Conceptualizing and Measuring Social Media Use in Health and Well-being Studies: Systematic Review.

BACKGROUND: Despite an increasing number of studies revealing both the benefits and harms of social media use on well-being, there is heterogeneity and a lack of consensus on how social media use is conceptualized, defined, and measured. Additionally, little is known whether existing literature focuses on ill-being or well-being outcomes and whether studies use theories. OBJECTIVE: The main objective of this review was to examine (1) how social media use has been conceptualized and measured, (2) what health and well-being outcomes have been focused on, and (3) whether studies used theories. METHODS: Studies were located through a comprehensive search strategy involving 4 steps. First, keyword searches were conducted on 6 major databases: PubMed, Web of Science, PsycINFO, Embase, ProQuest, and Annual Reviews. Second, a search was conducted on Google Scholar using the same sets of search terms, and the first 100 results were examined. Third, the reference sections of reviews identified in the first 2 rounds of searches were examined, and finally, the reference lists of the final set of papers included in the review were searched. Through a multistage screening, papers that met our inclusion criteria were analyzed. RESULTS: The review included a total of 233 papers published between 2007 and 2020 in 51 different countries. While 66 (28%) of the studies investigated the effects of the problematic use or addiction of social media on health and well-being, 167 (72%) studied the effects of social media use as a "normal" behavior. Most of the studies used measures assessing the time users spend using social media. Most of the studies that examined the effects of problematic social media use or addiction used addiction scales. Most studies examined the association of social media use with mental illnesses such as depression, anxiety, self-esteem, and loneliness. While there are a considerable number of studies investigating physical health outcomes such as self-rated health, sleep, and sitting time or lack of physical activity, relatively a small number of studies examined social, psychological, and emotional well-being. Most of the studies 183 (79%) did not use any theory. CONCLUSIONS: Most studies conceptualized social media use as a "normal" behavior and mostly used time-spent measures, whereas a considerable number of studies conceptualized social media use as an addiction and used various addiction measures. The studies disproportionately focused on investigating the associations of social media use with negative health and well-being outcomes. The findings suggest the need for going beyond time spent to more sophisticated measurement approaches that consider the multiplicity of activities that users perform on social media platforms and the need for more theory-based studies on the association of social media use with not only negative well-being or "ill-being" but also with positive health and well-being outcomes.

Using Smart Speaker Technology for Health and Well-being in an Older Adult Population: Pre-Post Feasibility Study.

BACKGROUND: Although smart speaker technology is poised to help improve the health and well-being of older adults by offering services such as music, medication reminders, and connection to others, more research is needed to determine how older adults from lower socioeconomic position (SEP) accept and use this technology. OBJECTIVE: This study aimed to investigate the feasibility of using smart speakers to improve the health and well-being of low-SEP older adults. METHODS: A total of 39 adults aged between 65 and 85 years who lived in a subsidized housing community were recruited to participate in a 3-month study. The participants had a smart speaker at their home and were given a brief orientation on its use. Over the course of the study, participants were given weekly check-in calls to help assist with any problems and newsletters with tips on how to use the speaker. Participants received a pretest and posttest to gauge comfort with technology, well-being, and perceptions and use of the speaker. The study staff also maintained detailed process notes of interactions with the participants over the course of the study, including a log of all issues reported. RESULTS: At the end of the study period, 38% (15/39) of the participants indicated using the speaker daily, and 38% (15/39) of the participants reported using it several times per week. In addition, 72% (28/39) of the participants indicated that they wanted to continue using the speaker after the end of the study. Most participants (24/39, 62%) indicated that the speaker was useful, and approximately half of the participants felt that the speaker gave them another voice to talk to (19/39, 49%) and connected them with the outside world (18/39, 46%). Although common uses were using the speaker for weather, music, and news, fewer participants reported using it for health-related questions. Despite the initial challenges participants experienced with framing questions to the speaker, additional explanations by the study staff addressed these issues in the early weeks of the study. CONCLUSIONS: The results of this study indicate that there is promise for smart speaker technology for low-SEP older adults, particularly to connect them to music, news, and reminders. Future studies will need to provide more upfront training on query formation as well as develop and promote more specific options for older adults, particularly in the area of health and well-being.

