Next Article in Journal
Role of Sediments in Insecticide Runoff from Urban Surfaces: Analysis and Modeling
Next Article in Special Issue
Estimation of Dietary Intake of Radionuclides and Effectiveness of Regulation after the Fukushima Accident and in Virtual Nuclear Power Plant Accident Scenarios
Previous Article in Journal
The Relationship between Personality Traits with Depressive Symptoms and Suicidal Ideation among Medical Students: A Cross-Sectional Study at One Medical School in Germany
Previous Article in Special Issue
Risk Factor for Incident Functional Disability and the Effect of a Preventive Exercise Program: A 4-Year Prospective Cohort Study of Older Survivors from the Great East Japan Earthquake and Nuclear Disaster
 
 
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
Article

Association between Health Literacy and Radiation Anxiety among Residents after a Nuclear Accident: Comparison between Evacuated and Non-Evacuated Areas

1
Department of Public Health, Fukushima Medical University, Fukushima Prefecture 960-1295, Japan
2
Tokyo Metropolitan Institute of Gerontology, Tokyo 173-0015, Japan
*
Author to whom correspondence should be addressed.
Int. J. Environ. Res. Public Health 2018, 15(7), 1463; https://doi.org/10.3390/ijerph15071463
Submission received: 14 June 2018 / Revised: 7 July 2018 / Accepted: 8 July 2018 / Published: 11 July 2018
(This article belongs to the Special Issue Public Health Preparedness for and Response to Nuclear Disasters)

Abstract

:
Following the accident at the Fukushima Nuclear Power Plant in March 2011, both experts and the national government provided insufficient information on radiation, leading to widespread distrust in the community. This study aimed at clarifying the association between anxiety about radiation and health literacy among residents in evacuation and non-evacuation areas in Fukushima. A questionnaire survey was sent to randomly sampled residents between August and October 2016, and data from 777 responses (38.9% valid response) were analyzed. The questionnaire assessed current radiation anxiety and discrimination and prejudice based on radiation exposure through seven items and communicative and critical health literacy through five items. Multiple regression analysis of the association between radiation anxiety and health literacy showed that the level of health literacy was significantly negatively associated with radiation anxiety in the evacuation areas (marginally in the non-evacuation areas) and marginally negatively associated with discrimination and prejudice in the evacuation areas but not in the non-evacuation areas. Therefore, improving health literacy could alleviate radiation anxiety.

1. Background

After the March 2011 disaster at the Fukushima Daiichi Nuclear Power Plant, anxiety about radiation grew among both the evacuees and non-evacuees in Fukushima. Some people continue to have mental and physical problems attributable to radiation anxiety [1]. The literature on previous nuclear accidents, such as those at Three Mile Island and Chernobyl, suggests that the most substantial effects of nuclear accidents on local residents were long-term mental health problems [2,3]. One study suggested that radiation anxiety increased perceptions of health-related risks [4]. After the Fukushima accident, mental health problems increased among the evacuees [5,6]. These mental health problems are a long-term effect. Radiation effects can be categorized as acute (hair loss, skin symptoms, nosebleeds, etc.), delayed (for example, cancer occurrence), and genetic (expressed in descendants). Suzuki et al. (2015) examined residents’ mental health on the Kessler Psychological Distress Scale (K6) and their risk perception, asking what residents thought about the chances that each type of radiation effect would occur; they found a high proportion of people with mental health problems among those who thought that radiation effects were very likely [7]. Thus, there was a relationship between the high rate of mental health effects and increased health-related risk perception.
Health literacy can be understood as the perception of health-related risks. According to Nutbeam’s analysis of the concept, there are two distinct schools of thoughts: one views health literacy as a clinical risk, and the other understands it as a personal asset [8]. While the risk model focuses on an individual’s degree or ‘prior status derived from existing literacy and numeracy’, the asset model focuses on skill or ‘an outcome to health patient education’. Although the former is largely limited to clinical applications or used in clinical settings, the latter can be applied to community settings [8]. The concept of health literacy in the asset model is represented by the World Health Organization (WHO) definition: ‘the cognitive and social skills which determine the motivation and ability of individuals to gain access to, understand and use information in ways which promote and maintain good health’ [9,10]. A review of the literature on different concepts of health literacy will be certainly valuable for further development of health literacy studies; however, it is beyond the scope of this study. We chose the asset model for the purposes of this study for the following two reasons: The first reason is a technical one; to measure people’s health literacy, we used the measurement model, communicative and critical health literacy, developed by Ishikawa et al. [11]. This model reflects the WHO definition of communicative and critical health literacy [11]. By following the WHO definition, we wanted to maintain the integrity of our study. The second reason is to understand and examine the degree of people’s health literacy in a very specific situation after the Fukushima nuclear accident, where risk communication failed to reach a public consensus on radiation effects. There was little, and extremely limited, literacy and numeracy available regarding radiation effects. In such a setting, the asset model can better describe the construction of people’s health literacy.
Furthermore, it should be noted that an association between people’s health literacy and well-being has been pointed out by previous studies. Low health literacy is associated with poorer understanding of diseases, misunderstanding prescriptions and increased medication errors, poorer understanding of nutrition labels, and decreased use of disease prevention services (health check-ups, vaccinations, and the like) [12,13,14]. It can lead to frequent use of emergency medical services, high hospitalization rates, poor management of chronic diseases (diabetes, hypertension, asthma, HIV/AIDS, and so on), bad self-rated health status, and even high mortality rates [12]. For people with poor health literacy, it is difficult to gain new knowledge, understand what they are advised, have confidence in what they do, and change their behaviors [13]. In contrast, health-related knowledge can be improved by giving out easy-to-understand printed materials, and providing verbal instructions can lead to [14] healthy behaviors [15].
The risk communication after the Fukushima nuclear accident was conducted poorly. The government (and experts) failed to provide residents with proper evacuation orders, which caused them to receive unnecessary radiation exposure in the early stage of the nuclear disaster. Considering the insufficient distribution of radiation-related information provided to residents after the Fukushima nuclear accident, we suggest that the collapse of community trust in experts and the government became the biggest obstacle to the uptake of measures to counter the fallout. Yamashita (2014) argued that the Fukushima event was not only a health disaster but also an information disaster [16]. Other studies have pointed out the difficulty of building effective communication between information providers (experts and the government) and recipients (community members) in the absence of trust [17,18,19]. Experts and the government failed to earn the trust of residents in Fukushima and other areas. But, they kept sending out one-sided information, further contributing to the divide. In our previous survey, 72.2% of the respondents agreed that they could not determine which advice—out of so much—was right [20]. In a situation in which information is abundant, residents in affected areas must develop the skills to recognize the right information: they need to improve their health literacy.
In this study, we aimed at clarifying the association between anxiety about radiation and health literacy among residents in evacuation and non-evacuation areas in Fukushima. We suggest a basis for guidelines for interpersonal communication by aid workers, such as public health nurses and counselors, in disaster response through activities to improve health literacy among residents in affected areas.

