Effect of homophily on coupled behavior-disease dynamics near a tipping point
Understanding the interplay between social activities and disease dynamics is crucial for effective public health interventions. Recent studies using coupled behavior-disease models assumed homogeneous populations. However, heterogeneity in population, such as different social groups, cannot be igno...
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Published in | Mathematical biosciences Vol. 376; p. 109264 |
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Main Authors | , |
Format | Journal Article |
Language | English |
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Elsevier Inc
01.10.2024
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Abstract | Understanding the interplay between social activities and disease dynamics is crucial for effective public health interventions. Recent studies using coupled behavior-disease models assumed homogeneous populations. However, heterogeneity in population, such as different social groups, cannot be ignored. In this study, we divided the population into social media users and non-users, and investigated the impact of homophily (the tendency for individuals to associate with others similar to themselves) and online events on disease dynamics. Our results reveal that homophily hinders the adoption of vaccinating strategies, hastening the approach to a tipping point after which the population converges to an endemic equilibrium with no vaccine uptake. Furthermore, we find that online events can significantly influence disease dynamics, with early discussions on social media platforms serving as an early warning signal of potential disease outbreaks. Our model provides insights into the mechanisms underlying these phenomena and underscores the importance of considering homophily in disease modeling and public health strategies.
•Coupled model of disease dynamics and vaccination games between two social groups.•Lack of cross-group interactions could lead to early disease outbreaks.•Extreme events on social media could significantly affect disease dynamics.•Discussion on vaccination serves as signals for potential vaccine uptake collapse. |
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AbstractList | Understanding the interplay between social activities and disease dynamics is crucial for effective public health interventions. Recent studies using coupled behavior-disease models assumed homogeneous populations. However, heterogeneity in population, such as different social groups, cannot be ignored. In this study, we divided the population into social media users and non-users, and investigated the impact of homophily (the tendency for individuals to associate with others similar to themselves) and online events on disease dynamics. Our results revealed that homophily hinders the adoption of vaccinating strategies, hastening the approach to a tipping point after which the population converges to an endemic equilibrium with no vaccine uptake. Furthermore, we found that online events can significantly influence disease dynamics, with early discussions on social media platforms serving as an early warning signal of potential disease outbreaks. Our model provided insights into the mechanisms underlying these phenomena and underscored the importance of considering homophily in disease modeling and public health strategies. Understanding the interplay between social activities and disease dynamics is crucial for effective public health interventions. Recent studies using coupled behavior-disease models assumed homogeneous populations. However, heterogeneity in population, such as different social groups, cannot be ignored. In this study, we divided the population into social media users and non-users, and investigated the impact of homophily (the tendency for individuals to associate with others similar to themselves) and online events on disease dynamics. Our results reveal that homophily hinders the adoption of vaccinating strategies, hastening the approach to a tipping point after which the population converges to an endemic equilibrium with no vaccine uptake. Furthermore, we find that online events can significantly influence disease dynamics, with early discussions on social media platforms serving as an early warning signal of potential disease outbreaks. Our model provides insights into the mechanisms underlying these phenomena and underscores the importance of considering homophily