Comparing the knowledge gap hypothesis in the United States and Singapore: The case of nanotechnology.

This study examines the knowledge gap hypothesis in the United States and Singapore in the context of nanotechnology. This study proposes that academic discipline serves as a better indicator than education levels in predicting nanotechnology knowledge gaps. To reflect the contemporary media landscape, this study examines how attention to online media and documentaries alongside traditional news outlets affect individuals' nanotechnology knowledge. In both countries, online media and documentaries, as well as traditional news outlets, were related to nanotechnology knowledge to various extents. While the knowledge gap hypothesis was not observed in Singapore, results revealed that increased media attention and interpersonal discussion widened knowledge gaps between individuals from science and non-science disciplines in the United States. Education levels failed to reveal a consistent moderation effect. Taken together, the interaction analyses revealed that academic discipline predicted nanotechnology knowledge gaps more consistently than education levels in the United States. Theoretical and practical implications are discussed.

The Potential of Smartphone Apps in Informing Protobacco and Antitobacco Messaging Efforts Among Underserved Communities: Longitudinal Observational Study.

BACKGROUND: People from underserved communities such as those from lower socioeconomic positions or racial and ethnic minority groups are often disproportionately targeted by the tobacco industry, through the relatively high levels of tobacco retail outlets (TROs) located in their neighborhood or protobacco marketing and promotional strategies. It is difficult to capture the smoking behaviors of individuals in actual locations as well as the extent of exposure to tobacco promotional efforts. With the high ownership of smartphones in the United States-when used alongside data sources on TRO locations-apps could potentially improve tobacco control efforts. Health apps could be used to assess individual-level exposure to tobacco marketing, particularly in relation to the locations of TROs as well as locations where they were most likely to smoke. To date, it remains unclear how health apps could be used practically by health promotion organizations to better reach underserved communities in their tobacco control efforts. OBJECTIVE: This study aimed to demonstrate how smartphone apps could augment existing data on locations of TROs within underserved communities in Massachusetts and Texas to help inform tobacco control efforts. METHODS: Data for this study were collected from 2 sources: (1) geolocations of TROs from the North American Industry Classification System 2016 and (2) 95 participants (aged 18 to 34 years) from underserved communities who resided in Massachusetts and Texas and took part in an 8-week study using location tracking on their smartphones. We analyzed the data using spatial autocorrelation, optimized hot spot analysis, and fitted power-law distribution to identify the TROs that attracted the most human traffic using mobility data. RESULTS: Participants reported encountering protobacco messages mostly from store signs and displays and antitobacco messages predominantly through television. In Massachusetts, clusters of TROs (Dorchester Center and Jamaica Plain) and reported smoking behaviors (Dorchester Center, Roxbury Crossing, Lawrence) were found in economically disadvantaged neighborhoods. Despite the widespread distribution of TROs throughout the communities, participants overwhelmingly visited a relatively small number of TROs in Roxbury and Methuen. In Texas, clusters of TROs (Spring, Jersey Village, Bunker Hill Village, Sugar Land, and Missouri City) were found primarily in Houston, whereas clusters of reported smoking behaviors were concentrated in West University Place, Aldine, Jersey Village, Spring, and Baytown. CONCLUSIONS: Smartphone apps could be used to pair geolocation data with self-reported smoking behavior in order to gain a better understanding of how tobacco product marketing and promotion influence smoking behavior within vulnerable communities. Public health officials could take advantage of smartphone data collection capabilities to implement targeted tobacco control efforts in these strategic locations to reach underserved communities in their built environment.

Leveraging Breadth and Depth: Strategies to Characterize Population Diversity to Address Cancer Disparities in the DF/HCC Catchment Area.

