Abstract
Purpose
“Behavioral bundling” is a theory that explains how some health behaviors reinforce one another. This study aims to investigate the relationship between preventive health behaviors (PHBs) and safe firearm storage.
Design
This study used a cross-sectional design using 2017 Behavioral Risk Factor Surveillance Survey data.
Setting
Survey participants resided in California, Idaho, Kansas, Oregon, Texas, and Utah.
Subjects
There were 12,817 people living in households with a firearm included in this study.
Measures
We classified individuals’ engagement in 5 PHBs: cholesterol screening, influenza immunization, physical activity, primary care, and seatbelt use. We defined safe firearm storage as storing a firearm unloaded, or loaded but locked.
Analysis
Using Poisson regression models, we calculated adjusted prevalence ratios (aPRs) to estimate the association between engagement in the five PHBs with safe firearm storage.
Results
Most firearm owners reported safe firearm storage (80.3%). The prevalence of safe firearm storage was 3% higher for each additional PHB engaged in (aPR = 1.03 [1.01, 1.05]). There was a higher prevalence of safe firearm storage among those who always wore a seatbelt while driving or riding in a car compared to those who did not (aPR = 1.12 [1.05, 1.18]).
Conclusion
This study found preliminary evidence to suggest that engagement in seatbelt usage may be bundled with safe firearm storage, though we are not able to determine causality.
Keywords
Purpose
Each year, there are approximately 85,000 emergency department visits for nonfatal firearm injuries and nearly 35,000 firearm-related deaths in the United States. 1 These high numbers have sparked numerous calls to address this epidemic of firearm injuries and deaths.2,3 The presence of firearms in the home increases the risk of death by suicide, homicide, and unintentional firearm injury for household members, and the risk increases when firearms are unlocked.4,5 Many studies have shown that when a firearm is stored securely, there is reduced risk for firearm-related injuries and deaths.6,7 Thus, interventions that mitigate the risk of firearm-related injuries and deaths by encouraging owners to store their firearms unloaded and in locked compartments (via cable locks, gun cases, locked cabinets, or safes) have become a central pillar of public health efforts. 8
A nationally representative survey of firearm owners in 2022 found that approximately two-thirds of firearm owners store at least one firearm unlocked. According to this survey, the lack of firearm storage did not vary based on the reasons for ownership or types of firearms owned.9,10 These patterns of unsafely stored firearms persist among all households, including high-risk households with children and older adults.11–14 Prior studies have sought to identify the correlates to unsafe firearm storage, including alcohol use,15,16 reasons for ownership,17,18 and children living in the home to identify possible points of intervention.11,15,16 Wintemute et. al aimed to quantify the association between alcohol use and unsafe firearm storage. This study found that firearm owners who engage in unsafe firearm storage are more likely to engage in alcohol use, compared to firearm owners who engage in safe firearm storage. 19 Another study found that 96% of firearm owners who did not practice safe firearm storage also reported unsafe medication storage practices, indicating that unsafe firearm storage might coincide with other risky behaviors that could result in an unsafe home environment. 20 There is a substantial body of evidence identifying correlates of unsafe firearm storage, yet little is known about the correlates of safe firearm storage.
While few studies have examined the correlation between preventive health behaviors and safe firearm storage, previous research has explored how preventive behaviors may be correlated or promote other health behaviors. This concept of behavior co-occurrence, known as “behavioral bundling”, explains how some health behaviors promote and reinforce one another.21,22 Behavioral scientists often use the term to characterize how an individual’s health behaviors are functionally interrelated. 22 That is, individuals who engage in one type of health behavior, such as exercise, are more likely to engage in another type of health behavior, such as wearing a seatbelt. Traditionally, health behaviors have been studied as a single behavior and have provided little guidance on the mechanisms behind multiple behaviors and behavioral change. 23 A benefit to investigating behavioral bundling is that when intervening upon one health behavior, subsequent changes in and reinforcement of other healthy behaviors are probable. 22 Thus, understanding associations between health behaviors can be used to reinforce healthy behaviors or reduce unhealthy behaviors. A study in 2017 focused on better understanding the linkages between healthy behaviors or how perceptions about one behavior may shape perceptions about another behavior among individuals who had a stroke. 24 This study found that participants routinely engaging in multiple health behaviors described having perseverance and persistence, and often engaged in health behaviors to avoid stress associated with the negative consequences of not engaging in the healthy behaviors. 24
Examples of behavior bundling are shown in a few recent studies focused on correlates to physical activity.21,25 These studies found that individuals who were more physically active, compared to those who were less physically active, were more likely to also engage in other healthy preventive behaviors such as receiving influenza immunizations and human immunodeficiency virus (HIV) tests, attending medical checkups, and wearing a seatbelt.21,25,26 As safe firearm storage is a preventive health behavior (PHB), it is plausible that safe firearm storage may be associated (bundled) with other PHBs.