in disease modeling and public health strategies.Understanding the interplay between social activities and disease dynamics is crucial for effective public health interventions. Recent studies using coupled behavior-disease models assumed homogeneous populations. However, heterogeneity in population, such as different social groups, cannot be ignored. In this study, we divided the population into social media users and non-users, and investigated the impact of homophily (the tendency for individuals to associate with others similar to themselves) and online events on disease dynamics. Our results reveal that homophily hinders the adoption of vaccinating strategies, hastening the approach to a tipping point after which the population converges to an endemic equilibrium with no vaccine uptake. Furthermore, we find that online events can significantly influence disease dynamics, with early discussions on social media platforms serving as an early warning signal of potential disease outbreaks. Our model provides insights into the mechanisms underlying these phenomena and underscores the importance of considering homophily in disease modeling and public health strategies. Understanding the interplay between social activities and disease dynamics is crucial for effective public health interventions. Recent studies using coupled behavior-disease models assumed homogeneous populations. However, heterogeneity in population, such as different social groups, cannot be ignored. In this study, we divided the population into social media users and non-users, and investigated the impact of homophily (the tendency for individuals to associate with others similar to themselves) and online events on disease dynamics. Our results reveal that homophily hinders the adoption of vaccinating strategies, hastening the approach to a tipping point after which the population converges to an endemic equilibrium with no vaccine uptake. Furthermore, we find that online events can significantly influence disease dynamics, with early discussions on social media platforms serving as an early warning signal of potential disease outbreaks. Our model provides insights into the mechanisms underlying these phenomena and underscores the importance of considering homophily in disease modeling and public health strategies. •Coupled model of disease dynamics and vaccination games between two social groups.•Lack of cross-group interactions could lead to early disease outbreaks.•Extreme events on social media could significantly affect disease dynamics.•Discussion on vaccination serves as signals for potential vaccine uptake collapse. |
ArticleNumber | 109264 |
Author | He, Zitao Bauch, Chris T. |
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Cites_doi | 10.1001/jamapediatrics.2015.0384 10.1016/j.jtbi.2018.03.032 10.1016/j.epidem.2014.09.005 10.1056/NEJMoa1602295 10.1016/j.heliyon.2023.e19094 10.1001/jama.2016.1353 10.1016/j.vaccine.2007.02.071 10.1073/pnas.0810762106 10.3389/frai.2023.1023281 10.1080/03637751.2019.1575255 10.1146/annurev.soc.27.1.415 10.1126/science.287.5453.667 10.1098/rsif.2008.0271 10.15585/mmwr.mm6627a1 10.1073/pnas.1704093114 10.1063/1.4913758 10.1103/PhysRevLett.111.128701 10.15585/mmwr.mm6747a6 10.1371/journal.pone.0045653 10.1073/pnas.2106140118 10.1098/rsif.2016.0820 10.1093/oxfordjournals.aje.a114471 10.1371/journal.pone.0041010 10.1016/S0140-6736(97)11096-0 10.1098/rsif.2021.0555 10.14745/ccdr.v41i07a01 10.1093/infdis/jiy701 10.1098/rsif.2010.0142 10.1016/j.vaccine.2011.05.028 10.1056/NEJMp1905099 10.1371/journal.pcbi.1002452 10.1371/journal.pcbi.1006204 10.1016/S1473-3099(17)30307-9 10.14745/ccdr.v42i07a01 10.4103/0019-5545.82529 10.1126/science.1185231 10.1001/jama.2020.20895 10.1016/j.jtbi.2011.11.005 10.1037/0022-3514.58.6.1015 10.1371/journal.pcbi.1002199 10.1371/journal.pmed.1002578 10.15585/mmwr.mm6819a4 10.1038/nature08227 10.1098/rsif.2017.0115 10.1080/17513750802638399 10.1098/rspb.2005.3153 10.15585/mmwr.mm6840e2 10.3389/fpubh.2019.00081 10.1371/journal.pcbi.1002469 10.15585/mmwr.mm6819a5 10.1103/PhysRevE.81.057102 10.1371/journal.pone.0012530 10.3390/vaccines10071081 10.1073/pnas.0403823101 |
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Keywords | Homophily Social learning Game theory Vaccination Behavioral epidemiology |
