health and wellbeing outcomes in public health emergency response work by extending the body of knowledge that focuses on other types of emergency and military response.

Motivators of Continued Participation in Public Health Emergency Response Among Federal Public Health Workers: A Qualitative Study.

The purpose of this study was to identify factors that motivate public health workers to deploy to the field during an emergency event. We conducted 25 semistructured interviews with employees at the US Centers for Disease Control and Prevention, all of whom had deployed to the field for the 2014-2016 Ebola, 2016-2017 Zika, and 2017 hurricane responses. We used a grounded theory approach in our analysis of the data. Themes that emerged from the interviews related to responder autonomy, competence, and relatedness, which are consistent with self-determination theory. Motivating factors included having clarity about the response role, desire to be challenged, ability to apply existing skills in the field (or apply new skills learned during deployment to their home office), desire to be helpful, and feeling rewarded by working with affected populations, communities, and other response staff. These preliminary findings suggest that introjected and identified motivating factors may form the foundation of willingness among public health workers to assist during an emergency event. Understanding what motivates staff at public health agencies to participate in emergency deployment can inform the development of recruitment strategies, strengthen effectiveness of response activities, and improve overall agency preparedness.

Applying the Ready, Willing, and Able Framework to Assess Agency Public Health Emergency Preparedness: The CDC Perspective.

Public health emergencies in the United States have been complex, frequent, and increasingly costly in the past decade, at times overwhelming government agencies that are primarily resourced for routine, nonemergency health functions. Emergencies are not always predictable, and adequate resources are not always available to prepare staff in advance for emergency response roles and to mobilize them quickly when a new threat emerges. Additionally, real-world data that connect preparedness levels to response outcomes may be difficult to obtain, further limiting continuous quality improvement efforts by public health officials. In this article, we apply the Ready, Willing, and Able (RWA) framework to identify areas for improvement related to organizational and staff readiness, willingness, and ability to respond during a public health emergency. We share emergency response deployment, training, and personnel data collected as part of emergency response activations (2008 to 2018) at the Centers for Disease Control and Prevention to illustrate how the framework may be applied at government agencies to improve response processes and effectiveness. Additionally, we propose potential metrics aligned with the framework constructs that may help emergency managers consistently assess agency preparedness and, over time, be incorporated into broader standardized measurement methods. We conclude that the RWA framework is a practical tool that can complement other preparedness approaches currently in use at government public health agencies.

Risks Factors and Treatment Use Related to Infertility and Impaired Fecundity Among Reproductive-Aged Women.

INTRODUCTION: Population-level data on infertility and impaired fecundity are sparse. We explored the use of self-reported information provided by reproductive-aged women participating in the Centers for Disease Control and Prevention's Behavioral Risk Factor Surveillance System (BRFSS). MATERIALS AND METHODS: Three out of 12 questions on reproductive history, family planning, and infertility that seven states included in the 2013 BRFSS were used for this study. In addition to descriptive statistics, we used multinomial logistic regression to identify factors associated with ever experiencing infertility only, difficulty staying pregnant only, and neither infertility nor difficulty staying pregnant. We also explored the association between healthcare coverage and type of treatment received among women ever experiencing infertility only or difficulty staying pregnant only. RESULTS: Compared with women reporting having never experienced either infertility or difficulty staying pregnant, women who reported ever experiencing difficulty staying pregnant only were significantly more likely to report a history of depressive disorders and smoking (adjusted odds ratio [aOR] = 1.69, 95% confidence interval [CI] = 1.07-2.68 and aOR = 1.98, 95% CI = 1.22-3.20, respectively). Women who ever experienced infertility only were also more likely to report a history of depressive disorders (aOR = 2.02, 95% CI = 1.14-3.59), but less likely to report healthcare coverage (aOR = 0.26, 95% CI = 0.14-0.46). Only 18.9% (95% CI = 11.4-29.9) of women who ever experienced difficulty staying pregnant only reported seeking infertility treatment compared with 49.6% (95% CI = 34.9-64.4) of women who ever experienced infertility only. CONCLUSIONS: Ongoing public health surveillance systems of state-specific self-reported data, such as BRFSS, provide the opportunity to explore preventable risk factors and treatment use related to infertility and impaired fecundity.

