Using social networks to understand and prevent substance use: a transdisciplinary perspective

Toward Personalized Digital Experiences to Promote Diabetes Self-Management: Mixed Methods Social Computing Approach

Background

Type 2 diabetes affects nearly 34.2 million adults and is the seventh leading cause of death in the United States. Digital health communities have emerged as avenues to provide social support to individuals engaging in diabetes self-management (DSM). The analysis of digital peer interactions and social connections can improve our understanding of the factors underlying behavior change, which can inform the development of personalized DSM interventions.

Objective

Our objective is to apply our methodology using a mixed methods approach to (1) characterize the role of context-specific social influence patterns in DSM and (2) derive interventional targets that enhance individual engagement in DSM.

Methods

Using the peer messages from the American Diabetes Association support community for DSM (n=~73,000 peer interactions from 2014 to 2021), (1) a labeled set of peer interactions was generated (n=1501 for the American Diabetes Association) through manual annotation, (2) deep learning models were used to scale the qualitative codes to the entire datasets, (3) the validated model was applied to perform a retrospective analysis, and (4) social network analysis techniques were used to portray large-scale patterns and relationships among the communication dimensions (content and context) embedded in peer interactions.

Results

The affiliation exposure model showed that exposure to community users through sharing interactive communication style speech acts had a positive association with the engagement of community users. Our results also suggest that pre-existing users with type 2 diabetes were more likely to stay engaged in the community when they expressed patient-reported outcomes and progress themes (communication content) using interactive communication style speech acts (communication context). It indicates the potential for targeted social network interventions in the form of structural changes based on the user's context and content exchanges with peers, which can exert social influence to modify user engagement behaviors.

Conclusions

In this study, we characterize the role of social influence in DSM as observed in large-scale social media datasets. Implications for multicomponent digital interventions are discussed.

Multilevel associations of peer cognitive factors and adolescent cannabis use in a legal recreational cannabis region

Background

Cannabis use can have unintended, harmful consequences for adolescents, a developmental group that struggles with heightened pressure to align with peer attitudes and behaviors. The role of social-cognitive factors in shifting cannabis use dynamics remains under explored, particularly in states where recreational cannabis use is legal.

Objectives

The present study examined multilevel longitudinal associations between resistance to peer influence, peer norms, and adolescent cannabis use over the course of 12 months.

Method

Participants were N=204 adolescents ages 15-19 (M age = 18.68; 67% female) recruited via community outreach after the legalization of adult (age 21+) recreational cannabis use in the Portland, Oregon metropolitan region. Eligible participants endorsed 1+ heavy episodic drinking (HED) episode in the prior two months. Data were collected across four timepoints over 12 months. Multilevel latent growth curve modeling investigated associations between time-varying cognitive factors (resistance to peer influence, peer norms) and two cannabis outcomes (hazardous use, past-month use).

Results

Findings showed individual increases in hazardous cannabis use over time were significantly associated with adolescents reporting higher peer norms (i.e., higher perceived prevalence and frequency of peer cannabis use) and lower resistance to peer influence. When assessing between-adolescent differences, hazardous cannabis use was only associated with peer norms. Individual variation over time and between-adolescent differences on past-month cannabis use was associated with peer norms, but not resistance to peer influence.

Conclusions

Evolving cognitive factors like resistance to peer influence and peer norms may enhance understanding of longitudinal changes in hazardous cannabis use among adolescents and implicate helpful targets for prevention and intervention. It is a public health priority to identify factors that contribute to adolescent use trajectories in this period of growing cannabis legislation in order to guide the development of impactful prevention and intervention strategies.

Cross-sectional personal network analysis of adult smoking in rural areas

Research on smoking behaviour has primarily focused on adolescents, with less attention given to middle-aged and older adults in rural settings. This study examines the influence of personal networks and sociodemographic factors on smoking behaviour in a rural Romanian community. We analysed data from 76 participants, collected through face-to-face interviews, including smoking status (non-smokers, current and former smokers), social ties and demographic details. Multilevel regression models were used to predict smoking status. The results indicate that social networks are essential in shaping smoking habits. Current smokers were more likely to have smoking family members, reinforcing smoking within familial networks, while non-smokers were typically embedded in non-smoking environments. Gender and age patterns show that women were less likely to smoke, and older adults were more likely to have quit smoking. These findings suggest that targeted interventions should focus not only on individuals but also on their social networks. In rural areas, family-based approaches may be particularly effective due to the strong influence of familial ties. Additionally, encouraging connections with non-smokers and former smokers could help disrupt smoking clusters, supporting smoking cessation efforts.

Thinking you're different matters more for belonging than being different

Belonging to a community is essential for wellbeing, but potentially unattainable for those dissimilar from a group. In the present work, we ask whether belongingness is better predicted by acting and thinking like peers or believing you act and think like peers. Students (N = 1181) reported their belonging and how much they, their friends, and an "average student" endorsed local behavioral norms and general values. We calculated difference scores for behaviors and values capturing perceived similarity to the average, actual similarity to the average, and accuracy around the norm. Key results indicate that perceived behavioral similarity to the average, when controlling for other differences, predicts belonging and most robustly mediates between identity and belonging. Using social network analysis, we find behavioral differences from friends are meaningfully linked to network density and racial homophily. Efficient interventions for enhanced belonging could highlight similarities between students and their peers.

Network centrality and HIV prevention service use among people who inject drugs: Findings from a sociometric network cohort in New Delhi, India

BACKGROUND AND AIMS

Network centrality, an indicator of an individual's importance and potential to drive behavioral change, is rarely used to select peer educators. Individual-level predictors of network centrality might be useful to identify people who inject drugs (PWID) for potential roles as peer navigators or change agents in network-based interventions in settings where sociometric data are unavailable. We assessed the relationship between network centrality and HIV prevention service engagement to determine whether centrally-positioned PWID share measurable commonalities.

DESIGN

Observational study and survey using baseline data from a sociometric network cohort of PWID, enumerated using network software and biometric data (2017-2020). Network ties corresponded to direct injection partnerships in the prior month.

SETTING

New Delhi, India.

PARTICIPANTS

A total of 2512 PWID who were ≥18 years, provided written informed consent, and reported illicit injection drug use within the 24 months before study enrollment.

MEASUREMENTS

Interviewer-administered questionnaires measured demographics and substance use behaviors. Central versus peripheral network position was categorized using betweenness centrality 75th%ile . Logistic regression was used to estimate adjusted odds ratios (aOR) with 95% confidence intervals (95%CI) between network position and HIV testing, medication for opioid use disorder (MOUD), or syringe service use. Lasso models selected predictors of central network position among 20 covariates detailing demographic, biologic, and substance use information. Predictive accuracy was evaluated using model performance metrics.

FINDINGS

Overall, median age was 26 years (interquartile range 22-34); 99% were male; 628 were classified as central. Compared with PWID at the periphery, central PWID were more likely to use MOUD (aOR: 1.59, 95%CI: 1.30-1.94) and syringe services (aOR: 2.91, 95%CI: 2.25, 3.76) in the prior six months. Findings for HIV testing were inconclusive (aOR: 1.30, 95%CI: 1.00-1.69). The lasso variable selector identified several predictors of network centrality: HIV and hepatitis C infection, number of PWID seen in the prior month, injecting heroin and buprenorphine (vs. heroin only) six months prior, sharing injection equipment six months prior, experiencing drug overdose in the past year, and moderate/severe depression (vs. none/mild). Average agreement between model-predicted vs. observed values was 0.75; area under the receiver operator curve was 0.69.

CONCLUSIONS

In a socioeconomic network of people who inject drugs (PWID) in New Delhi, India, there are common characteristics among individuals based on their network position (central vs. peripheral) but individual-level predictors have only moderate predictive accuracy. Although central network members appear to be more likely to use HIV prevention services than peripheral network members, their potential as change agents may be limited by other factors that impede their ability to adopt or promote HIV prevention service use.

Tribal Reservation Adolescent Connections Study: A study protocol using mixed methods for examining social networks and associated outcomes among American Indian youth on a Northern Plains reservation

BACKGROUND

Rich cultural and traditional practices make interpersonal relationships vital for American Indian (AI) youth. Social relations and multigenerational networks (i.e., peer, family, kinship, and community) remain a salient fixture of AI culture, survival and thriving in reservation communities. Research in other populations has demonstrated how social networks impact youth risk and resilience, but data are lacking on AI adolescent networks. Intergenerational trauma from settler colonialism leads some AI youth to early initiation of substance use and subsequent substance misuse, along with disproportionately high risk for suicide and vulnerability to witnessing and experiencing violence. Using network data to develop prevention strategies among this population is a promising new avenue of research. In this study protocol paper, we describe the rationale and methodology of an exploratory study to be conducted with American Indian 9th and 10th graders at three schools on a Northern Plains reservation.

METHODS

This mixed methods study will collect quantitative social network surveys (N = 300) and qualitative interviews (n = 30). The study will examine the extent to which existing social network theories and data metrics adequately characterize AI youth networks or how they may need to be expanded for this population. Associations of network characteristics with risk and protective factors for substance use, exposure to violence, and suicide will also be examined.