No studies to date have examined behavioral bundling in the context of safe firearm storage. Our study sought to fill this gap by evaluating the association between engagement in five common PHBs (cholesterol screening, influenza immunization, physical activity, primary healthcare visits, seatbelt usage) and safe firearm storage practices among firearm owners in six states. We hypothesized that there would be a positive association between engagement in PHBs and safe firearm storage. Specifically, our study aimed to: 1. Quantify the association between overall engagement in the five PHBs and safe firearm storage to evaluate if an individual’s engagement in health prevention efforts is associated with safe firearm storage. 2. Evaluate the independent associations between each of the five PHBs and safe firearm storage to identify the specific behaviors that may be bundled with safe firearm storage.
Methods
Design
This study used cross-sectional data from the 2017 Behavioral Risk Factor Surveillance System (BRFSS). BRFSS is a state-administered survey developed in collaboration with the Centers for Disease Control and Prevention (CDC) that collects data from residents in all 50 states, the District of Columbia, and three U.S. territories regarding their health-related risk behaviors, chronic health conditions, and use of preventive services. 27 The 2017 BRFSS data consisted of interviews with over 400,000 non-institutionalized adults over 18 years old selected by random digit dialing of cell phones and landline telephones.27,28 Interviews included a core component administered in all states and territories, optional modules (including one covering firearm safety) adopted on a state-by-state basis, and additional questions to address state-specific needs. The authors’ Institutional Review Board (IRB) states that BRFSS does not involve human subjects and therefore, their use requires neither IRB review nor exempt determination.
Sample
Questions regarding the five PHBs of interest were included in the BRFSS core component and asked of all participants. The optional firearm safety module was completed by six states in 2017 (California, Idaho, Kansas, Oregon, Texas, and Utah). We included respondents residing in these six states who answered “yes” to the question, “Are there any firearms kept in or around your home?”. We excluded individuals with missing data for any of the firearm storage questions or did not answer any of the questions regarding PHBs (<5% of study respondents) (Figure 1). Flowchart of Study population.
Measures
Preventive Health Behavior (PHB) Guidelines and Key Variables Defined.
a“Don’t Know/Not Sure”, “Refused”, “Missing”, and “Never drive or ride in a car” survey responses were considered missing or not applicable and removed from the complete-case analysis.
We calculated a composite score (ranging from 1 to 5), referred to as the PHB composite score, for each respondent by summing the total number of PHBs with “satisfactory” engagement. Individuals with a PHB composite score of 0 and 1 were treated as one group (PHB composite score = 1) due to the small sample size and presumed similar characteristics between individuals with low engagement in PHBs.
The outcome of interest was safe firearm storage, which was determined based on responses to the following questions: “Are any of [the firearms kept in and around your home] now loaded?” and “Are any of these loaded firearms also unlocked?”. Safe firearm storage was defined as firearms that were stored (1) unloaded, or (2) loaded and locked (Figure 1). We utilized this classification scheme because we sought to identify firearm owners who took at least one proactive action (unloading or locking) to store their firearm in a safer manner. Additionally, the survey skip logic for the BRFSS optional firearm module did not permit the identification of firearms that were stored (1) unloaded and locked, or (2) unloaded and unlocked, as individuals who reported storing firearms unloaded were not asked whether their firearms were locked.
Analysis
All analyses were conducted using the statistical software R version 4.0.2 between September 2021 and March 2022. Analyses were unweighted as firearm owners in the six states included (California, Idaho, Kansas, Oregon, Texas, and Utah) were not representative of all firearm owners in the United States, and we did not intend for our findings to be generalized to the entire United States population. We calculated demographic summary statistics for our study population, stratified by PHB composite score categories (1–5) as well as PHB-specific engagement (satisfactory vs unsatisfactory). We used Poisson regression to calculate adjusted prevalence ratio (aPR) and associated 95% confidence intervals of associations between the PHB composite score and safe firearm storage. This model compared the prevalence of safe firearm storage for a one-point difference in PHB composite score to determine if there was a relationship between overall engagement with PHBs and safe firearm storage.