2. Methods

2.1. Target Population

This survey targeted 2000 residents of Fukushima Prefecture aged 20–79. We divided Fukushima Prefecture into four areas based on the general regional classification of Aizu, Nakadōri, Hamadōri, and the evacuation area (the restricted area, evacuation prepared area, and deliberate evacuation area as determined on 22 April 2011) and selected 500 people from each area. The selection was based on a two-stage stratified random sampling (stage one, survey of region, stage two, of individuals). A total of 33–34 individuals per point were randomly selected from municipal resident registration files to obtain 2000 representative participants. Nakadōri and Hamadōri included local municipalities that were partially in the evacuation area; these were included in the evacuation area.
The survey used in the present study, entitled “Survey of Health and Information”, was administered as an anonymous, self-reporting postal questionnaire. The survey period was between 15 August and 17 October 2016. In total, 916 people responded. After incomplete or inadequate answers from 139 people were excluded, we analyzed the remaining 777 responses (38.9%). The present study was approved by the Fukushima Medical University’s Ethics Committee (approval number: 2699). We considered a returned questionnaire as participant consent to the objective of the study and their voluntary participation in it.

2.2. Study Items

2.2.1. Main Outcome

Radiation anxiety was defined as the degree of negative cognition and perception, such as worries and anxieties, about the possible adverse health effects of radiation exposure and related psychosocial problems—specifically, perceived stigma and discrimination due to radiation exposure [21]. The items assessed were selected from a qualitative analysis of descriptions of worry, anxiety, and problems related to radiation exposure by the evacuees in Fukushima Prefecture [22] (see Table 1).
The respondents were asked to answer, “strongly agree” (4 points), “agree” (3), “disagree” (2), or “strongly disagree” (1). A person with radiation anxiety will score 4–16 points, and a person with discrimination and prejudice will score 3–12 points [1]. In a previous study, these items had a coefficient of reliability by internal consistency (Cronbach’s α) of 0.812, and the Pearson’s coefficient of the correlation between the radiation anxiety score and both depressive and somatic symptoms was 0.28–0.35 [21].

2.2.2. Key Items

We assessed the respondents on their communicative and critical health literacy [11], rating their ability to (i) collect health-related information from various sources, (ii) extract the information sought, (iii) understand and communicate the obtained information, (iv) consider the credibility of the information, and (v) make decisions on the basis of the information. Each goal was rated on a 5-point scale ranging from 1 (never) to 5 (strongly agree), with a median of 3 and the average of the five items as the score. The respondents were categorized into two groups: a high health literacy (HL) group (above the median) and a low-HL group (below the median). According to Ishikawa et al., the internal consistency of the five items was adequately high (Cronbach α = 0.86). The item-total correlations were all positive and ranged from 0.77 to 0.85 [11].

2.2.3. Relevant Factors

Information on the respondents included sex, age, educational background, family arrangement, employment status, exercise habits, sleep quality, drinking habits, smoking habits, and self-rated health status. All the information was binarized (see Table 2).