DISCUSSION

This innovative methodological approach holds promise for informing the development of effective preventive approaches to address co-occurring risks for substance use, violence and suicide among AI adolescents. Understanding processes that impact social networks among AI adolescents can promote culturally resonant social relationships that may support better outcomes for youth.

Unsettling Settler Colonialism in Research: Strategies Centering Native American Experience and Expertise in Responding to Substance Misuse and Co-occurring Sexual Risk-Taking, Alcohol-Exposed Pregnancy, and Suicide Prevention Among Young People

Native American (NA) populations in the USA (i.e., those native to the USA which include Alaska Natives, American Indians, and Native Hawaiians) have confronted unique historical, sociopolitical, and environmental stressors born of settler colonialism. Contexts with persistent social and economic disadvantage are critical determinants of substance misuse and co-occurring sexual risk-taking and suicide outcomes, as well as alcohol exposed pregnancy among NA young people (i.e., adolescents and young adults). Despite intergenerational transmission of resistance and resiliencies, NA young people face continued disparities in substance misuse and co-occurring outcomes when compared to other racial and ethnic groups in the USA. The failure in progress to address these inequities is the result of a complex set of factors; many of which are structural and rooted in settler colonialism. One of these structural factors includes barriers evident in health equity research intended to guide solutions to address these disparities yet involving maintenance of a research status quo that has proven ineffective to developing these solutions. Explicitly or implicitly biased values, perspectives, and practices are deeply rooted in current research design, methodology, analysis, and dissemination and implementation efforts. This status quo has been supported, intentionally and unintentionally, by researchers and research institutions with limited experience or knowledge in the historical, social, and cultural contexts of NA communities. We present a conceptual framework illustrating the impact of settler colonialism on current research methods and opportunities to unsettle its influence. Moreover, our framework illustrates opportunities to resist settler colonialism in research. We then focus on case examples of studies from the Intervention Research to Improve Native American Health program, funded by the NIH, that impact substance use and co-occurring health conditions among NA young people.

Association of Social Capital With Tuberculosis: A Community-Based Cross-Sectional Analytical Study in South India

BACKGROUND

Social capital denotes the relationships, networks, norms and values in the community. A high level of social capital positively improves health through a supportive social system. Illnesses affect health and social relationships. One such disease is tuberculosis (TB), known for its social stigma. India has the highest burden of morbidity and mortality due to TB. The assessment of social capital would highlight the importance of a supportive environment in reducing the disease burden and bringing better treatment outcomes.

METHODS

A cross-sectional exploratory analytical study was conducted in two primary health centers in Puducherry between February 2020 and March 2021. Considering the feasibility and resource constraints, we assessed the social capital between 50 newly diagnosed pulmonary tuberculosis (PTB) patients, their age- and gender-matched 50 household contacts (HHCs) and 50 PTB patients who completed treatment a year before. The HHC was either the marital partner or sibling of the newly diagnosed PTB patients selected for comparison as their exposure to infection would be similar to those diseased but did not develop the illness. Social capital and its domains were assessed using the World Bank's social capital questionnaire. Sociodemographic characteristics and social capital domains were compared using a chi-squared test. Mean standardized Z-scores of the domains were compared using one-way analysis of variance (ANOVA). A p-value of <0.05 is taken as significant.

RESULTS

Most participants from each group belonged to lower socioeconomic strata and were males (80%). The overall level of social capital was low among the newly diagnosed PTB patients, especially the group and network and trust and solidarity domains. The mean standardized Z-scores of social capital were the highest among the HHCs, followed by the treatment-completed PTB patients. There was no consistent pattern, but the trust and solidarity domain showed a statistically significant difference.

CONCLUSION

A low level of social capital and its domains were seen among the newly diagnosed PTB patients. However, better scores among the HHCs and the treatment-completed patients infer a negative association between social capital and TB. Thus, higher social capital preserves and improves health. Therefore, caregivers and disease-cured patients can be utilized as a social support system for current diseased patients and improve their health status.

Social processes during recovery: An expansion of Kelly and Hoeppner's biaxial formulation of recovery

Recent conceptualizations frame addiction recovery as a complex process involving changes across behavioral, physical, psychological, and social domains. These broad conceptualizations can be difficult to apply directly to research, making detailed models of individual dimensions necessary to guide empirical work and subsequent clinical interventions. We used Kelly and Hoeppner's (2015) biaxial formulation of recovery as a basis for a detailed examination of social processes in recovery using social network approaches. We delineated how appraisal of situational risks and social network resources result in coping actions, and how repeated iterations of this process change a person's social recovery capital over time. In addition, we incorporated the experience of interpersonal trauma and structural oppression, and demonstrated how the model accommodates the complex issues often encountered during recovery. We present a measurable framework that can guide empirical testing of how social processes and social recovery capital change over time during recovery. The model presented here illuminates key factors in the recovery process that have the potential to support trauma- and social-network-informed interventions. We call for research that empirically tests this model in ways that will result in practical, trauma-informed social network interventions for people in recovery.

Discerning conversational context in online health communities for personalized digital behavior change solutions using Pragmatics to Reveal Intent in Social Media (PRISM) framework

BACKGROUND

Online health communities (OHCs) have emerged as prominent platforms for behavior modification, and the digitization of online peer interactions has afforded researchers with unique opportunities to model multilevel mechanisms that drive behavior change. Existing studies, however, have been limited by a lack of methods that allow the capture of conversational context and socio-behavioral dynamics at scale, as manifested in these digital platforms.

OBJECTIVE

We develop, evaluate, and apply a novel methodological framework, Pragmatics to Reveal Intent in Social Media (PRISM), to facilitate granular characterization of peer interactions by combining multidimensional facets of human communication.

METHODS

We developed and applied PRISM to analyze peer interactions (N = 2.23 million) in QuitNet, an OHC for tobacco cessation. First, we generated a labeled set of peer interactions (n = 2,005) through manual annotation along three dimensions: communication themes (CTs), behavior change techniques (BCTs), and speech acts (SAs). Second, we used deep learning models to apply our qualitative codes at scale. Third, we applied our validated model to perform a retrospective analysis. Finally, using social network analysis (SNA), we portrayed large-scale patterns and relationships among the aforementioned communication dimensions embedded in peer interactions in QuitNet.

RESULTS

Qualitative analysis showed that the themes of social support and behavioral progress were common. The most used BCTs were feedback and monitoring and comparison of behavior, and users most commonly expressed their intentions using SAs-expressive and emotion. With additional in-domain pre-training, bidirectional encoder representations from Transformers (BERT) outperformed other deep learning models on the classification tasks. Content-specific SNA revealed that users' engagement or abstinence status is associated with the prevalence of various categories of BCTs and SAs, which also was evident from the visualization of network structures.

CONCLUSIONS

Our study describes the interplay of multilevel characteristics of online communication and their association with individual health behaviors.

Association of Social Network Characteristics with Substance Use among College-Going Young Adults: A Cross-Sectional Study

Background

Family members, peers, and significant others are part of a college student's social network. This cross-sectional study aimed to Assess substance use prevalence and patterns among college students,Compare the social network characteristics of substance users (SUs) and non-users (NUs), andExplore the association of social factors with substance use.

Methods

The study involved 902 students from 11 Government and aided private degree colleges. Demographic and clinical data sheet, ASSIST, and Social Network Questionnaire were used to collect the data.

Results

Prevalence of substance use was 26.9% and higher among males (21.5%). Alcohol (20%) and tobacco (15.5%) were the commonly used substances. SUs' network was composed of unmarried persons (p<0.002), male members (p<0.001), and friends (p<0.001) with substance use. In contrast, the NUs' network comprised parents (p<0.016) and siblings (p<0.001). NUs had a higher number of influential members in the network, whereas SUs had more closeness with members and received higher financial support (p<0.001). Participant's age (OR 1.27), family history of substance use (OR 2.46), parents' occupation (Business: OR 1.79, being employee in the government or industry: OR 1.76),and having three substance-using members in the network (OR .211) were found to be risk factors.

Conclusion

Social network has an association with substance use among college students. Social-network-based interventions may benefit them.

The Role of Social Support in Coping with Psychological Trauma: An Integrated Biopsychosocial Model for Posttraumatic Stress Recovery

This theoretical review proposes an integrated biopsychosocial model for stress recovery, highlighting the interconnectedness of intra- and interpersonal coping processes. The proposed model is conceptually derived from prior research examining interpersonal dynamics in the context of stressor-related disorders, and it highlights interconnections between relational partner dynamics, perceived self-efficacy, self-discovery, and biological stress responsivity during posttraumatic recovery. Intra- and interpersonal processes are discussed in the context of pre-, peri-, and post-trauma stress vulnerability as ongoing transactions occurring within the individual and between the individual and their environment. The importance of adopting an integrated model for future traumatic stress research is discussed. Potential applications of the model to behavioral interventions are also reviewed, noting the need for more detailed assessments of relational dynamics and therapeutic change mechanisms to determine how relational partners can most effectively contribute to stress recovery.