BACKGROUND: NCI-Designated Cancer Centers provide key cancer research, prevention, and treatment services to members of their catchment area. Characterization of these areas may be complex given the diverse needs of the populations within, particularly those from low socioeconomic position (SEP). The purpose of this paper is to describe the characterization of the Dana-Farber/Harvard Cancer Center (DF/HCC) catchment area through using a two-pronged approach. METHODS: Participants (n = 1,511) were recruited through (i) an online, probability-based survey (n = 1,013) and (ii) a supplementary, in-person survey from priority groups (African Americans, Latinos, blue-collar workers, low SEP, homeless; n = 498) within Massachusetts. Study staff worked closely with community partners across the state to reach individuals who may not usually be included in online surveys. RESULTS: There were several differences across samples, with the community-based sample having a higher percentage of low SEP, low education, African Americans, and Latinos compared with the online sample. Differences were also noted in the cancer-related behaviors of the samples, with the community-based sample having higher rates of smoking, particularly within those who were homeless or make less than $20,000 per year. Fewer community-based subgroups were current with cancer screenings, and more showed more indication of potential communication inequalities compared with statewide estimates. CONCLUSIONS: The sampling strategy used to characterization of the DF/HCC catchment area provided broad, statewide estimates and additional focus on vulnerable populations, highlighting several potential areas for intervention. IMPACT: This study provides data to highlight the value of using multiple sampling strategies when characterizing cancer center catchment areas.

Smoking portrayal in Ethiopian movies: a theory-based content analysis.

Considerable research from high-income countries has characterized the amount, nature and effects of movie smoking depiction. However, in low- and middle-income countries (LMICs) where tobacco use and tobacco-related diseases are growing, little research has investigated smoking imagery in movies. This study examined the extent and nature of smoking portrayal in locally produced Ethiopian movies, and estimated the number of tobacco impressions movies delivered. Sample movies were taken from YouTube. Keyword searches were conducted using 'Ethiopian movies' and 'Ethiopian drama' on 18 September 2016. In each search, the first 100 most viewed movies were examined. Excluding repeated results, a total of 123 movies were selected for content analysis. Three coders participated. Results indicated that 86 (69.9%, 95% CI 63-78%) of the 123 most viewed movies contain at least one tobacco incident (TI). The movies depict a total of 403 TIs, with an average of 4.7 (95% CI 3.7-5.6) TIs in each movie. The average length of TIs is 1 min and 11 s. On average, the movies were viewed more than half a million times by September 2016, and received more 'likes' than 'dislikes', z = -8.05, p = 0.00. They delivered over 194 million tobacco impressions via YouTube alone from July 2012 through September 2016. Most TIs portray smoking as a socially acceptable behavior with no negative health consequences. The findings suggest that as with transnational Western movies, locally produced movies in LMICs should be scrutinized for compliance with national and international regulatory efforts.

Beliefs about smoking-related lung cancer risk among low socioeconomic individuals: the role of smoking experience and interpersonal communication.

INTRODUCTION: Previous research has documented that smoking prevalence is generally high among low socioeconomic groups and that tobacco industries continue to target these population groups. However, little research has investigated the beliefs of individuals with low socioeconomic position (SEP) about the association between smoking and cancer risks. In this study, we examined beliefs about smoking-related lung cancer risk and the role of smoking experience, mass media exposure and health-related interpersonal communication among a sample of low SEP population. METHODS: Data were gathered from 324 urban poor recruited from adult education centers in the greater Boston area, Massachusetts, USA as part of a larger project called Click to Connect. While we collected a variety of data at baseline and follow-up, the data for this study come from the baseline survey alone. RESULTS: We found that individuals with smoking experience tend to be better than those without in perceiving the lung cancer risks of smoking. Moreover, we found that health-related interpersonal communication with friends and family members is positively associated with beliefs about the link between smoking and lung cancer. CONCLUSION: Our findings suggest that low SEP individuals with smoking experience might be more exposed to anti-tobacco messages than are low SEP individuals without smoking experience. This could suggest that anti-tobacco interventions thus far may have done very little in raising the awareness of low SEP nonsmokers about the dangers of smoking and that they may have little potential to avert the initiation of smoking in this population.

