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Published in: BMC Public Health 1/2018

Open Access 01-12-2018 | Research article

Examining the spatiotemporal evolution of vaccine refusal: nonmedical exemptions from vaccination in California, 2000–2013

Authors: Paul L. Delamater, Timothy F. Leslie, Y. Tony Yang

Published in: BMC Public Health | Issue 1/2018

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Abstract

Background

Vaccine hesitancy continues to be an issue throughout the United States, as numerous vaccine hesitant parents are choosing to exempt their children from school-entry vaccination requirements for nonmedical reasons, despite the safety and effectiveness of vaccines. We conduct an analysis of how vaccine refusal, measured by the use of nonmedical exemptions (based on personal or religious beliefs) from vaccination (NMEs), evolved across space and over time in California.

Methods

Using school-entry data from the California Department of Public Health, we examined NMEs for students entering kindergarten in California from 2000 to 2013. We conduct global and local spatial autocorrelation analysis to determine whether NME use became more geographically clustered over the study period and whether the location of local clusters of high use were temporally stable. We conducted a grouping analysis that identified the general temporal trends in NME use over the time period.

Results

The use of NMEs increased from 0.73% of all kindergarteners in 2000 to 3.09% in 2013 and became more geographically clustered over the study period. Local geographic clusters of high use were relatively isolated early in the study period, but expanded in size over time. The grouping analysis showed that regions with high NME use early in the study period were generally few (15% of all US Census tracts) and relatively isolated. Regions that had low initial NME use and moderate to large increases over the study period were located in close proximity to the initial high use regions. The grouping analysis also showed that roughly half of all tracts had 0% or very low NME use throughout the study period.

Conclusions

We found an observable spatial structure to vaccine refusal and NME use over time, which appeared to be a self-reinforcing process, as well as a spatially diffusive process. Importantly, we found evidence that use of NMEs in the initially isolated regions appeared to stimulate vaccine refusal in geographically proximal regions. Thus, our results suggest that efforts aimed at decreasing future NME use may be most effective if they target regions where NME use is already high, as well as the nearby regions.
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Footnotes
1
The District of Colombia is referred to as a state for the remainder of this document.
 
2
For the remainder to the manuscript, specific school years will be referred to using the year in which students entered kindergarten, e.g., 2013–2014 will simply be referred to as 2013.
 