To look at each PHB individually, we used Poisson regression to calculate aPRs comparing the prevalence of safe firearm storage among respondents with satisfactory engagement in each individual PHB to the prevalence of safe storage among respondents with unsatisfactory engagement. We adjusted for age (defined as 10 year age groups), sex, and presence of children in the home, all of which were identified as potential confounders based on previous literature. 11 Additionally, we adjusted for: (1) education level (as a proxy for socio-economic status), categorized by “high school graduate or less” and “some college or more”, and (2) state, to account for conditions that could influence engagement in preventive health behaviors and safe firearm storage such as access to healthcare, seatbelt laws, firearm-related laws.
Results
Demographics
Demographics and Characteristics of Firearm Owners by Preventive Health Behavior Composite Score a .
aPreventive Health Behavior (PHB) Composite Score is a composite score (ranging from 1 to 5) that is calculated based on the number of PHBs a respondent had “Satisfactory” engagement with per national health guidelines (Table 1). The five PHBs included in this composite score are: Cholesterol Screening, Influenza Immunization, Physical Activity, Primary Care, and Seatbelt Use.
bMissingness is presented when missing responses accounted for greater than or equal to 5% of the total responses of the strata. Therefore, column percentages may not sum to 100%.
cCovariates that were included in the regression models.
Demographics and Characteristics of Firearm Owners by Level of Engagement With Five Preventive Health Behaviors.
aMissingness is presented when missing responses accounted for greater than or equal to 5% of the total responses for that stratum. Therefore, some columns may not sum to 100%.
bCovariates that were included in the regression models.
Preventive Health Behavior Composite Score and Safe Firearm Storage
Prevalence of Safe Firearm Storage by Engagement With Preventive Health Behaviors Among Firearm Owning.
aPrevalence Ratios adjusted for age, sex, presence of children in the home, education, and state.
bNumber of preventive health behaviors where the respondent met recommended guidelines.
cBoldface indicates statistical significance (p < .05).
dSee Table 1 for Satisfactory and Unsatisfactory classification criteria.
Individual Preventive Health Behaviors and Safe Firearm Storage
There was a significantly higher prevalence of safe firearm storage among study participants with satisfactory engagement in seatbelt use. The prevalence of safe firearm storage did not differ significantly among those with satisfactory vs unsatisfactory engagement in cholesterol screening, influenza immunization, physical activity, and primary care visits (Table 4). For seatbelt use, 81.6% of those who reported always using a seatbelt stored their firearm safely, compared to 72.9% of those who did not report always using a seatbelt (aPR = 1.12, 95% CI: 1.05, 1.18) (Table 4).
Discussion
This study is among the first to quantify the association between engagement in a broad range of PHBs and safe firearm storage to better understand if safe firearm storage is “bundled” with other PHBs. We found that each one-point increase in PHB composite score was associated with a 3% higher prevalence of safe firearm storage, and that always wearing a seatbelt while driving or riding in a car was associated with an 12% higher prevalence of safe firearm storage. The strength of these associations was consistent with observations from other studies examining the relationship between multiple health behaviors.26,36–38 A 2014 study found weak but statistically significant relationships between increases in leisure-time physical activity, as well as decline in alcohol consumption and reductions in tobacco use. 26 DeRuiter and colleagues also state that finding weak associations between multiple behaviors is not unusual. 26 Our results provide preliminary evidence supporting the presence of behavioral bundling between engagement in PHBs and safe firearm storage. However, the strength of these associations indicates that any influence these PHBs may have on safe firearm storage is limited. It is possible that seatbelt usage is driving most of this relationship, and that there could be other PHBs not captured within BRFSS data that may be bundled more strongly with safe firearm storage.