Social Network Composition, Relationship Type, and Alcohol Use Among Young Adults Not in Four-Year College

Background: The drinking of social network members has been consistently associated with personal drinking. However, less attention has been paid to emerging adult populations outside of four-year college students and to potential moderators of this relationship. In a sample of emerging adults who never attended four-year college, this research examined: 1) the compositional characteristics of the social networks, 2) the association between the drinking of network members and personal drinking, and 3) how the association between network and personal drinking was moderated by relationship type (e.g., friend, parents, significant other). Methods: Data was provided by a sample of 525 emerging adults who participated in Qualtrics Panels. Results: In this noncollege sample, the composition of the social network was diverse, with roughly one-third of network members being friends and a little less than half being family members. Parents tended to consume alcohol more frequently than friends and significant others, but participants consumed alcohol more frequently with friends and significant others. Furthermore, drinking among friends and significant others tended to have stronger associations with personal alcohol use than drinking among parents. However, relationship type did not moderate the association between drinking with network members and personal alcohol use. Conclusions: Because of this, interventions need to be delivered to drinking groups.

Adolescent Peers and Prevention: Network Patterns of Sexual Violence Attitudes and Bystander Actions

Peer sexual violence is a significant social problem that affects adolescents and can lead to negative mental health and developmental consequences. Peers are a significant source of influence for adolescent behavior. For example, recent studies show training teens to be bystanders can be an effective prevention strategy to reduce peer violence and harassment. Peers can also promote risky behaviors including substance use and violence. The current study examined how sexual violence-specific risk and protective attitudes (e.g., denial of peer sexual violence and positive peer prevention norms) and behaviors (alcohol use and bystander actions to prevent peer sexual violence) clustered within peer networks cross-sectionally and over time. Participants were 1,499 7th-10th graders who took surveys during an academic year and who reported having opportunity to take action as bystanders to peer sexual violence. Participants took surveys 6 months apart online in schools. Questions included nomination of best friends to capture information about peer networks. Social network analyses indicated that there was weak but significant clustering of positive prevention attitudes such as bystander denial and marginal clustering on reactive bystander behaviors to address sexual assault. For comparison, alcohol use and academic grades were analyzed and found to also cluster in networks in these data. These findings suggest that for early adolescents, peer bystander training may be influential for some key bystander attitudes and reactive sexual violence prevention behaviors as individual behaviors are not independent of those of their friends.

The Association Between Homophily on Illicit Drug Use and PrEP Conversations Among Latino Men Who Have Sex with Men Friends: A Dyadic Network and Spatially Explicit Study

Despite the wide availability of PrEP, Latino men who have sex with men (LMSM) continue to experience access barriers. Novel HIV prevention research strategies to increase PrEP uptake and adherence among the high incidence populations, such as LMSM who misuse drugs, include social network analyses. This study identified the associations of drug use homophily within LMSM friendship networks and PrEP promotion conversations and described the physical overlap between geographic drug risk areas with conversations of PrEP promotion. Respondent-driven sampling was used to recruit 10 sociocentric networks. Quadratic assignment procedure (QAP) correlations and multiple regression QAPs were used to identify influences of drug use homophily, and geocoding and visualizations to describe drug use polygons and PrEP conversations. Friendship relationships in which both friends used cocaine or marijuana were more likely to report PrEP-related conversations in the past six months. The likelihood of talking about PrEP in the next six months was higher among dyads with cocaine use homophily and ecstasy use homophily, while lower among dyads with marijuana use homophily. Participants reported using marijuana and cocaine throughout Miami-Dade County while ecstasy polygons were mostly in urban areas. The majority of drug polygons associated with PrEP conversations were located in north and central Miami. Future interventions can consider enrolling entire sociocentric friendship groups, configuring friendship networks to connect those without PrEP information to those with information, and incorporating peer leaders.

Social Network Analysis on the Mobility of Three Vulnerable Population Subgroups: Domestic Workers, Flight Crews, and Sailors during the COVID-19 Pandemic in Hong Kong

BACKGROUND

Domestic workers, flight crews, and sailors are three vulnerable population subgroups who were required to travel due to occupational demand in Hong Kong during the COVID-19 pandemic.

OBJECTIVE

The aim of this study was to explore the social networks among three vulnerable population subgroups and capture temporal changes in their probability of being exposed to SARS-CoV-2 via mobility.

METHODS

We included 652 COVID-19 cases and utilized Exponential Random Graph Models to build six social networks: one for the cross-sectional cohort, and five for the temporal wave cohorts, respectively. Vertices were the three vulnerable population subgroups. Edges were shared scenarios where vertices were exposed to SARS-CoV-2.

RESULTS

The probability of being exposed to a COVID-19 case in Hong Kong among the three vulnerable population subgroups increased from 3.38% in early 2020 to 5.78% in early 2022. While domestic workers were less mobile intercontinentally compared to flight crews and sailors, domestic workers were 1.81-times in general more likely to be exposed to SARS-CoV-2.

CONCLUSIONS

Vulnerable populations with similar ages and occupations, especially younger domestic workers and flight crew members, were more likely to be exposed to SARS-CoV-2. Social network analysis can be used to provide critical information on the health risks of infectious diseases to vulnerable populations.

A comparison of peer change agent selection methods: Evidence from a high-school based suicide preventive intervention

BACKGROUND

Peer-led interventions for adolescents are effective at accelerating behavioral change. The Sources of Strength suicide preventive program trains student peer change agents (peer leaders) in secondary schools to deliver prevention messaging and conduct activities that increase mental health coping mechanisms. The program currently has school staff select peer leaders. This study examined potential for more efficient program diffusion if peer leaders had been chosen under network-informed selection methods.

METHODS

Baseline assessments were collected from 5,746 students at 20 schools. Of these, 429 were selected by adults as peer leaders who delivered intervention content through the school year. We created theoretical alternate peer leader sets based on social network characteristics: opinion leadership, centrality metrics, and key players. Because these sets were theoretical, we examined the concordance of these sets with the actual adult-selected peer leaders sets and correlated this metric with diffusion of intervention modalities (i.e., presentation, media, communication, activity) after the first year.

RESULTS

The sets of adult-selected peer leaders were 13.3%-22.7% similar to theoretical sets chosen by other sociometric methods. The use of friendship network metrics produced peer leader sets that were more white and younger than the general student population; the Key Players method produced more representative peer leader sets. Peer opinion leaders were older and more white than the general population. Schools whose selected peer leaders had higher overlap with theoretical ones had greater diffusion of intervention media and peer communication.

CONCLUSIONS

The use of network information in school-based peer-led interventions can help create more systematized peer leader selection processes. To reach at-risk students, delivery of an indirect message, such as through a poster or video, may be required. A hybrid approach where a combination of visible, respected opinion leaders, along with strategically-placed key players within the network, may provide the greatest potential for intervention diffusion.

Social Capital and Lifestyle Impacts on Mental Health in University Students in Colombia: An Observational Study

Introduction

For young adults, the first year of higher education represents a transition period into adulthood associated with an increased risk of developing depression, anxiety, and stress, contributing to deteriorating physical and mental health. The present study aimed to analyze the relationship between depressive symptoms and social capital and lifestyles among Colombian university students.

Methods

In 2020, a longitudinal repeated measures study was conducted on first year students at Universidad de los Andes in Bogota, Colombia. The study was conceptualized and approved by the university before the COVID-19 pandemic appeared. Each student completed a self-administered questionnaire including questions on sociodemographic characteristics, depressive symptoms, perceived stress, social capital, and lifestyles. The study's pilot was conducted in November 2019, and the two measurement points were in January 2020 (wave 1, before the COVID-19 pandemic was declared) and in August 2020 (wave 2, during the COVID-19 pandemic). A binary logistic regression analysis was performed to assess the relationship between depressive symptoms, perceived stress, social capital, and lifestyles.

Findings

A total of 609 first year students (response rate = 58.11%) participated in wave 1, and 42% of the participants showed signs of clinically relevant depressive symptoms. In wave 2, despite the difficulties encountered in collecting data due to the COVID-19 pandemic, 216 students from wave 1 participated (35.47%). An increase in a sedentary lifestyle was observed (31.49%). We found that cognitive and behavioral social capital levels decreased by 12.03 and 24.54%, respectively. In addition, we observed a 6.5% increase in students with clinically relevant depressive symptoms compared to wave 1. A low level of behavioral [OR: 1.88; 95% CI (1.16, 3.04)] social capital was associated with clinically relevant depressive symptoms.

Conclusion

The health of university students continues to be a public health concern. The study suggests that social capital may play an important role in preventing depressive symptoms. Therefore, universities should put effort into programs that bring students together and promote the creation of social capital.