Graphic and Arousing? Emotional and Cognitive Reactions to Tobacco Graphic Health Warnings and Associated Quit-Related Outcomes Among Low SEP Population Groups.

Research on graphic health warnings (GHWs) indicates that beyond changing cognitions about the health effects of smoking, GHWs evoke emotional reactions that can influence quit-related outcomes. Emotions can be classified based on valence (positive or negative) and arousal (calm or excited). However, although considerable research has examined the differential effectiveness of positive versus negative GHW-evoked emotions, research investigating the role of arousal activation in quit-related behaviors is scarce. This study examined associations between quit-related outcomes (intention and attempt to quit) and GHWs-evoked negative emotions classified as high and low in arousal activation as well as cognitive reactions among smokers of low socioeconomic position (SEP). It also examined whether perceived health risks of smoking moderate the relationship between emotional and cognitive reactions to GHWs and quit-related outcomes. Data were collected from low SEP smokers in three Massachusetts communities. Participants were screened and randomized to view one of the nine GHWs initially proposed for use by the U.S. Food and Drug Administration (FDA) and answered pre- and post-exposure questions. Results showed that GHW-evoked negative emotions high in arousal activation and cognitive reactions were both significantly associated with intention to quit during immediate post-test, controlling for age, warning label difference, and prior quit intention. However, these associations did not hold for quit attempts at follow-up. Perceived health risks of smoking moderated the association between cognitive reactions to GHWs and quit attempts at follow-up. The findings suggest that not all negative emotions evoked by GHWs are effective. Negative emotions high in arousal activation may be more effective in influencing quit-related behavioral intentions in low SEP groups. Additionally, unlike emotional reactions, cognitive reactions to GHWs may have effects that last relatively longer, but only among smokers who had low levels of perceived health risks of smoking at baseline.

HIV/AIDS Communication Inequalities and Associated Cognitive and Affective Outcomes: A Call for a Socioecological Approach to AIDS Communication in Sub-Saharan Africa.

Three-and-a-half decades on, no cure or vaccine is yet on the horizon for HIV, making effective behavior change communication (BCC) the key preventive strategy. Despite considerable success, HIV/AIDS BCC efforts have long been criticized for their primary focus on the individual-level field of influence, drawing on the more reductionist view of causation at the individual level. In view of this, we conducted a series of studies that employed a household survey, field experiment, and textual content analysis, and explored the macro-social-level effects of HIV/AIDS-related media and messages on HIV/AIDS cognitive and affective outcomes in Ethiopia. Against a backdrop of epidemiological and socioecological differences, urban versus rural residence has emerged as an important community-level factor that impacts HIV/AIDS-related media and message consumption processes and associated outcomes. The central thread crossing through the six studies included in this paper demonstrates that urban and rural people in high HIV prevalence contexts differ in their concern about and information needs on HIV/AIDS, HIV/AIDS-related media use, and HIV/AIDS-related cognitive and affective outcomes, as well as in their reaction to differently designed/framed HIV prevention messages. This paper proposes that HIV prevention media and message effects in high epidemic situations should be considered from a larger community-level perspective and calls for a socioecological approach to AIDS communication in the hard-hit sub-Saharan Africa. With a number of concrete recommendations to current and future HIV/AIDS BCC efforts in the region, the study joins an emerging body of health communication literature and theorizing that suggests the need to consider media and message effects from a macro-social perspective.

Aligning HIV/AIDS communication with the oral tradition of Africans: a theory-based content analysis of songs' potential in prevention efforts.