The significant association between seatbelt use with safe firearm storage may be because they are both frequent, habitual behaviors aimed at precluding preventable negative health outcomes. Initiation and maintenance of behaviors can be driven by habit formation, 39 and engagement with seatbelt use on a regular basis facilitates the development of habitual behavior. Similarly, engagement with safe firearm storage on a regular basis (i.e., after each use), may facilitate the development of habitual firearm storage practices. Along with habitual behaviors, engagement in PHBs and safe firearm storage can depend on risk perception of the behavior, which refers to people’s beliefs and feelings about the possibility of harm to health. 40 Perceived risk is a key predictor of both motivations to take protective action, and subsequent performance (i.e., habitual engagement). 41 The perceived risks of not engaging in seatbelt usage and safe firearm storage use are well known and severe, thus making it more compelling to perform these PHBs. This falls in line with risk perception and the health behavior theory that motivation to engage in preventive behaviors is driven by beliefs about the probability that a health consequence will occur.40,42
The absence of significant associations between cholesterol screening, influenza immunization, physical activity, and primary healthcare visits with safe firearm storage were unexpected given recent efforts to integrate firearm safety briefings into primary healthcare visits and throughout the healthcare system. 43 However, evidence on the effectiveness of traditional approaches to reducing risky health behaviors, including clinical interventions, have been mixed. 44 There is evidence that clinicians who counsel patients (mostly families with children) can effectively promote safe firearm storage practices, particularly if storage devices are given away for free. 45 On the other hand, despite a push for clinicians to discuss firearm storage practices with their patients, a 2016 national survey of firearm owners which asked “how good or poor do you think the following groups would be as messengers to teach gun owners about safe gun storage?”, only 19% of respondents rated physicians as “excellent” or “good” safe firearm storage messengers options, as compared to law enforcement (77%), hunting and outdoor organizations (73%), active-duty military (72%), military veterans (72%), and the NRA (71%). 18 This is consistent with previous research that many firearm-owners feel that physicians lack an understanding of fun safety or gun culture. 46 As such, physicians and other health professionals may have more credibility discussing safe firearm storage in the context of child and adolescent risk taking and suicidal ideation.47,48 This finding could indicate low levels of implementation across diverse settings and that these firearm safety interventions may not be successfully reaching all firearm owners. 49
Limitations
This study has several limitations. First, we utilized a modified definition of safe firearm storage that differs from the American Academy of Pediatrics (AAP) guidelines which recommend that firearms be stored locked and unloaded, with ammunition locked separately.
39
Due to the BRFSS skip patterns, we were unable to identify whether unloaded firearms are also stored locked or unlocked. Additionally, no questions were asked regarding the storage practices of firearm ammunition. Thus, the results from our study may be interpreted differently than studies which used the AAP definition. Second, the optional firearm module questions were only asked to respondents in six states (CA, ID, KS, OR, TX, UT), and included respondents that were more likely to be white than previous nationally representative firearms surveys (Study Sample = 87.9% White, National Census = 70.5% White).
40
As a result, our findings may not generalize beyond the firearm owners in the six states included, and likely underrepresents firearm owners who identify as Black or Hispanic/Latinx. This limitation could be addressed by promoting the adoption of the optional firearms modules by additional states to diversify representation in BRFSS-based firearm statistics. Third, because of the cross-sectional nature of the data, we were unable to determine the temporal relationship between the PHBs and safe firearm storage. Thus, we cannot determine if one behavior caused another behavior, only that they co-occurred. Safe firearm storage reduces the risk of firearm-related injuries and deaths. Behavioral bundling is a theory that explains how some health behaviors promote and reinforce one another. Understanding associations between health behaviors can be used to reinforce healthy behaviors or reduce unhealthy behaviors. This study laid a foundation for assessing behavioral bundling in the context of safe firearm storage. Our results provide preliminary evidence that engagement in seatbelt usage is bundled with safe firearm storage. Future studies should examine the relationship between other PHBs and safe firearm storage and investigate the mechanisms by which PHBs are bundled with safe firearm storage. This concept may prove valuable in promoting safe firearm storage by encouraging positive health behaviors, rather than solely discouraging negative behaviors.So What?
What is Already Known on This Topic?
What Does This Article Add?
What are the Implications for health Promotion Practice or Research?
Footnotes
Author Contributions
NA, SB, TB, BM, and AL made a substantial contribution to the concept and design of the work; NA, SB, and TB conducted the analysis and interpretation of the data, and drafted the article; BM and AL revised article critically for important intellectual content; NA, SB, TB, BM, and AL participated sufficiently and approved the version to be published.
Declaration of Conflicting Interests
The author(s) declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.
Funding
The author(s) received no financial support for the research, authorship, and/or publication of this article.