The Impact of Social Network Characteristics on Health among Community-Dwelling Older Adults in Korea: Application of Social Network Analysis

Objectives: Population aging is a reality in most developed countries. In this era, an important health issue for these countries is promoting health and quality of life in the elderly population. Older adults’ social networks are associated with health and quality of life. Therefore, this study examines the association between the characteristics of social networks (friendship networks) and the subjective well-being of community-dwelling older adults. Methods: This study was conducted between June 2015 and August 2015 with a total of 146 participants. The size and density of social networks were analyzed using social network analysis. Additionally, to investigate the impact of social networks on health, a multiple linear regression analysis was performed using NetMiner 4.0. Statistical significance was set at p < 0.05. Results: In terms of Model 1, which used social network characteristics as variables, the higher the out-degree (376.161) and in-closeness (201.825), the better the health. In contrast, the higher the in-degree (−279.167) and out-closeness (−52.620), the poorer the health. Regarding Model 2, which used sociodemographic characteristics as variables, the higher the out-degree (218.747) and in-closeness (170.075), the better the health. In addition, religion had a negative effect on health, and a high level of education had a positive effect on health. Conclusions: The findings suggest that higher out-degree and in-closeness intensity positively affect the health of older adults, but higher in-degree and out-closeness intensity negatively affect health. Therefore, health professionals should use appropriate strategies to increase the strength of social networks to improve the health of older adults living in the community.

Network characteristics of a referral system for patients with hypertension in Western Kenya: results from the Strengthening Referral Networks for Management of Hypertension Across the Health System (STRENGTHS) study

BACKGROUND

Health system approaches to improve hypertension control require an effective referral network. A national referral strategy exists in Kenya; however, a number of barriers to referral completion persist. This paper is a baseline assessment of a hypertension referral network for a cluster-randomized trial to improve hypertension control and reduce cardiovascular disease risk.

METHODS

We used sociometric network analysis to understand the relationships between providers within a network of nine geographic clusters in western Kenya, including primary, secondary, and tertiary care facilities. We conducted a survey which asked providers to nominate individuals and facilities to which they refer patients with controlled and uncontrolled hypertension. Degree centrality measures were used to identify providers in prominent positions, while mixed-effect regression models were used to determine provider characteristics related to the likelihood of receiving referrals. We calculated core-periphery correlation scores (CP) for each cluster (ideal CP score = 1.0).

RESULTS

We surveyed 152 providers (physicians, nurses, medical officers, and clinical officers), range 10-36 per cluster. Median number of hypertensive patients seen per month was 40 (range 1-600). While 97% of providers reported referring patients up to a more specialized health facility, only 55% reported referring down to lower level facilities. Individuals were more likely to receive a referral if they had higher level of training, worked at a higher level facility, were male, or had more job experience. CP scores for provider networks range from 0.335 to 0.693, while the CP scores for the facility networks range from 0.707 to 0.949.

CONCLUSIONS

This analysis highlights several points of weakness in this referral network including cluster variability, poor provider linkages, and the lack of down referrals. Facility networks were stronger than provider networks. These shortcomings represent opportunities to focus interventions to improve referral networks for hypertension.

TRIAL REGISTRATION

Trial Registered on ClinicalTrials.gov NCT03543787 , June 1, 2018.

Trajectories of alcohol use and problems during the COVID-19 pandemic: The role of social stressors and drinking motives for men and women

INTRODUCTION

Increased alcohol use coinciding with onset of the COVID-19 pandemic, particularly among women, has been documented among U.S. adults. This study examines trajectories of alcohol use and alcohol problems over a 9-month period during the pandemic, the extent to which these trajectories are predicted by social stress and drinking motives, and whether results differ for women and men.

METHODS

Data come from three online surveys of a nationally representative sample of U.S. adults ages 30-80 conducted in May-July 2020, October-November 2020, and March 2021. The analytic sample consists of N = 1118 who initially reported any past year alcohol use. The early-COVID survey assessed demographics, social stressors, and drinking motives. All three surveys assessed average drinks per day in past month and drinking-related problems.

RESULTS

Alcohol use declined for men, but remained stable for women. Alcohol problems increased for both sexes, especially for men. Level of alcohol use was associated with loneliness and social demands for men, and drinking motives for both sexes, with changes in use related to loneliness and social demands for men. Level of alcohol problems was associated with loneliness for women and drinking motives for both sexes, with changes in problems related to drinking motives for women. Interactions of social stress with drinking motives were not found.

CONCLUSIONS

Sex differences in alcohol use and alcohol problems during the pandemic-as well as their associations with indicators of social stress and drinking motives-highlight the importance of tailoring prevention and treatment efforts for men and women.

Impact of the COVID-19 pandemic on the psychological health of individuals with mental health conditions: A mixed methods study

Objectives

This study explored how the coronavirus disease 2019 (COVID‐19) pandemic has affected individuals with mental health conditions.

Methods

Participants were 477 adults (82% female) who reported a past‐year mental health condition. They completed an online survey that included an open‐ended question. Mixed methods analysis was conducted.

Results

While all mental health conditions were moderately impacted by the COVID‐19 pandemic, self‐reported impact on anxiety disorder and obsessive‐compulsive disorder symptoms was greater than for all other mental health symptoms. Thematic analysis revealed five themes: (1) the contribution of the pandemic to worsening mental health; (2) life interruptions due to the pandemic; (3) increased loneliness/isolation; (4) upsides of the pandemic; and (5) normalization of the anxieties previously experienced by those with mental health conditions.

Conclusion

Individuals with pre‐existing mental health conditions reported a worsening of symptoms during the COVID‐19 pandemic. Governments and organizations must focus on supporting and increasing access to treatment for this population.

A Promising Approach to Preventing Gender-Based Violence and HIV Among Slum-Dwelling Youth in Nairobi, Kenya

Gender-based violence (GBV) and HIV are interrelated public health problems affecting numerous global communities. To date, few prevention initiatives have demonstrated reductions in GBV and HIV, and thus there is an urgency to identify effective strategies to prevent these interconnected public health crises. The purpose of the current article is to describe a gender-enhanced life skills training curriculum (GE-LSTC) currently being developed in Nairobi, Kenya. We discuss previous research relevant to the GE-LSTC; the theoretical underpinnings of the GE-LSTC; the history and context of the GE-LSTC; preliminary implementation, feasibility, and acceptability data on the GE-LSTC; and plans for further refinement and rigorous evaluation of the GE-LSTC.

Examining proximity exposure in a social network as a mechanism driving peer influence of adolescent smoking

BACKGROUND

Adolescent peers' influence on tobacco smoking is a dynamic process affected by close friends and other network peers. Although research has examined the influence of immediate friends on smoking behavior (i.e., by cohesion exposure), the influence of all peers according to closeness (i.e., proximity exposure) remains unknown. This study introduces proximity exposure as a potential driver of peer influence.

METHODS

Using the Teenage Friends and Lifestyle Study dataset, we examined 160 adolescents followed for 3 years and assessed their friendship ties and health behavior. Proximity exposure was calculated as the proportion of an individual's network peers who smoked, considering their distance from the individual. Path analysis was conducted with cross-lagged models testing the effect of proximity exposure on smoking frequency over time.

RESULTS

Among nonsmokers without cohesion exposure (n = 80), proximity exposure at year 1 was significantly associated with smoking initiation by year 3. Path analysis (n = 160) indicated that smoking at year 1 predicted cohesion exposure by year 3. When proximity exposure was included, the effect of smoking on cohesion exposure was lost. Early smoking predicted future proximity exposure. However, the predictive value of early proximity toward future smoking was stronger.

CONCLUSION

These results suggest that proximity exposure can predict smoking even among nonsmokers without direct ties to friends who smoke. In support of a peer selection hypothesis, early smoking predicted friendship formation with smokers through cohesion. Conversely, in support of a peer influence hypothesis, proximity exposure predicted smoking. Researchers may consider developing interventions that decrease proximity exposure among adolescents.

Associations of parental and peer cross-substance use with 12-17-year-old adolescents' problematic alcohol use: A parent-child dyadic gender analysis

BACKGROUND

Adolescent alcohol use was found to be influenced by parental and peer alcohol use. Drinking behaviors also differed by gender. However, previous studies mainly focused on adolescents' substance use in relation to the same substance use among their salient others. Hence, this study investigated the cross-substance relationships of alcohol and tobacco use of parents and peers with adolescents' problematic alcohol use, separately by gender.

METHODS

Data were derived from 4445 adolescents aged 12-17 years from the 2014 National Survey of Substance Use, a nationally representative survey in Taiwan. Problematic alcohol use was assessed using the Alcohol Use Disorders Identification Test (AUDIT). Multivariate multinomial logistic regression was used, stratified by gender.

RESULTS

For males, maternal (adjusted odds ratio [aOR] = 1.73) and peer (aOR = 2.57) alcohol use was related to social drinking (AUDIT < 2); paternal (aOR = 3.58), maternal (aOR = 2.18), peer alcohol use (aOR = 5.37), and their own tobacco use (aOR = 4.72) were related to problem drinking (AUDIT ≥ 2). For females, maternal (aOR = 2.26) and peer (aOR = 2.84) alcohol use was related to social drinking; maternal (aOR = 2.35) and peer tobacco use (aOR = 3.48), and paternal (aOR = 4.56) and peer alcohol use (aOR = 3.36) were linked to problem drinking.