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References | Pananos, Bury, Wang, Schonfeld, Mohanty, Nyhan, Salathé, Bauch (b39) 2017; 114 Centers for Disease Control and Prevention (b38) 2018 Menard, Bury, Bauch, Anand (b49) 2021; 288 California Department of Public Health (b15) 2020 Bury, Sujith, Pavithran, Scheffer, Lenton, Anand, Bauch (b53) 2021; 118 Cialdini, Reno, Kallgren (b46) 1990; 58 Müller, Salathé (b78) 2019; 7 d’Onofrio, Manfredi, Poletti (b27) 2012; 7 Public Health England (b74) 2018; 12 Paules, Marston, Fauci (b5) 2019; 380 Wakefield, Murch, Anthony, Linnell, Casson, Malik, Berelowitz, Dhillon, Thomson, Harvey, Valentine, Davies, Walker-Smith (b9) 1998; 351 Lee, Clemmons, Patel, Gastañaduy (b7) 2018; 219 Funk, Salathé, Jansen (b19) 2010; 7 Bury (b76) 2023; 8 Funk, Bansal, Bauch, Eames, Edmunds, Galvani, Klepac (b17) 2015; 10 Chen, Fu (b62) 2019; 286 World Health Organization (b64) 2019 Müller, Salathé, Kummervold (b77) 2023; 6 Lalley (b79) 2007 Perrin, Anderson (b50) 2019 Bauch (b22) 2005; 272 Sherrard, Hiebert, Cunliffe, Mendoza, Cutler (b72) 2016; 42 McDonald, Ruppert, Souto, Johns, McKay, Bessette, McNulty, Crawford, Bryant, Mosquera, Frontin, Deluna-Evans, Regenye, Zaremski, Landis, Sullivan, Rumpf, Doherty, Sen, Adler, DiFedele, Ostrowski, Compton, Rausch-Phung, Gelman, Montana, Blog, Hutton, Zucker (b68) 2019; 68 Helbing, Lozano (b48) 2010; 81 Olive, Hotez, Damania, Nolan (b11) 2018; 15 Gastañaduy, Budd, Fisher, Redd, Fletcher, Miller, McFadden, Rota, Rota, Hickman, Fowler, Tatham, Wallace, de Fijter, Parker Fiebelkorn, DiOrio (b70) 2016; 375 Bauch, Bhattacharyya (b25) 2012; 8 Hall, Banerjee, Kenyon, Strain, Griffith, Como-Sabetti, Heath, Bahta, Martin, McMahon, Johnson, Roddy, Dunn, Ehresmann (b66) 2017; 66 McPherson, Smith-Lovin, Cook (b42) 2001; 27 Glaubitz, Fu (b60) 2023; 9 Dakos, Carpenter, Brock, Ellison, Guttal, Ives, Kéfi, Livina, Seekell, van Nes, Scheffer (b34) 2012; 7 Anderson, May (b41) 1991 Funk, Gilad, Watkins, Jansen (b16) 2009; 106 Mello (b57) 2008 Warden (b75) 2010 Centers for Disease Control and Prevention (b4) 2020 Majumder, Cohn, Mekaru, Huston, Brownstein (b14) 2015; 169 Salathé, Bonhoeffer (b23) 2008; 5 Salathé, Khandelwal (b54) 2011; 7 Dabbagh, Laws, Steulet, Dumolard, Mulders, Kretsinger, Alexander, Rota, Goodson (b6) 2018; 67 Bhattacharyya, Bauch (b24) 2011; 29 Granell, Gómez, Arenas (b61) 2013; 111 Hutchens, Hmielowski, Beam (b55) 2019; 86 Helbing, Johansson (b47) 2010; 5 World Health Organization (b2) 2017; 92 Benecke, DeYoung (b12) 2019; 6 Bauch, Earn (b21) 2004; 101 Brett, Drake, Rohani (b36) 2017; 14 Ndeffo Mbah, Liu, Bauch, Tekel, Medlock, Meyers, Galvani (b31) 2012; 8 Scheffer, Bascompte, Brock, Brovkin, Carpenter, Dakos, Held, van Nes, Rietkerk, Sugihara (b33) 2009; 461 Sherrard, Hiebert, Squires (b71) 2015; 41 Guerra, Bolotin, Lim, Heffernan, Deeks, Li, Crowcroft (b52) 2017; 17 Verelst, Willem, Beutels (b20) 2016; 13 Sun (b59) 2017 Reluga (b30) 2009; 3 Brett, O’Dea, Marty, Miller, Park, Drake, Rohani (b37) 2018; 14 Waszkiewicz, Lewulis, Górski, Czarnecki, Feleszko (b44) 2022; 10 Patel, Lee, Clemmons, Redd, Poser, Blog, Zucker, Leung, Link-Gelles, Pham, Arciuolo, Rausch-Phung, Bankamp, Rota, Weinbaum, Gastañaduy (b8) 2019; 68 Zipprich, Winter, Hacker, Xia, Watt, Harriman (b65) 2015; 64 Smith, Yarwood, Salisbury (b45) 2007; 25 Morales, Borondo, Losada, Benito (b56) 2015; 25 Oraby, Thampi, Bauch (b29) 2014; 281 Carlson, Riethman, Gastañaduy, Lee, Leung, Holshue, DeBolt, Melnick (b67) 2019; 68 Dinesh, Odabaş (b51) 2023 Southall, Brett, Tildesley, Dyson (b32) 2021; 18 Earn, Rohani, Bolker, Grenfell (b1) 2000; 287 Sathyanarayana Rao, Andrade (b10) 2011; 53 Centola (b43) 2010; 329 Fine, Clarkson (b18) 1986; 124 Jentsch, Anand, Bauch (b35) 2018; 448 Desai, Majumder (b58) 2020; 324 Phadke, Bednarczyk, Salmon, Omer (b3) 2016; 315 Dicker, Coronado, Koo, Parrish (b63) 2006 Helbing (b40) 2010 Gastañaduy, Redd, Fiebelkorn, Rota, Rota, Bellini, Seward, Wallace (b69) 2014; 63 Shim, Grefenstette, Albert, Cakouros, Burke (b28) 2012; 295 Thompson (b13) 2009 Bauch, d’Onofrio, Manfredi (b26) 2012 Public Health England (b73) 2017; 11 California Department of Public Health (10.1016/j.mbs.2024.109264_b15) 2020 Helbing (10.1016/j.mbs.2024.109264_b47) 2010; 5 Anderson (10.1016/j.mbs.2024.109264_b41) 1991 Bauch (10.1016/j.mbs.2024.109264_b25) 2012; 8 Gastañaduy (10.1016/j.mbs.2024.109264_b69) 2014; 63 World Health Organization (10.1016/j.mbs.2024.109264_b64) 2019 Helbing (10.1016/j.mbs.2024.109264_b40) 2010 Granell (10.1016/j.mbs.2024.109264_b61) 2013; 111 Funk (10.1016/j.mbs.2024.109264_b19) 2010; 7 Mello (10.1016/j.mbs.2024.109264_b57) 2008 Verelst (10.1016/j.mbs.2024.109264_b20) 