2.3. Analysis

First, we calculated the frequency and proportions of the basic characteristics and relevant factors in both areas and then calculated χ2 test statistics for differences between the areas. Second, we calculated the frequency and proportions of the low- and high-HL groups and then calculated the χ2 test statistics for the differences between the groups. Third, we calculated the average score and standard deviation on the radiation anxiety and discrimination and prejudice subscales for each basic characteristic and relevant factor and then used a two-sample t-test to test the differences. Finally, to examine the associations between health literacy and radiation anxiety in each area, we used the scores of both subscales as the outcome in each area and then analyzed these outcomes by multiple regression analysis models that incorporated health literacy and relevant factors.
We considered using psychometric approaches that target general populations to analyze the scores on the radiation anxiety scale, but as the characteristics of the population affected by the Fukushima nuclear accident were different from those of the general population, we conducted a factor analysis instead. To examine the factor structure of the radiation anxiety scales, we performed a confirmatory factor analysis using the robust maximum likelihood estimation, as the data deviated from normal. We assessed a one-factor model and a two-factor model; the two-factor model included the radiation anxiety (items 1–4) and the discrimination and prejudice (items 5–7) subscales.
We calculated two indexes of model fit: the root-mean-square error of approximation (RMSEA) and the comparative fit index (CFI). Model fit is deemed “adequate” when RMSEA ≤ 0.08 and CFI ≥ 0.90 and “excellent” when RMSEA ≤ 0.06 and CFI ≥ 0.95 [23,24].

3. Results

3.1. Respondent Characteristics

The average age of the respondents was 55.4 ± 14.7 years (range, 20–79 years). Women constituted 55% of the total (Table 2). By area, 186 respondents (23.9%) came from Hamadōri, 189 (24.3%) from Nakadōri, 231 (29.7%) from Aizu (606 or 78.0% from non-evacuation areas), and 171 (22.0%) from evacuation areas. The employment rate was significantly greater in the evacuation areas (57.4%) than in the non-evacuation areas (33.4%, p < 0.001). However, the proportion of good self-rated health was lower in the evacuation areas (35.1%) than in the non-evacuation areas (49.6%, p < 0.001; Table 2).

3.2. Results of Factor Analysis of Radiation Anxiety

The one-factor model had few acceptable model fit values (χ2 = 158.6, df = 14, p < 0.01, RMSEA = 0.115, CFI = 0.912). In contrast, the two-factor model had adequate fit values (χ2 = 60.2, df = 13, p < 0.01, RMSEA = 0.068, CFI = 0.971). Thus, we used the two-factor model. Cronbach’s α was 0.844 for all seven items, 0.837 for items 1–4 (factor 1) and 0.695 for items 5–7 (factor 2). The correlation between factors 1 and 2 was 0.582 (p < 0.01).

3.3. Health Literacy and Radiation Anxiety by Region

There was no significant difference in the average scores of health literacy between areas. The score for radiation anxiety was significantly higher in the evacuation areas (10.2 ± 3.0) than in the non-evacuation areas (9.5 ± 2.9, p = 0.006). The score for discrimination and prejudice based on radiation exposure was also significantly higher in the evacuation areas (7.3 ± 2.1) than in the non-evacuation areas (5.9 ± 2.0, p < 0.001).

3.4. Association between Characteristics of Respondents, Health Literacy, and Radiation Anxiety

The respondents were allocated into two groups by the median of their health literacy scores: the high-HL group included 451 people (58.0%) and the low-HL group included 326 people (42.0%; Table 3). The groups differed significantly in educational background, exercise habits, and self-rated health status. The high-HL group had more tertiary (51.8%) than secondary graduates (36.5%, p < 0.001), more people who exercised (48.2%) than did not (34.7%, p < 0.001), and more people with good self-rated health status (47.6%) than bad (37.1%, p = 0.003). On the radiation anxiety subscale, the respondents with employment scored higher (10.1 ± 2.8) than those without employment (9.4 ± 2.9, p = 0.001), the respondents with unsatisfactory sleep quality scored higher (9.9 ± 2.8) than those with satisfactory sleeping quality (9.1 ± 3.0, p < 0.001), and the respondents with bad self-rated health status scored higher (10.4 ± 2.8) than those with good self-rated health status (8.9 ± 2.8, p < 0.001). On the discrimination and prejudice subscale, the respondents with unsatisfactory sleeping quality scored higher (6.5 ± 2.2) than those with satisfactory sleeping quality (5.6 ± 1.9, p < 0.001), the respondents who smoked scored higher (6.5 ± 2.2) than those who did not (6.1 ± 2.1, p = 0.041), and the respondents with bad self-rated health status scored higher (6.6 ± 2.2) than those with good self-rated health status (5.8 ± 1.9, p < 0.001).

3.5. Association between Health Literacy and Radiation Anxiety or Discrimination and Prejudice by Region

Radiation anxiety was associated with self-rated health status in both areas. It was significantly negatively related to health literacy in the evacuation area (p = 0.028) and marginally negatively associated with healthy literacy in the non-evacuation area (p = 0.052; Table 4). It was also significantly negatively associated with being employed in the non-evacuation area. Moreover, discrimination and prejudice based on radiation exposure was significantly negatively associated with sleep quality and significantly positively associated with self-rated health status in both areas. It was also significantly negatively associated with age in the evacuation area. There was no association with health literacy in the non-evacuation area (p = 0.754), but there was a marginal negative association in the evacuation area (p = 0.078). The model accuracy (adjusted R2) on the radiation anxiety subscale was 0.105 in the evacuation area and 0.071 in the non-evacuation area. That on the discrimination and prejudice subscale was 0.150 in the evacuation area and 0.043 in the non-evacuation area.