CONCLUSIONS

Both male and female adolescents' alcohol use was associated with their peer alcohol use, and gender differences were found in relation to their parental and peer substance use. Specifically, the parental role-modeling of smoking was only significant in mother-daughter dyads. These findings could inform multifaceted adolescent alcohol prevention programs, tailoring for males and females and also targeting their parental and peer substance use.

"He's under oath": Privacy and Confidentiality Views Among People Who Inject Drugs Enrolled in a Study of Social Networks and Human Immunodeficiency Virus/Hepatitis C Virus Risk

Despite the promise of social network research, this method raises important ethical questions regarding privacy and confidentiality. Although researchers and bioethicists have considered research obligations in relation to marginal or vulnerable populations, the views of people who inject drugs (PWIDs) have not been sufficiently considered. To elicit participants' views of research obligations, we conducted in-depth interviews with a subset (n = 40) of active PWIDs enrolled in a large social network study. Findings suggest participants have an expectation of confidentiality but believe this obligation need not be absolute and can be waived if a participant violates community norms or place others at risk. Ethics boards should recognize that marginalized populations are able to articulate complex moral views about privacy and confidentiality. Engaging participants in dialogue about the responsible conduct of research presents an opportunity to correct under- or overestimations of research vulnerabilities when such decisions are restricted to the perspectives of investigators or Institutional Review Board members.

Friends' childhood adversity and long-term implications for substance misuse: a prospective Swedish cohort study

BACKGROUND AND AIMS

Although an individual's childhood adversity is predictive of later substance misuse, the effect of adversity within an individual's friendship network has not been established. The current study aims to estimate the strength of the association between exposure to childhood adversity among individuals' friends at the onset of adolescence, relative to individuals' own exposure to childhood adversity, and hospitalization for substance misuse between young adulthood and retirement.

DESIGN

Prospective cohort study.

SETTING

Stockholm, Sweden.

PARTICIPANTS

Individuals born in 1953, living in Stockholm in 1963, and who nominated three best friends in the 6th grade school class (n = 7180; females = 3709, males = 3471), followed to 2016.

MEASUREMENTS

The outcome was hospitalization with a main or secondary diagnosis attributed to substance misuse, reflected in Swedish inpatient records (ages 19-63 years). Five indicators of childhood adversity (ages 0-12 years) were operationalized into composite measures for individuals and their friends, respectively. Friendships were identified using sociometric data collected in the school class setting (age 13 years).

FINDINGS

Individuals' own childhood adversity does not predict childhood adversity among friends (P > 0.05). Childhood adversity among friends is independently associated with an increased risk of an individual's later substance misuse [hazard ratio (HR) = 1.17, 95% confidence interval (CI) = 1.09-1.24], independently of an individual's own childhood adversity (HR = 1.47, 95% CI = 1.34-1.61). However, childhood adversity among friends does not moderate the association between individuals' own childhood adversity and later substance misuse.

CONCLUSIONS

Within a birth cohort of individuals born in 1950s Stockholm, Sweden, childhood adversity among an individual's friends appears to predict the individual's substance misuse in later life independently of an individual's own exposure to childhood adversity.

Characterization of Vaccine Tweets During the Early Stage of the COVID-19 Outbreak in the United States: Topic Modeling Analysis

BACKGROUND

During the early stages of the COVID-19 pandemic, developing safe and effective coronavirus vaccines was considered critical to arresting the spread of the disease. News and social media discussions have extensively covered the issue of coronavirus vaccines, with a mixture of vaccine advocacies, concerns, and oppositions.

OBJECTIVE

This study aimed to uncover the emerging themes in Twitter users' perceptions and attitudes toward vaccines during the early stages of the COVID-19 outbreak.

METHODS

This study employed topic modeling to analyze tweets related to coronavirus vaccines at the start of the COVID-19 outbreak in the United States (February 21 to March 20, 2020). We created a predefined query (eg, "COVID" AND "vaccine") to extract the tweet text and metadata (number of followers of the Twitter account and engagement metrics based on likes, comments, and retweeting) from the Meltwater database. After preprocessing the data, we tested Latent Dirichlet Allocation models to identify topics associated with these tweets. The model specifying 20 topics provided the best overall coherence, and each topic was interpreted based on its top associated terms.

RESULTS

In total, we analyzed 100,209 tweets containing keywords related to coronavirus and vaccines. The 20 topics were further collapsed based on shared similarities, thereby generating 7 major themes. Our analysis characterized 26.3% (26,234/100,209) of the tweets as News Related to Coronavirus and Vaccine Development, 25.4% (25,425/100,209) as General Discussion and Seeking of Information on Coronavirus, 12.9% (12,882/100,209) as Financial Concerns, 12.7% (12,696/100,209) as Venting Negative Emotions, 9.9% (9908/100,209) as Prayers and Calls for Positivity, 8.1% (8155/100,209) as Efficacy of Vaccine and Treatment, and 4.9% (4909/100,209) as Conspiracies about Coronavirus and Its Vaccines. Different themes demonstrated some changes over time, mostly in close association with news or events related to vaccine developments. Twitter users who discussed conspiracy theories, the efficacy of vaccines and treatments, and financial concerns had more followers than those focused on other vaccine themes. The engagement level-the extent to which a tweet being retweeted, quoted, liked, or replied by other users-was similar among different themes, but tweets venting negative emotions yielded the lowest engagement.

CONCLUSIONS

This study enriches our understanding of public concerns over new vaccines or vaccine development at early stages of the outbreak, bearing implications for influencing vaccine attitudes and guiding public health efforts to cope with infectious disease outbreaks in the future. This study concluded that public concerns centered on general policy issues related to coronavirus vaccines and that the discussions were considerably mixed with political views when vaccines were not made available. Only a small proportion of tweets focused on conspiracy theories, but these tweets demonstrated high engagement levels and were often contributed by Twitter users with more influence.

A Pragmatic Randomized Controlled Trial to Increase PrEP Uptake for HIV Prevention: 55-Week Results From PrEPChicago

OBJECTIVES

We tested preliminary efficacy of a peer change agent type I network intervention to increase pre-exposure prophylaxis (PrEP) linkage to care among network members connected to young Black men who have sex with men.

DESIGN

Parent study is a pragmatic randomized controlled trial with 110 weeks of total follow-up. Interim midpoint analyses are performed here using participant data before crossover assignment at 55 weeks.

METHODS

We randomly assigned 423 participants in Chicago to receive the network intervention, an opinion leader workshop with telephonic booster sessions, versus a time-matched control from 2016 to 2018. The consolidated surrogate outcome was PrEP referral and linkage to clinical care among network members connected to study participants and was collected from independent administrative data.

RESULTS

Each study participant in the trial (n = 423) had on average 1822 network contacts who could be eligible for PrEP referral and linkage. During the 55-week observation period, PrEP referral was most likely to occur within 3 days of an intervention session compared to control [odds ratio (OR) 0.07 (0.02-0.013); P = 0.007] resulting in 1-2 referrals of network members per session. Network members with referral or linkage were more likely to be connected to study participants in the intervention arm than the control condition [aOR 1.50 (1.09-2.06); P = 0.012].

CONCLUSIONS

A peer change agent type I network intervention is preliminarily effective at diffusing PrEP through a network of individuals highly susceptible to HIV over 55 weeks. This low-intensity intervention demonstrated network-level impact among populations that have experienced limited PrEP care engagement in the United States.

Understanding the spread of prevention and cessation messages on social media for substance use in youth

Purpose

Engagement is a critical metric to the effectiveness of online health messages. This paper explores how people engage in youth-generated prevention messages in social media.

Design/methodology/approach

The data sample consisted of engagement measures of 82 youth-generated messages hosted in a social media channel and a follow-up survey on content creators' motivation for promoting their messages and their dissemination strategies. A comparative analysis of engagement metrics along with qualitative analysis of the message types was performed.

Findings

Two types of messages were considered: stop messages and prevent messages. Our analyses found that people interacted with stop messages on social media more frequently than prevent messages. On analyzing the youth's motivation and promotion strategies, no significant difference was observed between stop message creators and prevent message creators.

Social implications

This work has implications for programs promoting prevention and health information in social media.

Originality/value

This is the first study in social media-based prevention programs the authors are aware of that differentiated between the strategies of youth-produced prevention messages.