Safe and Effective Deployment of Personnel to Support the Ebola Response - West Africa.

From the initial task of getting "50 deployers within 30 days" into the field to support the 2014-2016 Ebola virus disease (Ebola) epidemic response in West Africa to maintaining well over 200 staff per day in the most affected countries (Guinea, Liberia, and Sierra Leone) during the peak of the response, ensuring the safe and effective deployment of international responders was an unprecedented accomplishment by CDC. Response experiences shared by CDC deployed staff returning from West Africa were quickly incorporated into lessons learned and resulted in new activities to better protect the health, safety, security, and resiliency of responding personnel. Enhanced screening of personnel to better match skill sets and experience with deployment needs was developed as a staffing strategy. The mandatory predeployment briefings were periodically updated with these lessons to ensure that staff were aware of what to expect before, during, and after their deployments. Medical clearance, security awareness, and resiliency programs became a standard part of both predeployment and postdeployment activities. Response experience also led to the identification and provision of more appropriate equipment for the environment. Supporting the social and emotional needs of deployed staff and their families also became an agency focus for care and communication. These enhancements set a precedent as a new standard for future CDC responses, regardless of size or complexity.The activities summarized in this report would not have been possible without collaboration with many U.S and international partners (http://www.cdc.gov/vhf/ebola/outbreaks/2014-west-africa/partners.html).

Cultural considerations for the adaptation of an Internet-based intervention for depression prevention in Mainland China.

Internet-based interventions to prevent depression during adolescence have been implemented in Western countries, but there is a lack of research about its adaptation for use in other countries. Project Competent Adulthood Transition with Cognitive-Behavioral, Humanistic and Interpersonal Training (CATCH-IT) is an Internet-based intervention targeting teens at risk for developing depression. This study explored cultural adaptation of the intervention for use in Mainland China. A pilot study using the English version of CATCH-IT was conducted in Wuhan, China, with adolescents from the Wuhan School of Medicine in 2013. Participants completed a feedback survey to evaluate the format and socio-cultural relevance for each component of the intervention. Twenty students were surveyed (age range 19-23 years). In 2014, Chinese physicians evaluated CATCH-IT and completed a feedback questionnaire. Data obtained were collected and analyzed for recurrent themes. Both groups recommended new modules focusing on Chinese-relevant themes like pressure for academic excellence, filial piety, and balancing school and social life. Physicians agreed to retain the cognitive behavior therapy (CBT) and behavioral activation (BA) modules, and were split on the use of interpersonal therapy (IPT). All experts recommended translation of the content into Mandarin and a majority suggested interactive features and less text. All agreed the Internet serves well as a delivery model; however, dissemination through schools was preferred. The results support cultural adaptation of basic facets of the intervention like language and visuals, and also deeper aspects like IPT and the delivery model. Development of an adaptation should build upon the findings from this study and work to maintain fidelity.

Development of a technology-based behavioral vaccine to prevent adolescent depression: A health system integration model.

Efforts to prevent depression have become a key health system priority. Currently, there is a high prevalence of depression among adolescents, and treatment has become costly due to the recurrence patterns of the illness, impairment among patients, and the complex factors needed for a treatment to be effective. Primary care may be the optimal location to identify those at risk by offering an Internet-based preventive intervention to reduce costs and improve outcomes. Few practical interventions have been developed. The models for Internet intervention development that have been put forward focus primarily on the Internet component rather than how the program fits within a broader context. This paper describes the conceptualization for developing technology based preventive models for primary care by integrating the components within a behavioral vaccine framework. CATCH-IT (Competent Adulthood Transition with Cognitive-behavioral, Humanistic and Interpersonal Training) has been developed and successfully implemented within various health systems over a period of 14 years among adolescents and young adults aged 13-24.