4. Discussion

We examined radiation anxiety among residents in Fukushima by comparing their characteristics between the evacuation and non-evacuation areas, and we examined the association between radiation anxiety and health literacy of people randomly selected from the general population. Low health literacy was associated with increased radiation anxiety—significantly in the evacuation area and marginally in the non-evacuation area.
The residents of Fukushima came to distrust scientific information. Previous studies suggested that their distrust stemmed from information overload and polarization of information in the media [25]. The conventional approach to risk communication involves explaining the health effects of radiation directly to the public [19]. But, the results of this study suggest a new approach to improving health literacy: that is, providing access to the appropriate scientific information and, more importantly, increasing the public’s capacity to recognize the appropriate information from the vast amount available. This approach could be effective in reducing radiation anxiety.
Discrimination and prejudice based on radiation exposure differed between areas: the association with health literacy was marginally significant in the evacuation area but not in the non-evacuation area. Although some residents from the evacuation area remained in Fukushima, some evacuated to other prefectures (and even other countries). The latter group experienced discrimination, feeling it necessary to hide knowledge of their hometown from others [26]. Moreover, because everyone had a different view on health effects of radiation, they also felt it necessary to hide their own view to avoid potential disputes with others. Our results show that the evacuees had an increased chance of developing the same type of stigma.
More importantly, this study suggests a possibility of reducing radiation anxiety by improving health literacy among the populace in evacuation areas likely to be stigmatized. The discrimination and prejudice that the evacuees faced was not due to the poor health literacy of the residents themselves but could be due to the poor health literacy of their new neighbors who, through a misunderstanding of radiation effects, could display discrimination and prejudice. Having high health literacy could allow the evacuees to respond rationally to such treatment.
Various risk communication activities have been carried out by the government, doctors, and researchers to reduce radiation anxiety among residents. Examples include dialogue with the public as part of the Fukushima Health Management Survey [19], Yorozu health counseling at municipal health check-ups [19], communication on health promotion between experts and residents in Iitate and Kawauchi villages [25,27,28], and discussions during whole-body counter examination [29,30]. All these activities were initiated as group-based discussions but then gradually shifted to bidirectional communication between experts and residents on comprehensive health risks and individual well-being. Our results newly suggest that it is possible to reduce radiation anxiety by fostering people’s capacity to choose the appropriate health information—that is, to improve their health literacy—and that this approach could be more effective than previous communication activities in evacuation areas.
In addition to poor health literacy, unemployment in the non-evacuation area was associated with radiation anxiety. Even after adjustment for other variables, being unemployed still raised radiation anxiety. This suggests that the quality of information differs according to how much time residents spend at home and how much they interact with others outside the home—for example, at work. There was no significant negative association of discrimination and prejudice based on radiation exposure with health literacy. Nevertheless, radiation anxiety and concerns about discrimination were greater among the non-elderly people in the evacuation area. This result suggests that the non-elderly people could develop self-stigmas more easily because many of them were evacuated to distant places where the chance to face discrimination could be higher [31].
Following the accident, initiatives were begun to improve the health literacy of public health nurses and nursery teachers. A maternal and child health support group analyzed the results of 18-month-age check-ups and records of discussions between mothers and community nurses in Fukushima City [32]. The results showed that the mothers’ confidence in childcare was associated with their interpersonal relationships at home; moreover, a high proportion of mothers who disagreed with other family members over risk perceptions of radiation effects showed depressive tendencies. Community nurses are often the first health-care professionals with whom residents come into contact, most often providing health services in the form of check-ups, counseling, and education. Despite their crucial role in the community, community nurses in Fukushima were neither prepared to address community needs nor provided with tools to help them communicate as needed. Being aware of the difficulty in transferring scientific knowledge and information to residents, the nurses insisted on the need to improve their communication skills so as to provide mothers with the health-related information that they need. To meet this need, health literacy training has been offered to public health nurses in Fukushima since 2013 [33].

5. Strengths and Limitations

Although the random selection of participants is a strength of this study, there are some limitations. First, being a cross-sectional study, it cannot establish causation between health literacy and health anxiety about radiation. Second, despite the help of the local government, the number of responses was limited; some of the evacuees were still displaced and were thus potentially excluded from the survey. Third, certain important variables related to anxiety, such as socioeconomic status, were not evaluated in our study. Fourth, and last, the study cannot reveal, or even suggest, the mechanism by which health literacy influences anxiety about radiation: to do so requires further in-depth qualitative studies. In particular, we will need to examine how radiation anxiety develops in people with low anxiety and how it is reduced in people with high anxiety. We will also need to examine their information-seeking behaviors—to be precise, how they tried to obtain health-related information—after the nuclear accident.