Social network determinants of alcohol and tobacco use: A qualitative study among out of school youth in South Africa

An important determinant of alcohol and tobacco use is the adolescent's social network, which has not been explored among out of school youth (OSY). OSY are adolescents not currently enrolled in school and have not completed their schooling. This study aims to qualitatively understand how OSY's social networks support or constrain alcohol and tobacco use. Respondent-driven sampling was used to select 41 OSY (aged 13-20 years) for individual in-depth interviews in a South African urban area. The data were analysed using content analysis. Smoking and drinking friends, family close in age to OSY that drank and smoked, and lack of parental support were associated with alcohol and tobacco use among OSY. Household norms, romantic partners and non-smoking or non-drinking friends were suggested to mitigate alcohol and tobacco use. Understanding how the social network of OSY plays a role in alcohol and tobacco use is useful for gaining an insight into the profile of OSY at risk for alcohol and tobacco use. Registration of OSY youth and community-based peer led programmes that include influential OSY family and friends could be beneficial.

Transitions of Women's Substance Use Recovery Networks and 12-Month Sobriety Outcomes

Little is known about how the structure and composition of women's personal social networks (PSNs) combine to support recovery from substance use disorders, how PSNs change during early recovery, or how known covariates such as trauma, co-occurring mental health disorders, or treatment modality impact this relationship. This study used latent profile and transition analyses with 6 recovery-specific PSN indicators in a sample of women in early recovery (N=377) to identify three PSN typologies in relation to abstinence outcomes over 12 months, and track transitions between the typologies at 0-6 and 6-12 months. Women in the Highly Connected type (14.3%) had tightly-knit networks, more sober alters, and fewer treatment-related alters. Women in the Treatment-Related type (49.3%) had looser-knit networks with more sober and sobriety-supporting alters and alters they know from treatment. Women in the At-Risk type (36.3%) had more isolates, few sobriety-supporting alters, and more alters with whom they used. Women in the Treatment-Related Sobriety Support type were significantly more likely to maintain sobriety by 12 months (B=-0.81; OR=2.09, 95% CI [1.23-3.56]) than women in the At Risk type. Higher mean Trauma Symptom Checklist scores were positively related to membership in the At Risk type. The majority of women who transitioned did so by 6 months, with 41.6% transitioning then. Women in the At Risk group had the highest probability of transition (P=0.55). Being in residential treatment (versus outpatient) predicted lower odds of transitioning (B= -0.81, p=.06). This study provides a framework for conducting longitudinal latent variable analysis with social network data, and offers a clinically-useful starting point for research on individualized, targeted, and stage-based interventions for women in recovery.

Social Capital and Social Networks of Hidden Drug Abuse in Hong Kong

Owing to the increasing prevalence of hidden drug abuse in Hong Kong, yet scarce relevant current local research, this study seeks to carry out an in-depth investigation into the experience of hidden drug abusers, paying particular attention to their relevance to social capital and social networks. Seventy-three abusers attending drug treatment programs were interviewed, and a thematic analysis was performed. The results indicate hidden drug abuse is popular in Hong Kong. Apart from the decline of public, large-scale discos and the change of the types of drugs abused to date, one important contributing factor is the drug supply and transaction networks, which are extensive and multilocused, but secretive, with high closure levels. This kind of network is supported by bonding, bridging, and linking social capital as well as by providing convenient supply modes and offering drug abusers psychological comfort and safety. These factors encourage the hidden drug abuse to prevail and allow drug abusers to remain unidentifiable.

Nightlife scene involvement and patterns of prescription drug misuse

INTRODUCTION AND AIMS

Participation in nightlife influences a range of health behaviours. Participants in various nightlife scenes have increasingly adopted prescription drug misuse into their substance use repertoires.

DESIGN AND METHODS

With 404 young adults recruited via time-space sampling in New York, we examine the relationship of nightlife participation-measured by number of scenes and the number of nights out in nightlife scenes-to prescription drug misuse during the past 3 months. Outcomes included frequency of misuse, escalation to non-oral consumption, polydrug use, social problems and symptoms of dependence.

RESULTS

Negative binomial regressions indicate nightlife participation is associated with increased frequency of misuse measured by number of scenes (incidence rate ratio = 1.114, P < 0.05) and number of nights out (incidence rate ratio = 1.009, P < 0.001). Logistic regression models show nightlife participation is associated with increased odds of non-oral use (adjusted odds ratio; AOR = 1.334, P < 0.01) and polydrug use (AOR = 1.776, P < 0.001) measured by number of scenes, and non-oral use (AOR = 1.021, P < 0.001) and polydrug use (AOR = 1.023, P < 0.001) as measured by number of nights out. Nightlife participation is not associated with prescription drug problems or symptoms of dependence. Frequency of participation is associated with peer norms favourable to prescription drugs (B = 0.003, P < 0.01).

DISCUSSION AND CONCLUSIONS

Nightlife participation has implications for prescription drug misuse. While shaping how often and in what manner young people consume prescription drugs, nightlife participation is not associated with harms experienced. Given the significance of the prescription drug trend in many world regions, these results suggest that increasing participation in nightlife shapes patterns of drug use, but in ways that do not lead to reported problems.

Associations between network-level acculturation, individual-level acculturation, and substance use among Hispanic adolescents

Acculturation is associated with substance use behaviors in Hispanic adolescents. However, there is limited research determining whether the individual's friends' acculturation patterns also influence substance use. Tenth-grade students (N = 970) participated in Project RED, a study of substance use and social networks among Hispanic youth in Southern California. Acculturation and substance use data from both the respondent and their nominated friends were regressed on lifetime cigarette use, marijuana use, and alcohol use controlling for sibling substance use, sex, depressive symptoms, and network measures. Respondent's Hispanic orientation was significantly associated with lower odds of both cigarette and marijuana use, whereas respondent's friends' US orientation was associated with higher odds of cigarette use. When controlling for network-level acculturation, individual-level U.S. orientation was not associated with substance use. Participants who nominated more friends had lower odds of cigarette use. Among this sample of Hispanic adolescents, affiliating with U.S.-oriented friends was associated with a higher risk for smoking. Substance use prevention efforts should consider encouraging Hispanic youth to maintain their cultural heritage and foster friendship groups that support abstinence and promote Hispanic and bicultural identity.

A pilot study using egocentric network analysis to assess holistic health benefits among a sample of university employees involved in a worksite fitness program

BACKGROUND

Working adults in the United States often do not engage in enough exercise to experience health benefits. With workplaces becoming increasingly sedentary, more emphasis is placed on providing exercise opportunities at work. Evidence suggests participating in exercise during the workday and socially connecting with others while exercising, can lead to positive health outcomes.

OBJECTIVE

The purpose of this study is to examine whether mental and social health factors were related to increased exercise among employees participating in a worksite group exercise program.

METHODS

An egocentric network analysis was conducted on a sample of university employees (n = 57).

RESULTS

Regression analyses (Adjusted R2 = 0.501, F = 4.686, p = 0.001) suggest that depression (β= -0.548, p = 0.041), stress (β= 0.530, p = 0.016), nominating alters who exercise similarly (β= 0.326, t = 2.111, p = 0.045), average exercise scores across egonetworks (β= -0.330, t = -2.135, p = 0.043), and nominating other group exercise members (β= 0.579, t = 3.721, p = 0.001) were related to physical activity scores.

CONCLUSION

These findings provide empirical support for using group exercise environments as a mechanism for increasing exercise among employees. Specifically, fostering social connections between employees involved in the program can lead to greater physical activity scores. Future research should confirm these results in larger samples, along with determining more causal relationships with longitudinal and experimental designs.

Considering Health Literacy, Health Decision Making, and Health Communication in the Social Networks of Vulnerable New Mothers in Hawai'i: A Pilot Feasibility Study

Health literacy is understudied in the context of social networks. Our pilot study goal was to consider this research gap among vulnerable, low-income mothers of minority ethnic background in the state of Hawai'i, USA. Recruitment followed a modified snowball sampling approach. First, we identified and interviewed seven mothers ("egos") in a state-sponsored home visiting program. We then sought to interview individuals whom each mother said was part of her health decision-making network ("first-level alters") and all individuals whom the first-level alters said were part of their health decision-making networks ("second-level alters"). Health literacy was self-reported using a validated item. A total of 18 people were interviewed, including all mothers (n = 7), 35% of the first-level alters (n = 7/20), and 36% of the second-level alters (n = 4/11). On average, the mothers made health decisions with 2.9 people (range: 1-6); partners/spouses and mothers/mothers-in-law were most common. One mother had low health literacy; her two first-level alters also had low health literacy. Across the full sample, the average number of people in individuals' health decision networks was 2.5 (range: 0-7); 39% of those interviewed had low health literacy. This can inform the design of future studies and successful interventions to improve health literacy.

Functional and structural social support, substance use and sexual orientation from a nationally representative sample of US adults

BACKGROUND AND AIMS

Sexual minority (SM) populations experience higher rates of substance use disorder (SUD) associated with increased sexual orientation-related stress. Social support may moderate the impact of stress on SUD among SM adults. This study assessed associations between social support and DSM-5 SUD by sex and sexual minority identity.

DESIGN

Cross-sectional study using data from the 2012-13 National Epidemiologic Survey on Alcohol and Related Conditions (NESARC-III).

SETTING AND PARTICIPANTS

A nationally representative cross-sectional sample of adults (n = 36 309) in the United States.