2016; 13 Jentsch (10.1016/j.mbs.2024.109264_b35) 2018; 448 Patel (10.1016/j.mbs.2024.109264_b8) 2019; 68 Wakefield (10.1016/j.mbs.2024.109264_b9) 1998; 351 Sun (10.1016/j.mbs.2024.109264_b59) 2017 d’Onofrio (10.1016/j.mbs.2024.109264_b27) 2012; 7 Fine (10.1016/j.mbs.2024.109264_b18) 1986; 124 Earn (10.1016/j.mbs.2024.109264_b1) 2000; 287 Dicker (10.1016/j.mbs.2024.109264_b63) 2006 Bhattacharyya (10.1016/j.mbs.2024.109264_b24) 2011; 29 Hutchens (10.1016/j.mbs.2024.109264_b55) 2019; 86 Lee (10.1016/j.mbs.2024.109264_b7) 2018; 219 Perrin (10.1016/j.mbs.2024.109264_b50) 2019 Waszkiewicz (10.1016/j.mbs.2024.109264_b44) 2022; 10 Bauch (10.1016/j.mbs.2024.109264_b22) 2005; 272 Carlson (10.1016/j.mbs.2024.109264_b67) 2019; 68 Helbing (10.1016/j.mbs.2024.109264_b48) 2010; 81 Brett (10.1016/j.mbs.2024.109264_b37) 2018; 14 Morales (10.1016/j.mbs.2024.109264_b56) 2015; 25 Sherrard (10.1016/j.mbs.2024.109264_b71) 2015; 41 Public Health England (10.1016/j.mbs.2024.109264_b74) 2018; 12 Shim (10.1016/j.mbs.2024.109264_b28) 2012; 295 Guerra (10.1016/j.mbs.2024.109264_b52) 2017; 17 Bury (10.1016/j.mbs.2024.109264_b76) 2023; 8 Funk (10.1016/j.mbs.2024.109264_b17) 2015; 10 Centers for Disease Control and Prevention (10.1016/j.mbs.2024.109264_b4) 2020 Salathé (10.1016/j.mbs.2024.109264_b54) 2011; 7 Thompson (10.1016/j.mbs.2024.109264_b13) 2009 Desai (10.1016/j.mbs.2024.109264_b58) 2020; 324 Reluga (10.1016/j.mbs.2024.109264_b30) 2009; 3 Pananos (10.1016/j.mbs.2024.109264_b39) 2017; 114 Bauch (10.1016/j.mbs.2024.109264_b21) 2004; 101 Bauch (10.1016/j.mbs.2024.109264_b26) 2012 Cialdini (10.1016/j.mbs.2024.109264_b46) 1990; 58 Bury (10.1016/j.mbs.2024.109264_b53) 2021; 118 Salathé (10.1016/j.mbs.2024.109264_b23) 2008; 5 Müller (10.1016/j.mbs.2024.109264_b77) 2023; 6 Funk (10.1016/j.mbs.2024.109264_b16) 2009; 106 McDonald (10.1016/j.mbs.2024.109264_b68) 2019; 68 Majumder (10.1016/j.mbs.2024.109264_b14) 2015; 169 Centola (10.1016/j.mbs.2024.109264_b43) 2010; 329 Ndeffo Mbah (10.1016/j.mbs.2024.109264_b31) 2012; 8 Gastañaduy (10.1016/j.mbs.2024.109264_b70) 2016; 375 Southall (10.1016/j.mbs.2024.109264_b32) 2021; 18 Scheffer (10.1016/j.mbs.2024.109264_b33) 2009; 461 Glaubitz (10.1016/j.mbs.2024.109264_b60) 2023; 9 Sherrard (10.1016/j.mbs.2024.109264_b72) 2016; 42 Public Health England (10.1016/j.mbs.2024.109264_b73) 2017; 11 Warden (10.1016/j.mbs.2024.109264_b75) 2010 Müller (10.1016/j.mbs.2024.109264_b78) 2019; 7 Smith (10.1016/j.mbs.2024.109264_b45) 2007; 25 Centers for Disease Control and Prevention (10.1016/j.mbs.2024.109264_b38) 2018 Menard (10.1016/j.mbs.2024.109264_b49) 2021; 288 Zipprich (10.1016/j.mbs.2024.109264_b65) 2015; 64 Oraby (10.1016/j.mbs.2024.109264_b29) 2014; 281 Dakos (10.1016/j.mbs.2024.109264_b34) 2012; 7 Hall (10.1016/j.mbs.2024.109264_b66) 2017; 66 Dabbagh (10.1016/j.mbs.2024.109264_b6) 2018; 67 Paules (10.1016/j.mbs.2024.109264_b5) 2019; 380 Sathyanarayana Rao (10.1016/j.mbs.2024.109264_b10) 2011; 53 Phadke (10.1016/j.mbs.2024.109264_b3) 2016; 315 Benecke (10.1016/j.mbs.2024.109264_b12) 2019; 6 Dinesh (10.1016/j.mbs.2024.109264_b51) 2023 McPherson (10.1016/j.mbs.2024.109264_b42) 2001; 27 Lalley (10.1016/j.mbs.2024.109264_b79) 2007 World Health Organization (10.1016/j.mbs.2024.109264_b2) 2017; 92 Olive (10.1016/j.mbs.2024.109264_b11) 2018; 15 Brett (10.1016/j.mbs.2024.109264_b36) 2017; 14 Chen (10.1016/j.mbs.2024.109264_b62) 2019; 286 |
References_xml | – volume: 8 year: 2012 ident: b25 article-title: Evolutionary game theory and social learning can determine how vaccine scares unfold publication-title: PLoS Comput. Biol. contributor: fullname: Bhattacharyya – volume: 295 start-page: 194 year: 2012 end-page: 203 ident: b28 article-title: A game dynamic model for vaccine skeptics and vaccine believers: Measles as an example publication-title: J. Theoret. Biol. contributor: fullname: Burke – volume: 8 year: 2023 ident: b76 article-title: ewstools: A Python package for early warning signals of bifurcations in time series data publication-title: Open Source Softw. contributor: fullname: Bury – year: 2007 ident: b79 article-title: Lévy processes, stable processes, and subordinators contributor: fullname: Lalley – year: 2020 ident: b15 article-title: School immunizations in kindergarten by academic year contributor: fullname: California Department of Public Health – volume: 9 year: 2023 ident: b60 article-title: Population heterogeneity in vaccine coverage impacts epidemic thresholds and bifurcation dynamics