6. Conclusions

Low health literacy could prevent individuals from obtaining appropriate information in the course of a nuclear disaster. Subsequently, the lack of appropriate information could increase their health anxiety about radiation. These results show that improving the health literacy of the general population of Fukushima Prefecture could help in preventing anxiety about radiation.
Moreover, we found a significant association between poor health literacy and discrimination and prejudice based on radiation exposure among respondents in the evacuation areas but not in the non-evacuation areas. Though speculation, considering the fact that evacuees are more likely to face discrimination and prejudice due to their new neighbors’ misunderstanding of radiation effects, this result raises the possibility that improving the health literacy not only of evacuees but also of the general public could be a means of lowering the degree of discrimination and prejudice.

Author Contributions

Y.K., C.N., and S.Y. conceived and designed the framed study. Y.K., H.I., M.O., N.M., C.N., and Y.S. contributed to discussing the statistical method and the interpretation of our findings as an epidemiological, gerontology, and public health specialist. Y.K. and H.I. analyzed the data and wrote the paper. All authors contributed to revisions of the manuscript and critical discussion.

Funding

This work was supported by Japan Society for the Promotion of Science (JSPS) KAKENHI grant number 15K08810 (Principal investigator; Seiji Yasumura).

Acknowledgments

This study was supported by the Japan Society for the Promotion of Science grant number 15K08810. The authors thank Osamu Sato (Fukushima College) and Yohei Koyama (Fukushima Medical University) for commenting on the manuscript and critical discussion.

Conflicts of Interest

The authors declare no conflict of interest.