Despite a growing recognition of songs as a useful HIV/AIDS campaign strategy, little research has investigated their potential and/or actual impact. In this study, through a theory-based content analysis, we have assessed the prevention domains covered and the health-relevant constructs promoted by 23 AIDS songs widely used to aid prevention efforts in Ethiopia. To identify the health-relevant constructs and reveal their potential to facilitate or inhibit positive changes, the Extended Parallel Process Model (EPPM) has been used. The findings revealed that the songs cover most of the prevention domains that constitute the current agenda of behavior change communication in Sub-Saharan Africa. However, although all the EPPM variables have been found in almost every song, there were significantly more efficacy messages than threat messages. This suggests that although the songs may lead to positive changes in HIV/AIDS-related outcomes among audiences who have already perceived the threat posed by HIV/AIDS, they are less likely to motivate and thereby generate responses from audiences who have less or no threat perceptions. It is argued that given their potential as a culturally appropriate strategy in Sub-Saharan Africa where oral channels of communication play significant roles, songs could be harnessed for better outcomes through a theory-based design.

Effect of media use on HIV-related stigma in Sub-Saharan Africa: a cross-sectional study.

It is known that HIV-related stigma hinders prevention efforts. Previous studies have documented that HIV-related stigma may be associated with socioeconomic and socioecological factors. Mass media use may moderate this association, but there is limited research addressing that possibility. In this study, based on cross-sectional data pooled from the 2006-2011 Demographic and Health Surveys of 11 sub-Saharan African countries (N = 204,343), we investigated the moderating effects of exposure to mass media on HIV-related stigma. Hierarchical regression analysis indicated that HIV-related stigma tends to be higher among rural residents and individuals with low levels of education and HIV knowledge, as well as those who do not know people living with HIV. Media use was generally associated with low levels of HIV-related stigma, and attenuated the gap between individuals with high and low educational levels. However, the effect of mass media was found to be stronger among urbanites rather than among rural residents, which could lead to a widening gap between the two groups in endorsement of HIV-related stigma. The implication of this study regarding the effect of media use on HIV-related stigma in sub-Saharan Africa is twofold: 1) mass media may have the potential to minimize the gap in HIV-related stigma between individuals with high and low educational levels, and hence future efforts of reducing HIV-related stigma in the region may benefit from utilizing media; 2) due perhaps to low media penetration to rural sub-Saharan Africa, mass media could have the unintended effect of widening the urban-rural gap further unless other more customized and rural-focused communication interventions are put in place.

The relative persuasiveness of gain-framed versus loss-Framed HIV testing message: evidence from a field experiment in northwest Ethiopia.

This study assessed the relative advantages of gain- versus loss-framed messages for promoting HIV testing among a sample of urban and rural residents in northwest Ethiopia. The authors randomly assigned 394 participants to read gain-framed (n = 196) or loss-framed (n = 198) HIV testing message prepared in a form of brochure. Experience with HIV testing, concern about and information needs on HIV/AIDS, and urbanity versus rurality significantly moderated the effects of framing on intention to test for HIV. A gain-frame advantage was found among urbanites, participants with high experience with HIV testing, and those with high concern about and information needs on HIV/AIDS, suggesting a more likely construal of HIV testing as a prevention behavior among these individuals. In contrast, a loss-frame advantage was found among ruralites and participants with low concern about and information needs on HIV/AIDS, suggesting a more likely construal of HIV testing as a detection behavior among such individuals. Moreover, gain- and loss-framing led to similar outcomes among individuals with low levels of experience with HIV testing, with a slight advantage for the loss-framed message. All of the framing effects obtained were of small to medium size.

The role of communication inequality in mediating the impacts of socioecological and socioeconomic disparities on HIV/AIDS knowledge and risk perception.