MEASUREMENTS

SUD were defined based on the DSM-5 criteria for alcohol use (AUD), tobacco use (TUD) and drug use (DUD) disorders. Structural social support was measured as the type and frequency of kin and non-kin contact, and functional social support was measured by the Social Provision Scale.

FINDINGS

SM adults had higher odds of all SUD compared to heterosexual adults [AUD = 1.535, 95% confidence interval (CI) = 1.782-1.844; TUD = 1.512, 95% CI = 1.234-1.854; DUD = 1.520, 95% CI = 1.139-2.028]; SM women experienced the highest proportion of all SUD (AUD = 27.1%, TUD = 29.1%, DUD = 10.9%). Type of social support was differentially associated with SUD by sex and sexual identity status. Higher social provision was associated with lower rates of AUD [adjusted odds ratio (aOR) = 0.771, 95% CI = 0.705-0.844], TUD (aOR = 0.747, 95% CI = 0.694-0.804] and DUD (aOR = 0.558, 95% CI = 0.490-0.636). Marriage was associated with lower SUD among heterosexual men (AUD, aOR = 0.500, 95% CI = 0.432-0.579; TUD, aOR = 0.603, 95% CI = 0.521-0.699; DUD, aOR = 0.504, 95% CI = 0.369-0.689) and women (AUD, aOR = 0.637, 95% CI = 0.529-0.767; TUD = 0.0.584, 95% CI = 0.507-0.671; DUD, aOR = 0.515, 95% CI = 0.372-0.712). Compared to heterosexual adults, SM women with at least one child under the age of 18 years had higher odds of TUD (aOR = 1.990, 95% CI = 1.325-2.988). SM-related discrimination was not associated with SUD among some SM subgroups, but discrimination among male heterosexually identifying individuals reporting same-sex attraction or behavior was associated AUD (aOR = 4.608, 95% CI = 1.615-13.14).

CONCLUSIONS

In the United States there are significant associations between functional support (quality or provision of support) and structural support (type and frequency of social networks) and substance use disorder (SUD) which differ by sex and sexual identity status.

Characterizing latent classes of social support among persons who inject drugs

BACKGROUND

Social network members influence risk and health behaviors, yet little is known about the support that persons who inject drugs (PWID) receive from their closest ties.

METHODS

970 participants from the AIDS Linked to the IntraVenous Experience (ALIVE) study completed a social network survey between April 2016 and June 2017 about their five closest ties. Our analysis: 1) identified latent classes of support received by participants; 2) determined whether class membership differed by current (≤12 months) vs. former (>12 months) injection drug use; 3) compared classes of support by individual and network characteristics.

RESULTS

970 participants listed 3,388 network members. We identified three support classes: (1) Moderate (n = 249): probabilities of support <0.40; (2) High (n = 366): probabilities of support 0.58-0.82; (3) Very high (n = 355): probabilities of support 0.91-0.99. In adjusted analysis compared to moderate support, the odds of high and very high support increased as the mean age of network members increased (Adjusted Odds Ratio [AOR]:1.03; 95 % CI: 1.01, 1.05) and as the number of network members with whom they interacted daily increased (AOR-high: 1.33; 95 % CI:1.14, 1.56 and AOR-very high: 1.54; 95 % CI: 1.30, 1.83). While current injection drug use was associated with lower unadjusted odds of high and very high support, the associations were not statistically significant in adjusted analysis.

CONCLUSIONS

Support was higher among networks of older ties and more frequent interaction, but differences did not appear to be driven by injection drug use status. Findings point to the importance of the closest social ties.

Gender Differences in Socio-ecological Determinants of Alcohol Use Among Hispanic Adolescents

BACKGROUND

Compared to other racial groups, Hispanic/Latino(a) adolescents experience higher rates of alcohol (ab)use and alcohol-related problems. Evidence suggests there are gender differences in alcohol use patterns indicating the likelihood of gender differences in how various determinants influence alcohol use among the genders. Assessing the mechanisms that contribute to Hispanic adolescents' alcohol use requires an understanding of the multidimensional social and environmental processes that operate together to impact their alcohol use. In this study, we examined socio-ecological determinants of Hispanic adolescent alcohol use by gender.

METHODS

Data from 10th grade Hispanic/Latino(a) students (N = 781) from four high schools in Los Angeles were used to examine associations between socio-ecological characteristics and adolescent alcohol use by gender.

RESULTS

Overall, 37.5% of participants reported past 30-day alcohol use. Among boys, alcohol use was associated with intrapersonal (not qualifying for reduced lunch), interpersonal (mother's education and peer drinking), and institutional (alcohol-prone school club membership) determinants. Among girls, alcohol use was associated with intrapersonal (academic achievement) and interpersonal (parent and peer alcohol use behavior) determinants.

CONCLUSIONS

Prevention and intervention efforts need to take into consideration the gender differences in social-ecological risk and protective factors when designing educational or intervention programs and services targeted at Hispanic adolescents. This is crucial to addressing multi-component factors that influence their substance use behavior.

Social capital is associated with improved subjective well-being of older adults with chronic non-communicable disease in six low- and middle-income countries

BACKGROUND

Non-communicable diseases (NCDs) are increasingly contributing to the morbidity and mortality burden of low and-middle income countries (LMIC). Social capital, particularly participation has been considered as a possible protective factor in the prevention and management of chronic conditions. It is also largely shown to have a negative effect on the well-being of patients. The current discourse on the well-being of individuals with NCDs is however focused more on a comparison with those with no NCDs without considering the difference between individuals with one chronic condition versus those with multiple chronic conditions (MCC).

METHOD AND OBJECTIVE

We employed a multinomial logit model to examine the effect of social capital, particularly social participation, on the subjective well-being (SWB) of older adults with single chronic condition and MCC in six LMIC.

FINDINGS

Social capital was associated with increased subjective well-being of adults in all the six countries. The positive association between social capital and subjective well-being was higher for those with a single chronic condition than those with multiple chronic conditions in India and South Africa. Conversely, an increase in the likelihood of having higher subjective well-being as social capital increased was greater for those with multiple chronic conditions compared to those with a single chronic condition in Ghana.

DISCUSSION

The findings suggest that improving the social capital of older adults with chronic diseases could potentially improve their subjective well-being. This study, therefore, provides valuable insights into potential social determinants of subjective well-being of older adults with chronic diseases in six different countries undergoing transition. Additional research is needed to determine if these factors do in fact have causal effects on SWB in these populations.

An inverse relationship between perceived social support and substance use frequency in socially stigmatized populations

INTRODUCTION

Social isolation and alcohol and substance use disorders (ASUD) have been identified as global health risks. Social support is protective against developing ASUD and is associated with beneficial addiction treatment outcomes. Socially stigmatized populations are at higher risk of both social isolation and ASUD, and the link between social support and substance use in these populations has been less researched than in general substance-using populations. We hypothesized that perceived social support, as measured by the Social Provisions Scale (SPS), would have an inverse relationship with frequency of substance use, from subsections of the Addiction Severity Index (ASI) that estimate use over the past 30 days and over an individual's lifetime.

METHODS

Using a cross-sectional design, we conducted secondary correlational analyses with pre-existing data to test our hypothesis in two separate samples made up of socially marginalized populations entering ASUD treatment programs. Sample 1: substance-using male prison inmates (n = 72, average age = 30.79) and Sample 2: primary methamphetamine-using men who have sex with men (n = 86, average age = 43.41).

RESULTS

Significant negative correlations were found between SPS and lifetime use of alcohol, tobacco, and cannabis (r s  - 0.27, -0.39, -0.26; p-values 0.04, 0.001, 0.04, respectively) in Sample 1 and 30-day use of methamphetamine (r s  - 0.28; p-value 0.008) in Sample 2.

DISCUSSION

Differences in results between the samples (lifetime vs 30-day use) may reflect psychosocial and contextual differences impacting perceived social support. Our findings provide support for an important link between perceived social support and frequency of substance use in socially stigmatized populations.

Sources of Social Influence on Adolescents' Alcohol Use

The present research examines social influences on self-reported frequency of drunkenness in a longitudinal sample of 1,439 adolescents (46% female, 90% White, mean age = 14 at baseline) with social network measures from friends, romantic partners, and romantic partners' friends. We build on past research by addressing multiple mechanisms of social influence-peers' frequency of drunkenness, alcohol-related attitudes, and unstructured socializing-across relationship types. Adolescents' drunkenness frequency increased when their friends' and partners' friends' drunkenness frequency increased and when their romantic partners' positive alcohol-related attitudes increased. Furthermore, the association between unstructured socializing and frequency of drunkenness was stronger for older than younger adolescents. Results advance understanding of the social transmission of alcohol use in adolescence and inform intervention efforts.

Space and Place in Alcohol Research

PURPOSE OF REVIEW

To summarize the recent literature on social and physical environments and their links to alcohol use and identify empirical research strategies that will lead to a better understanding of alcohol use in contexts.

RECENT FINDINGS

Recent research has continued to describe the importance of neighborhood and regional contexts on alcohol use, while a smaller emerging scientific literature assesses the impacts of contexts on drinking.