References

  1. Kawakami, N. Study on the radiation health anxiety in Fukushima prefecture and the development of the effective countermeasures: The study of the health effects of radiation organized by the Japanese Ministry of the Environment (PI, Kawakami N). (In Japanese)
  2. Bromet, E.J.; Havenaar, J.M.; Guey, L.T. A 25 year retrospective review of the psychological consequences of the Chernobyl accident. Clin. Oncol. 2011, 23, 297–305. [Google Scholar] [CrossRef] [PubMed]
  3. Havenaar, J.M.; Rumyantzeva, G.M.; van den Brink, W.; Poelijoe, N.W.; Van den Bout, J.; van Engeland, H.; Koeter, M.W. Long-term mental health effects of the Chernobyl disaster: An epidemiologic survey in two former Soviet regions. Am. J. Psychiatry 1997, 154, 1605–1607. [Google Scholar] [CrossRef] [PubMed]
  4. Adams, R.E.; Guey, L.T.; Gluzman, S.F.; Bromet, E.J. Psychological well-being and risk perceptions of mothers in Kyiv, Ukraine, 19 years after the Chornobyl disaster. Int. J. Soc. Psychiatry 2011, 57, 637–645. [Google Scholar] [CrossRef] [PubMed]
  5. Oe, M.; Fujii, S.; Maeda, M.; Nagai, M.; Harigane, M.; Miura, I.; Yabe, H.; Ohira, T.; Takahashi, H.; Suzuki, Y.; et al. Three-year trend survey of psychological distress, post-traumatic stress, and problem drinking among residents in the evacuation zone after the Fukushima Daiichi Nuclear Power Plant accident [The Fukushima Health Management Survey]. Psychiatry Clin. Neurosci. 2016, 70, 245–252. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  6. Yabe, H.; Suzuki, Y.; Mashiko, H.; Nakayama, Y.; Hisata, M.; Niwa, S.I.; Yasumura, S.; Yamashita, S.; Kamiya, K.; Abe, M.; et al. Mental Health Group of the Fukushima Health Management Survey. Psychological distress after the great east Japan earthquake and Fukushima Daiichi Nuclear Power Plant accident: Results of a mental health and lifestyle survey through the Fukushima Health Management Survey in FY2011 and FY2012. Fukushima J. Med. Sci. 2014, 60, 57–67. [Google Scholar] [PubMed]
  7. Suzuki, Y.; Yabe, H.; Yasumura, S.; Ohira, T.; Niwa, S.I.; Ohtsuru, A.; Mashiko, H.; Maeda, M.; Abe, M. Psychological distress and the perception of radiation risks: The Fukushima health management survey. Bull. World Health Organ. 2015, 93, 598–605. [Google Scholar] [CrossRef] [PubMed]
  8. Nutbeam, D. The evolving concept of health literacy. Soc. Sci. Med. 2008, 67, 2072–2078. [Google Scholar] [CrossRef] [PubMed]
  9. U.S. Department of Health and Human Services. Healthy People 2010, 2nd ed.; U.S. Government Printing Office: Washington, DC, USA, 2000.
  10. Nutbeam, D. Health literacy as a public health goal: A challenge for contemporary health education and communication strategies into the 21st century. Health Promot. Int. 2000, 15, 259–267. [Google Scholar] [CrossRef]
  11. Ishikawa, H.; Nomura, K.; Sato, M.; Yano, E. Developing a measure of communicative and critical health literacy: A pilot study of Japanese office workers. Health Promot. Int. 2008, 23, 269–274. [Google Scholar] [CrossRef] [PubMed]
  12. Nielsen-Bohlman, L. Health Literacy: A Prescription to End Confusion; The National Adademies Press: Washington, DC, USA, 2004. [Google Scholar]
  13. Yokokawa, H.; Fukuda, H.; Yuasa, M.; Sanada, H.; Hisaoka, T.; Naito, T. Association between health literacy and metabolic syndrome or healthy lifestyle characteristics among community-dwelling Japanese people. Diabetol. Metab. Syndr. 2016, 8, 30. [Google Scholar] [CrossRef] [PubMed]
  14. Berkman, N.D.; Sheridan, S.L.; Donahue, K.E.; Halpern, D.J.; Crotty, K. Low Health Literacy and Health Outcomes: An Updated Systematic Review. Ann. Int. Med. 2011, 155, 97–107. [Google Scholar] [CrossRef] [PubMed]
  15. DeWalt, D.A.; Hink, A. Health literacy and child health outcomes: A systematic review of the literature. Pediatrics 2009, 124 (Suppl. S3), S265–S274. [Google Scholar] [CrossRef] [PubMed]
  16. Yamashita, S. Fukushima Nuclear Power Plant Accident and Comprehensive Health Risk Management—Global radiocontamination and information disaster. Trop. Med. Health 2014, 42 (Suppl. S2), S14–S107. [Google Scholar] [CrossRef] [PubMed]
  17. Slovic, P. Trust, Emotion, Sex, Politics, and Science: Surveying the Risk—Assessment Battlefield. Risk Anal. 1999, 19, 689–701. [Google Scholar] [CrossRef] [PubMed]
  18. Wachinger, G.; Renn, O.; Begg, C.; Kuhlicke, C. The Risk Perception Paradox-Implications for Governance and Communication of Natural Hazards. Risk Anal. 2012, 33, 1049–1065. [Google Scholar] [CrossRef] [PubMed]
  19. Murakami, M.; Sato, A.; Matsui, S.; Goto, A.; Kumagai, A.; Tsubokura, M.; Orita, M.; Takamura, N.; Kuroda, Y.; Ochi, S. Communicating with Residents About Risks Following the Fukushima Nuclear Accident. Asia Pac. J. Public Health 2017, 29 (Suppl. S2), 74S–89S. [Google Scholar] [CrossRef] [PubMed]
  20. Kuroda, Y. Current State and Problems of Radiation Risk Communication: Based on the Results of a 2012 Whole Village Survey. PLoS Curr. Disasters 2017, 9. [Google Scholar] [CrossRef] [PubMed]
  21. Fukasawa, M.; Kawakami, N.; Umeda, M.; Miyamoto, K.; Akiyama, T.; Horikoshi, N.; Yasumura, S.; Yabe, H.; Bromet, E.J. Environmental radiation level, radiation anxiety, and psychological distress of non-evacuee residents in Fukushima five years after the Great East Japan Earthquake: Multilevel analyses. SSM Popul. Health 2017, 3, 740–748. [Google Scholar] [CrossRef] [PubMed]
  22. Umeda, M.; Sekiya, Y.; Kawakami, N.; Miyamoto, K.; Horikoshi, N.; Yabe, H.; Yasumura, S.; Ohtsuru, A.; Akiyama, T.; Suzuki, Y. Reliability and validity of radiation anxiety scale developed for Fukushima community residents. In Proceedings of the 24th Annual Scientific Meeting of the Japan Epidemiological Association Sendai, Miyagi, Japan, 23–25 July 2013. (In Japanese). [Google Scholar]
  23. Byrne, B.M. Structural Equation Modeling with Amos: Basic Concepts, Applications, and Programming, 2nd ed.; Erlbaum: Mahwah, NJ, USA, 2009. [Google Scholar]
  24. Hu, L.; Bentler, P. Cutoff criteria for fit indexes in covarianve structure analysis; conventional criteria versus new alternatives. Struct. Equ. Model. 1999, 6, 1–55. [Google Scholar] [CrossRef]
  25. Kuroda, Y. Public health activities contributing to recovery of life after nuclear emergency: Lessons from working with Iitate people. J. Public Health Pract. 2017, 81, 328–334. (In Japanese) [Google Scholar]
  26. Maeda, M.; Oe, M. Mental Health Consequences and Social Issues after the Fukushima Disaster. Asia Pac. J. Public Health 2017, 29 (Suppl. S2), 36S–46S. [Google Scholar] [CrossRef] [PubMed]
  27. Orita, M.; Hayashida, N.; Urata, H.; Shinkawa, T.; Endo, Y.; Takamura, N. Determinants of the return to hometowns after the accident at Fukushima Dai-ichi nuclear power plant: A case study for the village of Kawauchi. Radiat. Protect. Dosim. 2013, 156, 383–385. [Google Scholar] [CrossRef] [PubMed]
  28. Takamura, N.; Orita, M.; Yamashita, S.; Chhem, Y.R. After Fukushima: Collaboration model. Science 2016, 352, 666. [Google Scholar] [CrossRef] [PubMed]