Development and pilot study of a marketing strategy for primary care/internet-based depression prevention intervention for adolescents (the CATCH-IT intervention).

BACKGROUND: Adolescent depression is both common and burdensome, and while evidence-based strategies have been developed to prevent adolescent depression, participation in such interventions remains extremely low, with less than 3% of at-risk individuals participating. To promote participation in evidence-based preventive strategies, a rigorous marketing strategy is needed to translate research into practice. OBJECTIVE: To develop and pilot a rigorous marketing strategy for engaging at-risk individuals with an Internet-based depression prevention intervention in primary care targeting key attitudes and beliefs. METHOD: A marketing design group was constituted to develop a marketing strategy based on the principles of targeting, positioning/competitor analysis, decision analysis, and promotion/distribution and incorporating contemporary models of behavior change. We evaluated the formative quality of the intervention and observed the fielding experience for prevention using a pilot study (observational) design. RESULTS: The marketing plan focused on "resiliency building" rather than "depression intervention" and was relayed by office staff and the Internet site. Twelve practices successfully implemented the intervention and recruited a diverse sample of adolescents with > 30% of all those with positive screens and > 80% of those eligible after phone assessment enrolling in the study with a cost of $58 per enrollee. Adolescent motivation for depression prevention (1-10 scale) increased from a baseline mean value of 7.45 (SD = 2.05) to 8.07 poststudy (SD = 1.33) (P = .048). CONCLUSIONS: Marketing strategies for preventive interventions for mental disorders can be developed and successfully introduced and marketed in primary care.

Adolescents with depressive symptoms and their challenges with learning in school.

We examine school performance among 83 adolescents at risk for major depression. Negative mood interfered with subjective measures of school performance, including ability to do well in school, homework completion, concentrate in class, interact with peers, and going to class. No significant relationships were found for mood and objective measures of school performance (school attendance, English, and Math grades). Students with a college-educated parent had stronger performance in objective measures (school attendance and Math grades), whereas males had lower English grades. In qualitative interviews, adolescents reported that negative thinking led to procrastination, which led to poor school performance, which led to more negative thinking. Adolescents with depressive symptoms that do not meet the threshold for referral report struggles in school. Understanding the specific challenges faced by adolescents with even low levels of depressive symptoms can help school nurses, teachers, and parents identify appropriate interventions to help adolescents succeed in school.

From prototype to product: development of a primary care/internet based depression prevention intervention for adolescents (CATCH-IT).

We describe the prototype to product development process of a low cost, socio-culturally relevant, easily implemented Internet-based depression prevention intervention for adolescents in primary care. The intervention named "Project CATCH-IT" (Competent Adulthood Transition with Cognitive-behavioral, Humanistic and Interpersonal Training) includes an initial motivational interview in primary care to engage the adolescent, fourteen Web-based modules based on behavioral activation, cognitive behavioral and interpersonal psychotherapy which target known risk factors, and a follow-up motivational interview in primary care. This was successfully fielded in a pilot study with 25 adolescents. We know of no other similar interventions developed for the prevention of depression in youth that is potentially universally available at low cost and that utilizes existing systems of healthcare providers.

Randomized clinical trial of an Internet-based depression prevention program for adolescents (Project CATCH-IT) in primary care: 12-week outcomes.