publication-title: Heliyon contributor: fullname: Fu – volume: 329 start-page: 1194 year: 2010 end-page: 1197 ident: b43 article-title: The spread of behavior in an online social network experiment publication-title: Science contributor: fullname: Centola – volume: 448 start-page: 17 year: 2018 end-page: 25 ident: b35 article-title: Spatial correlation as an early warning signal of regime shifts in a multiplex disease-behaviour network publication-title: J. Theoret. Biol. contributor: fullname: Bauch – volume: 219 start-page: 1616 year: 2018 end-page: 1623 ident: b7 article-title: International importations of measles virus into the United States during the postelimination era, 2001–2016 publication-title: J. Infect. Dis. contributor: fullname: Gastañaduy – volume: 8 year: 2012 ident: b31 article-title: The impact of imitation on vaccination behavior in social contact networks publication-title: PLoS Comput. Biol. contributor: fullname: Galvani – volume: 6 year: 2023 ident: b77 article-title: COVID-Twitter-BERT: A natural language processing model to analyse COVID-19 content on Twitter publication-title: Front. Artif. Intell. contributor: fullname: Kummervold – volume: 14 year: 2018 ident: b37 article-title: Anticipating epidemic transitions with imperfect data publication-title: PLoS Comput. Biol. contributor: fullname: Rohani – volume: 68 start-page: 444 year: 2019 end-page: 445 ident: b68 article-title: Notes from the field: Measles outbreaks from imported cases in orthodox Jewish communities — New York and New Jersey, 2018–2019 publication-title: MMWR. Morb. Mortal. Wkly. Rep. contributor: fullname: Zucker – year: 2017 ident: b59 article-title: Anti-vaccine activists spark a state’s worst measles outbreak in decades contributor: fullname: Sun – volume: 11 year: 2017 ident: b73 article-title: Laboratory confirmed cases of measles, mumps and rubella, England: October to December 2016 publication-title: Health Prot. Rep. contributor: fullname: Public Health England – volume: 461 start-page: 53 year: 2009 end-page: 59 ident: b33 article-title: Early-warning signals for critical transitions publication-title: Nature contributor: fullname: Sugihara – volume: 14 year: 2017 ident: b36 article-title: Anticipating the emergence of infectious diseases publication-title: J. R. Soc. Interface contributor: fullname: Rohani – volume: 64 start-page: 153 year: 2015 end-page: 154 ident: b65 article-title: Measles outbreak — California, December 2014–February 2015 publication-title: MMWR. Morb. Mortal. Wkly. Rep. contributor: fullname: Harriman – volume: 287 start-page: 667 year: 2000 end-page: 670 ident: b1 article-title: A simple model for complex dynamical transitions in epidemics publication-title: Science contributor: fullname: Grenfell – volume: 7 year: 2012 ident: b34 article-title: Methods for detecting early warnings of critical transitions in time series illustrated using simulated ecological data publication-title: PLoS ONE contributor: fullname: Scheffer – volume: 58 start-page: 1015 year: 1990 end-page: 1026 ident: b46 article-title: A focus theory of normative conduct: Recycling the concept of norms to reduce littering in public places publication-title: Pers. Soc. Psychol. contributor: fullname: Kallgren – volume: 66 start-page: 713 year: 2017 end-page: 717 ident: b66 article-title: Measles outbreak — Minnesota April–May 2017 publication-title: MMWR. Morb. Mortal. Wkly. Rep. contributor: fullname: Ehresmann – year: 2020 ident: b4 article-title: Measles history contributor: fullname: Centers for Disease Control and Prevention – volume: 10 start-page: 21 year: 2015 end-page: 25 ident: b17 article-title: Nine challenges in incorporating the dynamics of behaviour in infectious diseases models publication-title: Epidemics contributor: fullname: Klepac – year: 1991 ident: b41 article-title: Infectious Diseases of Humans: Dynamics and Control contributor: fullname: May – year: 2010 ident: b75 article-title: Geodict: a simple Python library/tool for pulling location information from unstructured text contributor: fullname: Warden – year: 2010 ident: b40 article-title: Quantitative Sociodynamics: Stochastic Methods and Models of Social Interaction Processes contributor: fullname: Helbing – volume: 288 year: 2021 ident: b49 article-title: When conflicts get heated, so does the planet: coupled social-climate dynamics under inequality publication-title: Proc. R. Soc. B Biol. Sci. contributor: fullname: Anand – volume: 15 year: 2018 ident: b11 article-title: The state of the antivaccine movement in the United States: A focused examination of nonmedical exemptions in states and counties publication-title: PLoS Med. contributor: fullname: Nolan – volume: 286 year: 2019 ident: b62 article-title: Imperfect vaccine and hysteresis publication-title: Proc. R. Soc. B Biol. Sci. contributor: fullname: Fu – volume: 81 year: 2010 ident: b48 article-title: Phase transitions to cooperation in the prisoner’s dilemma publication-title: Phys. Rev. E contributor: fullname: Lozano – volume: 375 start-page: 1343 year: 2016 end-page: 1354 ident: b70 article-title: A measles outbreak in an underimmunized Amish community in Ohio publication-title: N. Engl. J. Med. contributor: fullname: DiOrio – volume: 124 start-page: 1012 year: 1986 end-page: 1020 ident: b18 article-title: Individual versus public priorities in the determination of optimal vaccination policies publication-title: Am. J. Epidemiol. contributor: fullname: Clarkson – volume: 68 start-page: 446 year: 2019 end-page: 447 ident: b67 article-title: Notes from the field: Community outbreak of measles — Clark County, Washington, 2018–2019 publication-title: MMWR. Morb. Mortal. Wkly. Rep. contributor: fullname: Melnick – volume: 42 start-page: 139 year: 2016 end-page: 145 ident: b72 article-title: Measles surveillance in Canada: 2015 publication-title: Can. Commun. Dis. Rep. contributor: fullname: Cutler – year: 2023 ident: b51 article-title: 8 facts about Americans and Twitter as it rebrands to X contributor: fullname: Odabaş – volume: 272 start-page: 1669 year: 2005 end-page: 1675 ident: b22 article-title: Imitation dynamics predict vaccinating behaviour publication-title: Proc. R. Soc. B Biol. Sci. contributor: fullname: Bauch – volume: 27 start-page: 415 year: 2001 end-page: 555 ident: b42 article-title: Birds of a feather: Homophily in social networks publication-title: Annu. Rev. Sociol. contributor: fullname: Cook – volume: 380 start-page: 2185 year: 2019 end-page: 2187 ident: b5 article-title: Measles in 2019 — Going backward publication-title: N. Engl. J. Med. contributor: fullname: Fauci – volume: 114 start-page: 13762 year: 2017 end-page: 13767 ident: b39 article-title: Critical dynamics in population vaccinating behavior publication-title: Proc. Natl. Acad. Sci. USA contributor: fullname: Bauch – volume: 10 start-page: 1081 year: 2022 ident: b44 article-title: Public vaccination reluctance: What makes us change our minds? Results of a longitudinal cohort survey publication-title: Vaccines contributor: fullname: Feleszko – volume: 6 year: 2019 ident: b12 article-title: Anti-vaccine decision-making and measles resurgence in the United States publication-title: Glob. Pediatr. Health contributor: fullname: DeYoung – year: 2019 ident: b64 article-title: Measles outbreak toolkit contributor: fullname: World Health Organization – volume: 281 year: 2014 ident: b29 article-title: The influence of social norms on the dynamics of vaccinating behaviour for paediatric infectious diseases publication-title: Proc. R. Soc. B Biol. Sci. contributor: fullname: Bauch – volume: 41 start-page: 157 year: 2015 end-page: 168 ident: b71 article-title: Measles surveillance in Canada: Trends for 2014 publication-title: Can. Commun. Dis. Rep. contributor: fullname: Squires – volume: 53 start-page: 95 year: 2011 end-page: 96 ident: b10 article-title: The MMR vaccine and autism: Sensation, refutation, retraction, and fraud publication-title: Indian J. Psychiatry contributor: fullname: Andrade – volume: 7 start-page: 1247 year: 2010 end-page: 1256 ident: b19 article-title: Modelling the influence of human behaviour on the spread of infectious diseases: a review publication-title: J. R. Soc. Interface contributor: fullname: Jansen – volume: 18 year: 2021 ident: b32 article-title: Early warning signals of infectious disease transitions: a review publication-title: J. R. Soc. Interface contributor: fullname: Dyson – volume: 169 start-page: 494 year: 2015 end-page: 495 ident: b14 article-title: Substandard vaccination compliance and the 2015 measles outbreak publication-title: JAMA Pediatr. contributor: fullname: Brownstein – volume: 13 year: 2016 ident: b20 article-title: Behavioural change models for infectious disease transmission: a systematic review (2010–2015) publication-title: J. R. Soc. Interface contributor: fullname: Beutels – year: 2018 ident: b38 article-title: About the National Immunization Surveys (NIS) contributor: fullname: Centers for Disease Control and Prevention – start-page: 1 year: 2012 end-page: 19 ident: b26 article-title: Behavioral epidemiology of infectious diseases: An overview publication-title: Modeling the Interplay Between Human Behavior and the Spread of Infectious Diseases contributor: fullname: Manfredi – volume: 3 start-page: 515 year: 2009 end-page: 531 ident: b30 article-title: An SIS epidemiology game with two subpopulations publication-title: J. Biol. Dyn. contributor: fullname: Reluga – volume: 17 start-page: e420 year: 2017 end-page: e428 ident: b52 article-title: The basic reproduction number ( publication-title: Lancet Infect. Dis. contributor: fullname: Crowcroft – year: 2019 ident: b50 article-title: Share of U.S. adults using social media, including Facebook, is mostly unchanged since 2018 contributor: fullname: Anderson – year: 2008 ident: b57 article-title: Fat-tailed distributions and levy processes contributor: fullname: Mello – volume: 7 year: 2012 ident: b27 article-title: The interplay of public intervention and private choices in determining the outcome of vaccination programmes publication-title: PLoS ONE contributor: fullname: Poletti – volume: 12 year: 2018 ident: b74 article-title: Laboratory-confirmed cases of measles, rubella and mumps, England: July to September 2018 publication-title: Health Prot. Rep. contributor: fullname: Public Health England – volume: 92 start-page: 205 year: 2017 end-page: 227 ident: b2 article-title: Measles vaccines: WHO position paper – April 2017 publication-title: Wkly. Epidemiol. Rec. contributor: fullname: World Health Organization – volume: 111 year: 2013 ident: b61 article-title: Dynamical interplay between awareness and epidemic spreading in multiplex networks publication-title: Phys. Rev. Lett. contributor: fullname: Arenas – volume: 25 start-page: 3996 year: 2007 end-page: 4002 ident: b45 article-title: Tracking mothers’ attitudes to MMR immunisation 1996–2006 publication-title: Vaccine contributor: fullname: Salisbury – volume: 351 start-page: 637 year: 1998 end-page: 641 ident: b9 article-title: RETRACTED: Ileal-lymphoid-nodular hyperplasia, non-specific colitis, and pervasive developmental disorder in children publication-title: Lancet contributor: fullname: Walker-Smith – volume: 324 start-page: 2113 year: 2020 ident: b58 article-title: What is herd immunity? publication-title: JAMA contributor: fullname: Majumder – volume: 29 start-page: 5519 year: 2011 end-page: 5525 ident: b24 article-title: “Wait and see” vaccinating behaviour during a pandemic: A game theoretic analysis publication-title: Vaccine contributor: fullname: Bauch – volume: 86 start-page: 357 year: 2019 end-page: 376 ident: b55 article-title: Reinforcing spirals of political discussion and affective polarization publication-title: Commun. Monogr. contributor: fullname: Beam – volume: 315 start-page: 1149 year: 2016 end-page: 1158 ident: b3 article-title: Association between vaccine refusal and vaccine-preventable diseases in the United States: A review of measles and pertussis publication-title: JAMA contributor: fullname: Omer – volume: 118 year: 2021 ident: b53 article-title: Deep learning for early warning signals of tipping points publication-title: Proc. Natl. Acad. Sci. USA contributor: fullname: Bauch – volume: 7 year: 2019 ident: b78 article-title: Crowdbreaks: Tracking health trends using public social media data and crowdsourcing publication-title: Front. Public Health contributor: fullname: Salathé – volume: 7 year: 2011 ident: b54 article-title: Assessing vaccination sentiments with online social media: Implications for infectious disease dynamics and control publication-title: PLoS Comput. Biol. contributor: fullname: Khandelwal – volume: 68 start-page: 893 year: 2019 end-page: 896 ident: b8 article-title: National update on measles cases and outbreaks — United States, January 1–October 1, 2019 publication-title: Morb. Mortal. Wkly. Rep. contributor: fullname: Gastañaduy – volume: 106 start-page: 6872 year: 2009 end-page: 6877 ident: b16 article-title: The spread of awareness and its impact on epidemic outbreaks publication-title: Proc. Natl. Acad. Sci. USA contributor: fullname: Jansen – volume: 25 year: 2015 ident: b56 article-title: Measuring political polarization: Twitter shows the two sides of Venezuela publication-title: Chaos contributor: fullname: Benito – volume: 63 start-page: 496 year: 2014 end-page: 499 ident: b69 article-title: Measles — United States, January 1–May 