  29. Hayano, R.S.; Watanabe, Y.N.; Nomura, S.; Nemoto, T.; Tsubokura, M.; Hanai, T.; Kumemoto, Y.; Kowata, S.; Oikawa, T.; Kanazawa, Y. Whole-body counter survey results 4 months after the Fukushima Dai-ichi NPP accident in Minamisoma City, Fukushima. J. Radiol. Prot. 2014, 34, 787–799. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  30. Tsubokura, M.; Kato, S.; Nomura, S.; Nemoto, T.; Tsubokura, M.; Hanai, T.; Kumemoto, Y.; Kowata, S.; Oikawa, T.; Kanazawa, Y. Reduction of high levels of internal radio-contamination by dietary intervention in residents of areas affected by the Fukushima Daiichi nuclear plant disaster: A case series. PLoS ONE 2014, 9, e100302. [Google Scholar] [CrossRef] [PubMed]
  31. Tsujiuchi, T.; Yamaguchi, M.; Masuda, K.; Tsuchida, M.; Inomata, T.; Kumano, H.; Kikuchi, Y.; Augusterfer, E.F.; Mollica, R.F. High Prevalence of Post-Traumatic Stress Symptoms in Relation to Social Factors in Affected Population One Year after the Fukushima Nuclear Disaster. PLoS ONE 2016, 11, e0151807. [Google Scholar] [CrossRef] [PubMed]
  32. Goto, A.; Rudd, R.E.; Bromet, E.J.; Suzuki, Y.; Yoshida, K.; Suzuki, Y.; Halstead, D.D.; Reich, M.R. Maternal confidence of Fukushima mothers before and after the nuclear power plant disaster in Northeast Japan: Analyses of municipal health records. J. Commun. Healthc. 2014, 7, 106–116. [Google Scholar] [CrossRef]
  33. Goto, A.; Lai, A.Y.; Rudd, R.E. Health Literacy Training for Public Health Nurses in Fukushima: A Multi-site Program Evaluation. Jpn. Med. Assoc. J. 2015, 58, 69–77. [Google Scholar]
Table 1. Construction of a radiation anxiety scale [1,21,22].
Table 1. Construction of a radiation anxiety scale [1,21,22].
SubscaleQuestions
Radiation anxiety(i) I am concerned about getting a serious illness in the future due to the effects of radiation.
(ii) Every time I feel ill, I am afraid this is caused by radiation exposure.
(iii) I am concerned that radiation effects can be inherited by the next generation, such as children and grandchildren.
(iv) I feel strong anxiety when I see news reports concerning the nuclear power plant accident.
Discrimination and prejudice based on radiation exposure(v) I have had the experience of being discriminated against (or unfairly treated) because I lived in an area that is reported to have high levels of radiation.
(vi) I try not to tell others that I am a resident of that area as far as possible.
(vii) I have experienced conflicts and trouble with my family members over radiation health effects.
Table 2. Characteristics of research subjects.
Table 2. Characteristics of research subjects.
Basic CharacteristicsAreap Value
Non-Evacuation Area (n = 606)Evacuation Area (n = 171)
Age
 Non-elderly406 (67.0)109 (64.1)0.52
 Elderly200 (33.0)61 (35.9)
Sex
 Male279 (46.0)75 (43.9)0.664
 Female327 (54.0)96 (56.1)
Education
 Secondary378 (62.7)120 (71.0)0.046
 Tertiary225 (37.3)49 (29.0)
Family arrangement
 Single household65 (10.7)26 (15.3)0.107
 Other540 (89.3)144 (84.7)
Work
 Employed201 (33.4)97 (57.4)<0.001
 Other401 (66.6)72 (42.6)
Exercise
 Yes284 (47.3)76 (44.4)0.543
 No316 (52.7)95 (55.6)
Sleep quality
 Satisfactory194 (32.2)44 (25.7)0.111
 Unsatisfactory408 (67.8)127 (74.3)
Drinking
 Yes174 (29.0)54 (32.0)0.447
 No427 (71.0)115 (68.0)
Smoking
 Yes121 (20.1)39 (23.1)0.393
 No480 (79.9)130 (76.9)
Self-rated health status
 Good299 (49.6)60 (35.1)0.001
 Bad304 (50.4)111 (64.9)
Note: By age group, the respondents were divided into “non-elderly” (20–64) and “elderly” (65 years and older). By educational background, the respondents were divided into “secondary” (middle school and high school graduates) and “tertiary” (junior college, vocational school, and university graduates). By family arrangement, they were divided into “single household” and “other” (couple; couple with unmarried offspring; single parent with unmarried offspring; or three-generation extended family). The other divisions were “employed” (working) versus “other” (seeking work or not working); “exercise 1–3 times a week or more (Yes)” versus “no exercise (no)”; “satisfactory sleep” versus “unsatisfactory sleep” (slightly dissatisfied, quite dissatisfied, very dissatisfied, or not sleeping at all); “drink alcohol (yes)” versus “don’t drink (no)”; “smoke (yes)” versus “don’t smoke (no)”; and self-rated health status “good” (extremely good, very good, or good) versus “bad” (fair or unhealthy).
Table 3. Relationship between basic characteristics, health literacy, and radiation anxiety.
Table 3. Relationship between basic characteristics, health literacy, and radiation anxiety.
Basic CharacteristicsHealth Literacy (HL)Score on Radiation Anxiety Scalep ValueScore on Discrimination and Prejudice Based on Radiation Exposure Scalep Value
Low HL Group (n = 451)High HL Group (n = 326)p Value
Age
 Non-elderly296 (57.5)219 (42.5)0.7019.6 ± 2.90.4396.3 ± 2.20.024
 Elderly154 (59.0)107 (41.0) 9.8 ± 2.9 6.0 ± 2.1
Sex
 Male211 (59.6)143 (40.4)0.4239.5 ± 3.00.1656.3 ± 2.20.379
 Female240 (56.7)183 (43.3) 9.8 ± 2.8 6.2 ± 2.1
Education
 Secondary316 (63.5)182 (36.5)<0.0019.7 ± 3.00.6156.1 ± 2.20.133
 Tertiary132 (48.2)142 (51.8) 9.6 ± 2.7 6.3 ± 2.0
Family arrangement
 Single household54 (59.3)37 (40.7)0.8229.4 ± 3.30.4086.1 ± 2.30.548
 Other396 (57.9)288 (42.1) 9.7 ± 2.8 6.2 ± 2.1
Work
 Employed268 (56.7)205 (43.3)0.36910.1 ± 2.80.0016.3 ± 2.20.214
 Other179 (60.1)119 (39.9) 9.4 ± 2.9 6.1 ± 2.1
Exercise
 Yes213 (51.8)198 (48.2)<0.0019.7 ± 2.90.9236.2 ± 2.20.871
 No235 (65.3)125 (34.7) 9.7 ± 2.9 6.2 ± 2.1
Sleep quality
 Satisfactory130 (54.6)108 (45.4)0.2369.1 ± 3.0<0.0015.6 ± 1.9<0.001
 Unsatisfactory318 (59.4)217 (40.6) 9.9 ± 2.8 6.5 ± 2.2
Drinking
 Yes125 (54.8)103 (45.2)0.2649.4 ± 2.70.0726.3 ± 2.20.303
 No321 (59.2)221 (40.8) 9.8 ± 2.9 6.2 ± 2.1
Smoking
 Yes96 (60.0)64 (40.0)0.599.7 ± 2.90.816.5 ± 2.20.041
 No351 (57.5)259 (42.5) 9.7 ± 2.9 6.1 ± 2.1
Self-rated health status
 Good188 (52.4)171 (47.6)0.0038.9 ± 2.8<0.0015.8 ± 1.9<0.001
 Bad261 (62.9)154 (37.1) 10.4 ± 2.8 6.6 ± 2.2
Table 4. Radiation anxiety and stigma-related factors in each area.
Table 4. Radiation anxiety and stigma-related factors in each area.
Related FactorsRadiation AnxietyDiscrimination and Prejudice Based on Radiation Exposure
Evacuation AreaNon-Evacuation AreaEvacuation AreaNon-Evacuation Area
βpβpβpβp
Sex−0.0650.463−0.0100.820−0.1480.090−0.0270.543
Age−0.0060.951−0.0330.460−0.2570.004−0.0480.289
Education−0.0320.6990.0320.4510.0510.5240.0760.078
Family arrangement0.0090.9090.0650.1040.0120.8780.0720.077
Work0.0000.997−0.1270.0040.0200.809−0.0700.117
Exercise habits0.1250.1190.0200.6330.0670.3930.0060.881
Sleep quality−0.0450.570−0.0750.079−0.1710.026−0.1380.001
Drinking habits0.0570.497−0.0790.0730.1060.1950.0050.918
Smoking habits −0.1060.2100.0390.356−0.1030.2110.0780.073
Self-rated health status0.329<0.0010.187<0.0010.2480.0020.1080.015
Health literacy−0.1760.028−0.0800.052−0.1370.078−0.0130.754
Model accuracy (adjusted R2)0.105 0.071 0.150 0.043
N164 590 164 590
Note: β indicate regression coefficient; the level of significance at p < 0.05.