OBJECTIVE: The authors sought to evaluate 2 approaches with varying time and complexity in engaging adolescents with an Internet-based preventive intervention for depression in primary care. The authors conducted a randomized controlled trial comparing primary care physician motivational interview (MI, 5-10 minutes) + Internet program versus brief advice (BA, 1-2 minutes) + Internet program. SETTING: Adolescent primary care patients in the United States, aged 14 to 21 years. PARTICIPANTS: Eighty-four individuals (40% non-white) at increased risk for depressive disorders (subthreshold depressed mood >3-4 weeks) were randomly assigned to either the MI group (n = 43) or the BA group (n = 40). MAIN OUTCOME MEASURES: Patient Health Questionnaire-Adolescent and Center for Epidemiologic Studies Depression Scale (CES-D). RESULTS: Both groups substantially engaged the Internet site (MI, 90.7% vs BA 77.5%). For both groups, CES-D-10 scores declined (MI, 24.0 to 17.0, p < .001; BA, 25.2 to 15.5, p < .001). The percentage of those with clinically significant depression symptoms based on CES-D-10 scores declined in both groups from baseline to 12 weeks, (MI, 52% to 12%, p < .001; BA, 50% to 15%, p < .001). The MI group demonstrated declines in self-harm thoughts and hopelessness and was significantly less likely than the BA group to experience a depressive episode (4.65% vs 22.5%, p = .023) or to report hopelessness (MI group of 2% vs 15% for the BA group, p = .044) by 12 weeks. CONCLUSIONS: An Internet-based prevention program in primary care is associated with declines in depressed mood and the likelihood of having clinical depression symptom levels in both groups. Motivational interviewing in combination with an Internet behavior change program may reduce the likelihood of experiencing a depressive episode and hopelessness.

Predicting future risk of depressive episode in adolescents: the Chicago Adolescent Depression Risk Assessment (CADRA).

PURPOSE: A risk prediction index, similar to those used for other disorders, such as cardiovascular disease, would facilitate depression prevention by identifying those who would benefit most from preventative measures in primary care settings. METHODS: The National Longitudinal Study of Adolescent Health enrolled a representative sample of US adolescents and included a baseline survey in 1995 and a 1-year follow-up survey in 1996 (n = 4,791). We used baseline risk factors (social and cognitive vulnerability and mood) to predict onset of a depressive episode at 1-year follow-up (eg, future risk of episode) and used boosted classification and regression trees to develop a prediction index, The Chicago Adolescent Depression Risk Assessment, suitable for a personal computer or hand-held device. True and false positives and negatives were determined based on concordance and discordance, respectively, between the prediction-category-based index and actual classification-category-based 1-year follow-up outcome. We evaluated the performance of the index for the entire sample and with several depressive episode outcomes using the standard Center for Epidemiologic Studies Depression (CES-D) scale cutoffs. RESULTS: The optimal prediction model (including depressed mood and social vulnerability) was a 20-item model with an area under the receiver operating characteristics curve of 0.80 (95% CI, 0.714-0.870), a sensitivity of 75%, and a specificity of 76.5%. For depressive episode, the positive predictive values in the highest risk group (level 4) was from 13.75% for a depressive episode to 63.57% for CES-D score of greater than 16 (mild to moderate depressed mood or above) at follow-up. Conversely, the negative predictive value of being in the lowest 2 levels (0 or 1) was 99.38% for a depressive episode and 89.19% for a CES-D score of greater than 16. CONCLUSIONS: Our model predicts a depressive episode and other depressive outcomes at 1-year follow-up. Positive and negative predictive values could enable primary care physicians and families to intervene on adolescents at highest risk.

Integrative internet-based depression prevention for adolescents: a randomized clinical trial in primary care for vulnerability and protective factors.