Literature
1.
go back to reference MacDonald NE. The SAGE working group on vaccine hesitancy. Vaccine hesitancy: definition, scope and determinants. Vaccine. 2015;33:4161–4.CrossRefPubMed MacDonald NE. The SAGE working group on vaccine hesitancy. Vaccine hesitancy: definition, scope and determinants. Vaccine. 2015;33:4161–4.CrossRefPubMed
2.
go back to reference Dubé E, Vivion M, MacDonald NE. Vaccine hesitancy, vaccine refusal and the anti-vaccine movement: influence, impact and implications. Expert Review of Vaccines. 2015;14:99–117.CrossRefPubMed Dubé E, Vivion M, MacDonald NE. Vaccine hesitancy, vaccine refusal and the anti-vaccine movement: influence, impact and implications. Expert Review of Vaccines. 2015;14:99–117.CrossRefPubMed
3.
go back to reference Omer SB, Peterson D, Curran EA, Hinman A, Orenstein WA. Legislative challenges to school immunization mandates, 2009-2012. JAMA. 2014;311:620–1.CrossRefPubMed Omer SB, Peterson D, Curran EA, Hinman A, Orenstein WA. Legislative challenges to school immunization mandates, 2009-2012. JAMA. 2014;311:620–1.CrossRefPubMed
6.
go back to reference Larson HJ, Smith DM, Paterson P, Cumming M, Eckersberger E, Freifeld CC, et al. Measuring vaccine confidence: analysis of data obtained by a media surveillance system used to analyse public concerns about vaccines. Lancet Infect Dis. 2013;13:606–13.CrossRefPubMed Larson HJ, Smith DM, Paterson P, Cumming M, Eckersberger E, Freifeld CC, et al. Measuring vaccine confidence: analysis of data obtained by a media surveillance system used to analyse public concerns about vaccines. Lancet Infect Dis. 2013;13:606–13.CrossRefPubMed
7.
go back to reference Larson HJ, Jarrett C, Eckersberger E, Smith DMD, Paterson P. Understanding vaccine hesitancy around vaccines and vaccination from a global perspective: a systematic review of published literature, 2007–2012. Vaccine. 2014;32:2150–9.CrossRefPubMed Larson HJ, Jarrett C, Eckersberger E, Smith DMD, Paterson P. Understanding vaccine hesitancy around vaccines and vaccination from a global perspective: a systematic review of published literature, 2007–2012. Vaccine. 2014;32:2150–9.CrossRefPubMed
8.
go back to reference Salmon DA, Sapsin JW, Teret S, Jacobs RF, Thompson JW, Ryan K, et al. Public health and the politics of school immunization requirements. Am J Public Health. 2005;95:778–83.CrossRefPubMedPubMedCentral Salmon DA, Sapsin JW, Teret S, Jacobs RF, Thompson JW, Ryan K, et al. Public health and the politics of school immunization requirements. Am J Public Health. 2005;95:778–83.CrossRefPubMedPubMedCentral
9.
go back to reference Yang YT, Silverman RD. Legislative prescriptions for controlling nonmedical vaccine exemptions. JAMA. 2015;313:247–8.CrossRefPubMed Yang YT, Silverman RD. Legislative prescriptions for controlling nonmedical vaccine exemptions. JAMA. 2015;313:247–8.CrossRefPubMed
10.
go back to reference Omer SB, Richards JL, Ward M, Bednarczyk RA. Vaccination policies and rates of exemption from immunization, 2005–2011. N Engl J Med. 2012;367:1170–1.CrossRefPubMed Omer SB, Richards JL, Ward M, Bednarczyk RA. Vaccination policies and rates of exemption from immunization, 2005–2011. N Engl J Med. 2012;367:1170–1.CrossRefPubMed
11.
go back to reference Yang YT, Debold V. A longitudinal analysis of the effect of nonmedical exemption law and vaccine uptake on vaccine-targeted disease rates. Am J Public Health. 2014;104:371–7.CrossRefPubMedPubMedCentral Yang YT, Debold V. A longitudinal analysis of the effect of nonmedical exemption law and vaccine uptake on vaccine-targeted disease rates. Am J Public Health. 2014;104:371–7.CrossRefPubMedPubMedCentral
12.
go back to reference Delamater PL, Leslie TF, Yang YT. California senate bill 277’s grandfather clause and nonmedical vaccine exemptions in California, 2015-2022. JAMA Pediatr. 2016;170:619–20.CrossRefPubMed Delamater PL, Leslie TF, Yang YT. California senate bill 277’s grandfather clause and nonmedical vaccine exemptions in California, 2015-2022. JAMA Pediatr. 2016;170:619–20.CrossRefPubMed
13.
go back to reference Wang E, Clymer J, Davis-Hayes C, Buttenheim A. Nonmedical exemptions from school immunization requirements: a systematic review. Am J Public Health. 2014;104:e62–84.CrossRefPubMedPubMedCentral Wang E, Clymer J, Davis-Hayes C, Buttenheim A. Nonmedical exemptions from school immunization requirements: a systematic review. Am J Public Health. 2014;104:e62–84.CrossRefPubMedPubMedCentral
14.
go back to reference Atwell JE, Van Otterloo J, Zipprich J, Winter K, Harriman K, Salmon DA, et al. Nonmedical vaccine exemptions and pertussis in California, 2010. Pediatrics. 2013;132:624–30.CrossRefPubMed Atwell JE, Van Otterloo J, Zipprich J, Winter K, Harriman K, Salmon DA, et al. Nonmedical vaccine exemptions and pertussis in California, 2010. Pediatrics. 2013;132:624–30.CrossRefPubMed