Share and Cite

MDPI and ACS Style

Kuroda, Y.; Iwasa, H.; Orui, M.; Moriyama, N.; Nakayama, C.; Yasumura, S. Association between Health Literacy and Radiation Anxiety among Residents after a Nuclear Accident: Comparison between Evacuated and Non-Evacuated Areas. Int. J. Environ. Res. Public Health 2018, 15, 1463. https://doi.org/10.3390/ijerph15071463

AMA Style

Kuroda Y, Iwasa H, Orui M, Moriyama N, Nakayama C, Yasumura S. Association between Health Literacy and Radiation Anxiety among Residents after a Nuclear Accident: Comparison between Evacuated and Non-Evacuated Areas. International Journal of Environmental Research and Public Health. 2018; 15(7):1463. https://doi.org/10.3390/ijerph15071463

Chicago/Turabian Style

Kuroda, Yujiro, Hajime Iwasa, Masatsugu Orui, Nobuaki Moriyama, Chihiro Nakayama, and Seiji Yasumura. 2018. "Association between Health Literacy and Radiation Anxiety among Residents after a Nuclear Accident: Comparison between Evacuated and Non-Evacuated Areas" International Journal of Environmental Research and Public Health 15, no. 7: 1463. https://doi.org/10.3390/ijerph15071463

Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. See further details here.

Article Metrics

Back to TopTop