SUMMARY

The dynamic, longitudinal, and multiscale processes by which social and physical structures affect social interactions and substance use have not yet been uncovered or quantified. In order to understand and quantify these processes, assessments of exposures (e.g., how individuals use space) and risks within specific locations are essential. Methods to better assess these exposures and risks include model-based survey approaches, ecological momentary assessment (EMA) and other forms of ecologically- and temporally-specific analyses, affiliation network analyses, simulation models, and qualitative/multi-methods studies.

Social Network Characteristics among Racial/Ethnic Minority Young Adult Males with Prior Criminal Justice System Involvement

Research examining social networks and delinquency risk rarely focuses on the unique period of young adulthood. Young adults who have been involved in the criminal justice system (CJS) may associate with high-risk peers or be less central in their social networks, especially in urban, low-resourced contexts. We used social network analysis to examine prior CJS involvement with network composition and centrality among racial/ethnic minority young adult males (n=119). Participants with CJS involvement were highly connected to each other and had high-risk peers, but were no more or less central in their networks. Understanding delinquency risks for racial/ethnic minority young adult males identifies prevention and intervention targets during the transition to adulthood.

Social media photos of substance use and their relationship to attitudes and behaviors among ethnic and racial minority emerging adult men living in low-income areas

OBJECTIVES

Emerging adult minority males have inequitable negative consequences from substance abuse. They are also frequent users of social media, logging into popular sites up to 25 times per week on average, so there may be opportunities to use these technologies for better understanding and preventing substance use behaviors. Through mobile phone monitoring, this study examined how social media sites are used to post substance use-related images and how posting such images is related to behaviors and attitudes. It also explored how self-presentation of masculinity norms, such as coolness and toughness, was related to posting of substance use-related photos.

METHODS

Instagram and/or Twitter posts of 65 minority males aged 18-25 living in low-income areas were monitored for three months using phone tracking software. Over 2200 posted images were content analyzed to determine if they were related to alcohol or marijuana and if they displayed masculinity norms. Behavioral interviewing was also used to examine alcohol and marijuana attitudes, use, and problematic use. Analyses utilized t-tests and multiple and logistic regression.

RESULTS

Many participants posted at least one substance use-related photo and a strong majority were exposed to such images through their network. Individuals who posted substance use-related images had more "followers." Posting substance-use related photos was related to marijuana use attitudes, behaviors, and problem behaviors, as well as depictions of toughness in photos.

CONCLUSIONS

Social media monitoring has potential for use in identifying individuals at-risk for substance abuse and those who may be perpetuating unhealthy substance use norms.

Social and structural factors associated with substance use within the support network of adults living in precarious housing in a socially marginalized neighborhood of Vancouver, Canada

BACKGROUND

The structure of a social network as well as peer behaviours are thought to affect personal substance use. Where substance use may create health risks, understanding the contribution of social networks to substance use may be valuable for the design and implementation of harm reduction or other interventions. We examined the social support network of people living in precarious housing in a socially marginalized neighborhood of Vancouver, and analysed associations between social network structure, personal substance use, and supporters' substance use.

METHODS

An ongoing, longitudinal study recruited 246 participants from four single room occupancy hotels, with 201 providing social network information aligned with a 6-month observation period. Use of tobacco, alcohol, cannabis, cocaine (crack and powder), methamphetamine, and heroin was recorded at monthly visits. Ego- and graph-level measures were calculated; the dispersion and prevalence of substances in the network was described. Logistic mixed effects models were used to estimate the association between ego substance use and peer substance use. Permutation analysis was done to test for randomness of substance use dispersion on the social network.

RESULTS

The network topology corresponded to residence (Hotel) with two clusters differing in demographic characteristics (Cluster 1 -Hotel A: 94% of members, Cluster 2 -Hotel B: 95% of members). Dispersion of substance use across the network demonstrated differences according to network topology and specific substance. Methamphetamine use (overall 12%) was almost entirely limited to Cluster 1, and absent from Cluster 2. Different patterns were observed for other substances. Overall, ego substance use did not differ over the six-month period of observation. Ego heroin, cannabis, or crack cocaine use was associated with alter use of the same substances. Ego methamphetamine, powder cocaine, or alcohol use was not associated with alter use, with the exception for methamphetamine in a densely using part of the network. For alters using multiple substances, cannabis use was associated with lower ego heroin use, and lower ego crack cocaine use. Permutation analysis also provided evidence that dispersion of substance use, and the association between ego and alter use was not random for all substances.

CONCLUSIONS

In a socially marginalized neighborhood, social network topology was strongly influenced by residence, and in turn was associated with type(s) of substance use. Associations between personal use and supporter's use of a substance differed across substances. These complex associations may merit consideration in the design of interventions to reduce risk and harms associated with substance use in people living in precarious housing.

Tackling smoking among out of school youth in South Africa: An analysis of friendship ties

Background

Friendships during adolescence play a significant role in the initiation and maintenance of tobacco use. Smoking behaviour among adolescent friends has not been explored among out of school youth (OSY) in South Africa. Out of school youth (OSY), described as those between 13 and 20 years old, have not completed their schooling and are not currently enrolled in school, are at greater risk for tobacco use.

Aim

The main aim of this study is to examine whether the smoking behaviour of OSY is associated with that of their OSY friends.

Methods

Respondent driven sampling was used to recruit OSY and their OSY friends. A mixed effects logistic regression with a random intercept across school-province combinations was used to analyse survey data. Race and gender were also incorporated into the analyses as effect moderators (n = 391).

Results

Results of this study confirm that cigarette smoking was common among OSY and their OSY friends, with 53.5% of the respondents smoking in the past month (SD = 0.44). When OSY friends were either all non-smokers or half their friends were non-smokers, Coloured (mixed race) OSY were less likely to smoke compared to Black African and Other (mostly Asian descent) OSY.

Conclusion

Cultural norms and values associated with the different race groups may play a role in the smoking behaviour of out of school youth friends. Understanding this relationship is useful for identifying those OSY that are vulnerable to the behaviours that place them at risk of tobacco related morbidity and mortality.

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Smoking was common among out of school youth and their out of school youth friends.

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Racial differences were found in out of school youth smoking and their friends.

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Cultural norms and values influence smoking behaviour of out of school youth friends.

Using social network analysis to examine alcohol use among adults: A systematic review

Background

Alcohol use and abuse constitute a major public health problem and identifying their determinants is a priority. Social network analysis can indicate how characteristics of social networks are related to individual health behaviors. A growing number of studies have used social network analysis to examine how social network characteristics influence adult alcohol consumption, but this literature has never been systematically reviewed and summarized. The current paper systematically reviews empirical studies that used social network analysis to assess the influence of social network characteristics on drinking behaviors in adults.

Methods

A literature search of PubMed/MEDLINE, EMBASE, PsycINFO and Web of Science databases and a review of the reference lists of retrieved articles was conducted in March 2019. Two reviewers independently screened 5,510 non-duplicate records, and further screened the full text of 150 articles to determine their eligibility for inclusion. Seventeen articles were judged eligible and included.

Results

Most studies were conducted among young adults (mean age<30), in university settings or follow up visits with adolescent networks moving into adulthood. The objectives and methods of the included studies were heterogeneous. All included studies reported a statistically significant association between a social network characteristic and an alcohol consumption-related outcome. Social network members drinking behaviors were associated with participants’ drinking behaviors in multiple ways.

Discussion

In young adults, among whom the majority of identified studies were conducted, with whom they socialize and how they socialize appears to be associated with alcohol consumption; this was observed across methodologies and settings. We still know very little about the relationship of social networks to drinking in older age groups, and in populations most impacted by alcohol. As social networks appear to play a role in the consumption of alcohol in young adulthood, interventions that utilize social networks to help reduce harmful alcohol consumption should be considered.

Youth Drug Use in Barbados and England: Correlates With Online Peer Influences

This study examined the relationship between susceptibility to drug-related online peer influence on Facebook and offline alcohol, tobacco, and marijuana use among emerging adults (18-24 years) enrolled at the university level in Barbados and England. A cross-national comparative, explanatory sequential mixed-methods design was employed with samples of students of African-Caribbean descent and European descent in Barbados and England, respectively. Quantitative data were collected using surveys from 241 students in Barbados and 186 in England. Qualitative focus groups were conducted with 23 Barbadian students and 16 English students. Spearman’s rank-order correlations were conducted to analyze quantitative data and a three-tiered categorization system was used to analyze the qualitative data. Significant positive relationships between students’ susceptibility to online peer influence (SOPI) and alcohol, tobacco, and marijuana use were found. Six qualitative themes emerged representing cross-national similarities, while three themes emerged highlighting some differences between the two contexts. We propose that the relationship between SOPI and offline drug use may be mediated by the interrelated factors of emerging-adult developmental characteristics and the online and offline social environments. We represent these findings diagrammatically to convey that developmental and environmental factors together can provide a holistic understanding of the interplay between online interactions and offline risk behaviors.