15.
go back to reference Carrel M, Bitterman P. Personal belief exemptions to vaccination in California: a spatial analysis. Pediatrics. 2015;136:80–8.CrossRefPubMed Carrel M, Bitterman P. Personal belief exemptions to vaccination in California: a spatial analysis. Pediatrics. 2015;136:80–8.CrossRefPubMed
16.
go back to reference Delamater PL, Leslie TF, Yang YT. A spatiotemporal analysis of non-medical exemptions from vaccination: California schools before and after SB277. Soc Sci Med. 2016;168:230–8.CrossRefPubMed Delamater PL, Leslie TF, Yang YT. A spatiotemporal analysis of non-medical exemptions from vaccination: California schools before and after SB277. Soc Sci Med. 2016;168:230–8.CrossRefPubMed
17.
go back to reference May T, Silverman RD. ‘Clustering of exemptions’ as a collective action threat to herd immunity. Vaccine. 2003;21:1048–51.CrossRefPubMed May T, Silverman RD. ‘Clustering of exemptions’ as a collective action threat to herd immunity. Vaccine. 2003;21:1048–51.CrossRefPubMed
18.
go back to reference Leslie TF, Delamater PL, Yang YT. It could have been much worse: The Minnesota measles outbreak of 2017. Vaccine. 2018;36:1808–10 Leslie TF, Delamater PL, Yang YT. It could have been much worse: The Minnesota measles outbreak of 2017. Vaccine. 2018;36:1808–10
19.
go back to reference Sugerman DE, Barskey AE, Delea MG, Ortega-Sanchez IR, Bi D, Ralston KJ, et al. Measles outbreak in a highly vaccinated population, San Diego, 2008: role of the intentionally Undervaccinated. Pediatrics. 2010;125:747–55. Sugerman DE, Barskey AE, Delea MG, Ortega-Sanchez IR, Bi D, Ralston KJ, et al. Measles outbreak in a highly vaccinated population, San Diego, 2008: role of the intentionally Undervaccinated. Pediatrics. 2010;125:747–55.
21.
go back to reference Buttenheim AM, Sethuraman K, Omer SB, Hanlon AL, Levy MZ, Salmon D. MMR vaccination status of children exempted from school-entry immunization mandates. Vaccine. 2015;33:6250–6.CrossRefPubMedPubMedCentral Buttenheim AM, Sethuraman K, Omer SB, Hanlon AL, Levy MZ, Salmon D. MMR vaccination status of children exempted from school-entry immunization mandates. Vaccine. 2015;33:6250–6.CrossRefPubMedPubMedCentral
22.
go back to reference Omer SB, Enger KS, Moulton LH, Halsey NA, Stokley S, Salmon DA. Geographic clustering of nonmedical exemptions to school immunization requirements and associations with geographic clustering of pertussis. Am J Epidemiol. 2008;168:1389–96.CrossRefPubMed Omer SB, Enger KS, Moulton LH, Halsey NA, Stokley S, Salmon DA. Geographic clustering of nonmedical exemptions to school immunization requirements and associations with geographic clustering of pertussis. Am J Epidemiol. 2008;168:1389–96.CrossRefPubMed
23.
go back to reference Feikin DR, Lezotte DC, Hamman RF, Salmon DA, Chen RT, Hoffman RE. Individual and community risks of measles and pertussis associated with personal exemptions to immunization. JAMA. 2000;284:3145–50.CrossRefPubMed Feikin DR, Lezotte DC, Hamman RF, Salmon DA, Chen RT, Hoffman RE. Individual and community risks of measles and pertussis associated with personal exemptions to immunization. JAMA. 2000;284:3145–50.CrossRefPubMed
24.
go back to reference Salmon DA, Haber M, Gangarosa EJ, Phillips L, Smith NJ, Chen RT. Health consequences of religious and philosophical exemptions from immunization laws: individual and societal risk of measles. JAMA. 1999;282:47–53.CrossRefPubMed Salmon DA, Haber M, Gangarosa EJ, Phillips L, Smith NJ, Chen RT. Health consequences of religious and philosophical exemptions from immunization laws: individual and societal risk of measles. JAMA. 1999;282:47–53.CrossRefPubMed
25.
go back to reference Schwartz JL, Caplan AL. Vaccination refusal: ethics, individual rights, and the common good. Prim Care. 2011;38:717–28.CrossRefPubMed Schwartz JL, Caplan AL. Vaccination refusal: ethics, individual rights, and the common good. Prim Care. 2011;38:717–28.CrossRefPubMed
26.
go back to reference Dubé È, MacDonald NE. Managing the risks of vaccine hesitancy and refusals. Lancet Infect Dis. 2016;16:518–9.CrossRefPubMed Dubé È, MacDonald NE. Managing the risks of vaccine hesitancy and refusals. Lancet Infect Dis. 2016;16:518–9.CrossRefPubMed
27.
go back to reference Largent MA. Vaccine: The debate in modern America. Baltimore: Johns Hopkins University Press; 2012. Largent MA. Vaccine: The debate in modern America. Baltimore: Johns Hopkins University Press; 2012.
28.
go back to reference Delamater PL, Leslie TF, Yang YT. Change in medical exemptions from immunization in California after elimination of personal belief exemptions. JAMA. 2017;Accepted for publication. Delamater PL, Leslie TF, Yang YT. Change in medical exemptions from immunization in California after elimination of personal belief exemptions. JAMA. 2017;Accepted for publication.