INTRODUCTION: Although the link between social factors and health-related outcomes has long been widely acknowledged, the mechanisms characterizing this link are relatively less known and remain a subject of continued investigation across disciplines. In this study, drawing on the structural influence model of health communication, the hypothesis that differences in concern about and information needs on HIV/AIDS, HIV/AIDS-related media use, and perceived salience of HIV/AIDS-related information, characterized as communication inequality, can at least partially mediate the impacts of socioecological (urban vs. rural) and socioeconomic (education) disparities on inequalities in HIV/AIDS knowledge and risk perception was tested. METHODS: Data were collected from a random sample of 986 urban and rural respondents in northwest Ethiopia. Structural equation modeling, using the maximum likelihood method, was used to test the mediation models. RESULTS: The models showed an adequate fit of the data and hence supported the hypothesis that communication inequality can at least partially explain the causal mechanism linking socioeconomic and socioecological factors with HIV/AIDS knowledge and risk perception. Both urbanity versus rurality and education were found to have significant mediated effects on HIV/AIDS knowledge (urbanity vs. rurality: ß = 0.28, p = .001; education: ß = 0.08, p = .001) and HIV/AIDS risk perception (urbanity vs. rurality: ß = 0.30, p = .001; education: ß = 0.09, p = .001). CONCLUSIONS: It was concluded that communication inequality might form part of the socioecologically and socioeconomically embedded processes that affect HIV/AIDS-related outcomes. The findings suggest that the media and message effects that are related to HIV/AIDS behavior change communication can be viewed from a structural perspective that moves beyond the more reductionist behavioral approaches upon which most present-day HIV/AIDS communication campaigns seem to be based.

Media use and HIV/AIDS knowledge: a knowledge gap perspective.

Despite the widespread utilization of the mass media in HIV/AIDS prevention, little is known about the knowledge gap that results from disparities in mass media use. This study examined the relationship between HIV/AIDS-related mass media use and HIV/AIDS-related knowledge among urban and rural residents of northwestern Ethiopia. A hierarchical regression analysis indicated that HIV/AIDS-related mass media use has both sequestering and mainstreaming effects in certain segments of the study population, although it was not a significant predictor of HIV/AIDS-related knowledge in the total population. The knowledge gaps between individuals with high and low education and between individuals who experience high and low levels of interpersonal communication about HIV/AIDS narrowed as HIV/AIDS-related media use increased, but the gap between urban and rural residents widened. The widening gap could be explained by differences in perceptions of information salience and several theoretical assumptions. Current mass media information campaigns, which are often prepared and broadcast from urban centers, may not only fail to improve the HIV/AIDS knowledge of the rural populace but also put rural populations at a disadvantage relative to their urban counterparts. Communication interventions informed by socioecological models might be helpful to redress and/or narrow the widening knowledge gap between urban and rural residents.

Determinants of HIV/AIDS-related information needs and media use: beyond individual-level factors.

Despite the centrality of information and communication in the fight against HIV/AIDS, little research has investigated the factors associated with HIV/AIDS-related information needs and media use in hard-hit Sub-Saharan Africa. This study explored individual-level and socioecological determinants among urban and rural residents in northwest Ethiopia. Urbanity versus rurality, education, direct experience with HIV/AIDS, perceived salience of HIV/AIDS-related information, and personal health concern were tested as predictors. Regression analyses showed that urbanity versus rurality and education are the major determinants of HIV/AIDS-related information needs and media use. Being urbanite and educated were associated with high concern about and information needs on HIV/AIDS and HIV/AIDS-related mass media use. Moreover, urbanity versus rurality and education significantly predicted preferences for specific types of HIV/AIDS-related information. While rurality and low education were associated with a preference for basic HIV transmission and prevention information, urbanity was associated with a preference for information on HIV/AIDS-related care and support. In most cases, urbanity versus rurality emerged as a substantial predictor and also significantly moderated the effects of other variables. Given the evolving nature of the pandemic and its expansion to rural areas, ruralites' low information needs and media use deserve due attention. Equally, communication interventions targeting urban contexts need to move beyond providing only the ABCs of HIV transmission and prevention and should attend to urbanites' progressive information needs, which seem to have now become more on care and support so as to live and deal with the pandemic.