BACKGROUND: Adolescent depression is both a major public health and clinical problem, yet primary care physicians have limited intervention options. We developed two versions of an Internet-based behavioral intervention to prevent the onset of major depression and compared them in a randomized clinical trial in 13 US primary care practices. METHODS: We enrolled 84 adolescents at risk for developing major depression and randomly assigned them to two groups: brief advice (BA; 1-2 minutes) + Internet program versus motivational interview (MI; 5-15 minutes) + Internet program. We compared pre/post changes and between group differences for protective and vulnerability factors (individual, family, school and peer). RESULTS: Compared with pre-study values, both groups demonstrated declines in depressed mood; [MI: 21.2 to 16.74 (p < 0.01), BA: 23.34 to 16.92 (p < 0.001)]. Similarly, both groups demonstrated increases in social support by peers [MI: 8.6 to 12.1 (p = 0.002), BA: 7.10 to 12.5 (p < 0.001)] and reductions in depression related impairment in school [MI: 2.26 to 1.76 (p = 0.06), BA: 2.16 to 1.93 (p = 0.07)]. CONCLUSIONS: Two forms of a primary care/Internet-based behavioral intervention to prevent adolescent depression may lower depressed mood and strengthen some protective factors for depression.

Disability and work-related attitudes in employers from Beijing, Chicago, and Hong Kong.

Employers are primary and necessary agents in the return of people with disabilities to the work force. In this study, employment attitudes about two key constructs for vocational rehabilitation are examined: hiring the person with a disability and accommodating the person with disabilities at work. One hundred employers from Beijing, Hong Kong, and Chicago were surveyed regarding their attitudes. Results showed employers from Beijing were less likely to endorse hiring people with disabilities compared with those from Chicago and Hong Kong. In addition, people with psychiatric disabilities were less likely to be hired compared with those with physical disabilities. No clear pattern by city emerged for accommodations. Reasons why this pattern of attitudes emerged are discussed. Implications of these findings for attitude change are also considered.

Protective and vulnerability factors predicting new-onset depressive episode in a representative of U.S. adolescents.

PURPOSE: Depressive episodes cause considerable morbidity and mortality in adolescents. We sought to identify factors predicting new onset depressive episode in a representative sample of U.S. adolescents. METHODS: We conducted logistic regression analyses to identify baseline individual, family, school/peer and community factors predicting new-onset depressive episode at a 1-year follow-up in a longitudinal cohort study of 4791 U.S. adolescents. Potential protective and vulnerability factors included individual (sociodemographics, general health and maturity, coping behavior, self-concept, and affect regulation), family (connectedness and conflict), school/peers (acceptance and performance), and community (engagement, delinquency, and adverse events). RESULTS: African American and Hispanic ethnicity, female gender, and low-income status predicted higher risk of onset of a depressive episode. Active coping and positive self-concept, predicted lower risk, whereas poor affect regulation and greater depressed mood predicted higher risk. Family "connectedness," parental warmth, peer acceptance, better school performance, and religious activities were protective, whereas parental conflict, delinquent activities, and greater numbers of adverse events increased risk of depressive episodes. CONCLUSIONS: Female gender, nonwhite ethnicity, low-income status, poor health, and parental conflict, increase risk of a depressive episode. Physicians should consider recommending behaviors that enhance perceived fitness, favorable self-concept, family connectedness, peer acceptance, and community engagement to youth as means a of mitigating this risk for developing a depressive episode.

Clusters of Behaviors and Beliefs Predicting Adolescent Depression: Implications for Prevention.

OBJECTIVE: Risk factors for various disorders are known to cluster. However, the factor structure for behaviors and beliefs predicting depressive disorder in adolescents is not known. Knowledge of this structure can facilitate prevention planning. METHODS: We used the National Longitudinal Study of Adolescent Health (AddHealth) data set to conduct an exploratory factor analysis to identify clusters of behaviors/experiences predicting the onset of major depressive disorder (MDD) at 1-year follow-up (N=4,791). RESULTS: Four factors were identified: family/interpersonal relations, self-emancipation, avoidant problem solving/low self-worth, and religious activity. Strong family/interpersonal relations were the most significantly protective against depression at one year follow-up. Avoidant problem solving/low self-worth was not predictive of MDD on its own, but significantly amplified the risks associated with delinquency. CONCLUSION: Depression prevention interventions should consider giving family relationships a more central role in their efforts. Programs teaching problem solving skills may be most appropriate for reducing MDD risk in delinquent youth.