29.
go back to reference Jones M, Buttenheim A. Potential effects of California’s new vaccine exemption law on the prevalence and clustering of exemptions. Am J Public Health. 2014;104:e3–6.CrossRefPubMedPubMedCentral Jones M, Buttenheim A. Potential effects of California’s new vaccine exemption law on the prevalence and clustering of exemptions. Am J Public Health. 2014;104:e3–6.CrossRefPubMedPubMedCentral
30.
go back to reference Delamater PL, Leslie TF, Yang YT, Jacobsen KH. An approach for estimating vaccination coverage for communities using school-level data and population mobility information. Appl Geogr. 2016;71:123–32.CrossRef Delamater PL, Leslie TF, Yang YT, Jacobsen KH. An approach for estimating vaccination coverage for communities using school-level data and population mobility information. Appl Geogr. 2016;71:123–32.CrossRef
31.
go back to reference Yang YT, Delamater PL, Leslie TF, Mello MM. Sociodemographic predictors of vaccination exemptions on the basis of personal belief in California. Am J Public Health. 2016;106:172–7.CrossRefPubMedPubMedCentral Yang YT, Delamater PL, Leslie TF, Mello MM. Sociodemographic predictors of vaccination exemptions on the basis of personal belief in California. Am J Public Health. 2016;106:172–7.CrossRefPubMedPubMedCentral
32.
go back to reference Getis A, Ord JK. The analysis of spatial association by use of distance statistics. Geogr Anal. 1992;24:189–206.CrossRef Getis A, Ord JK. The analysis of spatial association by use of distance statistics. Geogr Anal. 1992;24:189–206.CrossRef
34.
go back to reference Anselin L. Local indicators of spatial association—LISA. Geogr Anal. 1995;27:93–115.CrossRef Anselin L. Local indicators of spatial association—LISA. Geogr Anal. 1995;27:93–115.CrossRef
35.
go back to reference Delamater PL, Shortridge AM, Messina JP. Regional health care planning: a methodology to cluster facilities using community utilization patterns. BMC Health Serv Res. 2013;13:1–16.CrossRef Delamater PL, Shortridge AM, Messina JP. Regional health care planning: a methodology to cluster facilities using community utilization patterns. BMC Health Serv Res. 2013;13:1–16.CrossRef
37.
go back to reference R Core Team. R: A Language and Environment for Statistical Computing [Internet]. Vienna, Austria: R Foundation for Statistical Computing; 2015. Available from: http://www.R-project.org. R Core Team. R: A Language and Environment for Statistical Computing [Internet]. Vienna, Austria: R Foundation for Statistical Computing; 2015. Available from: http://​www.​R-project.​org.
38.
go back to reference Anderson RM. The concept of herd immunity and the design of community-based immunization programmes. Vaccine. 1992;10:928–35.CrossRefPubMed Anderson RM. The concept of herd immunity and the design of community-based immunization programmes. Vaccine. 1992;10:928–35.CrossRefPubMed
39.
go back to reference Glasser JW, Feng Z, Omer SB, Smith PJ, Rodewald LE. The effect of heterogeneity in uptake of the measles, mumps, and rubella vaccine on the potential for outbreaks of measles: a modelling study. Lancet Infect Dis. 2016;16:599–605.CrossRefPubMedPubMedCentral Glasser JW, Feng Z, Omer SB, Smith PJ, Rodewald LE. The effect of heterogeneity in uptake of the measles, mumps, and rubella vaccine on the potential for outbreaks of measles: a modelling study. Lancet Infect Dis. 2016;16:599–605.CrossRefPubMedPubMedCentral
40.
go back to reference Openshaw S, Taylor PJ. A Million or so correlation coefficients: three experiments on the modifiable areal unit problem. Statistical applications in the spatial sciences. 1979;21:127–44. Openshaw S, Taylor PJ. A Million or so correlation coefficients: three experiments on the modifiable areal unit problem. Statistical applications in the spatial sciences. 1979;21:127–44.
41.
go back to reference Hall KJ, Howell MA, Jansen RJ, Carson PJ. Enforcement associated with higher school-reported immunization rates. Am J Prev Med. 2017;53:892–7.CrossRefPubMed Hall KJ, Howell MA, Jansen RJ, Carson PJ. Enforcement associated with higher school-reported immunization rates. Am J Prev Med. 2017;53:892–7.CrossRefPubMed
42.
Metadata
Title
Examining the spatiotemporal evolution of vaccine refusal: nonmedical exemptions from vaccination in California, 2000–2013
Authors
Paul L. Delamater
Timothy F. Leslie
Y. Tony Yang
Publication date
01-12-2018
Publisher
BioMed Central
Published in
BMC Public Health / Issue 1/2018
Electronic ISSN: 1471-2458
DOI
https://doi.org/10.1186/s12889-018-5368-y

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