23, 2014 publication-title: MMWR. Morb. Mortal. Wkly. Rep. contributor: fullname: Wallace – volume: 5 start-page: 1505 year: 2008 end-page: 1508 ident: b23 article-title: The effect of opinion clustering on disease outbreaks publication-title: J. R. Soc. Interface contributor: fullname: Bonhoeffer – volume: 67 start-page: 1323 year: 2018 end-page: 1329 ident: b6 article-title: Progress toward regional measles elimination — Worldwide, 2000–2017 publication-title: Morb. Mortal. Wkly. Rep. contributor: fullname: Goodson – year: 2006 ident: b63 article-title: Principles of Epidemiology in Public Health Practice; An Introduction to Applied Epidemiology and Biostatistics contributor: fullname: Parrish – volume: 101 start-page: 13391 year: 2004 end-page: 13394 ident: b21 article-title: Vaccination and the theory of games publication-title: Proc. Natl. Acad. Sci. USA contributor: fullname: Earn – volume: 5 year: 2010 ident: b47 article-title: Cooperation, norms, and revolutions: A unified game-theoretical approach publication-title: PLoS ONE contributor: fullname: Johansson – year: 2009 ident: b13 article-title: Measles and MMR statistics contributor: fullname: Thompson – volume: 169 start-page: 494 issue: 5 year: 2015 ident: 10.1016/j.mbs.2024.109264_b14 article-title: Substandard vaccination compliance and the 2015 measles outbreak publication-title: JAMA Pediatr. doi: 10.1001/jamapediatrics.2015.0384 contributor: fullname: Majumder – volume: 448 start-page: 17 year: 2018 ident: 10.1016/j.mbs.2024.109264_b35 article-title: Spatial correlation as an early warning signal of regime shifts in a multiplex disease-behaviour network publication-title: J. Theoret. Biol. doi: 10.1016/j.jtbi.2018.03.032 contributor: fullname: Jentsch – year: 2009 ident: 10.1016/j.mbs.2024.109264_b13 contributor: fullname: Thompson – volume: 10 start-page: 21 year: 2015 ident: 10.1016/j.mbs.2024.109264_b17 article-title: Nine challenges in incorporating the dynamics of behaviour in infectious diseases models publication-title: Epidemics doi: 10.1016/j.epidem.2014.09.005 contributor: fullname: Funk – year: 2018 ident: 10.1016/j.mbs.2024.109264_b38 contributor: fullname: Centers for Disease Control and Prevention – volume: 375 start-page: 1343 issue: 14 year: 2016 ident: 10.1016/j.mbs.2024.109264_b70 article-title: A measles outbreak in an underimmunized Amish community in Ohio publication-title: N. Engl. J. Med. doi: 10.1056/NEJMoa1602295 contributor: fullname: Gastañaduy – volume: 9 issue: 9 year: 2023 ident: 10.1016/j.mbs.2024.109264_b60 article-title: Population heterogeneity in vaccine coverage impacts epidemic thresholds and bifurcation dynamics publication-title: Heliyon doi: 10.1016/j.heliyon.2023.e19094 contributor: fullname: Glaubitz – volume: 315 start-page: 1149 issue: 11 year: 2016 ident: 10.1016/j.mbs.2024.109264_b3 article-title: Association between vaccine refusal and vaccine-preventable diseases in the United States: A review of measles and pertussis publication-title: JAMA doi: 10.1001/jama.2016.1353 contributor: fullname: Phadke – volume: 25 start-page: 3996 issue: 20 year: 2007 ident: 10.1016/j.mbs.2024.109264_b45 article-title: Tracking mothers’ attitudes to MMR immunisation 1996–2006 publication-title: Vaccine doi: 10.1016/j.vaccine.2007.02.071 contributor: fullname: Smith – volume: 106 start-page: 6872 issue: 16 year: 2009 ident: 10.1016/j.mbs.2024.109264_b16 article-title: The spread of awareness and its impact on epidemic outbreaks publication-title: Proc. Natl. Acad. Sci. USA doi: 10.1073/pnas.0810762106 contributor: fullname: Funk – volume: 286 issue: 1894 year: 2019 ident: 10.1016/j.mbs.2024.109264_b62 article-title: Imperfect vaccine and hysteresis publication-title: Proc. R. Soc. B Biol. Sci. contributor: fullname: Chen – volume: 6 year: 2023 ident: 10.1016/j.mbs.2024.109264_b77 article-title: COVID-Twitter-BERT: A natural language processing model to analyse COVID-19 content on Twitter publication-title: Front. Artif. Intell. doi: 10.3389/frai.2023.1023281 contributor: fullname: Müller – volume: 86 start-page: 357 issue: 3 year: 2019 ident: 10.1016/j.mbs.2024.109264_b55 article-title: Reinforcing spirals of political discussion and affective polarization publication-title: Commun. Monogr. doi: 10.1080/03637751.2019.1575255 contributor: fullname: Hutchens – volume: 12 issue: 42 year: 2018 ident: 10.1016/j.mbs.2024.109264_b74 article-title: Laboratory-confirmed cases of measles, rubella and mumps, England: July to September 2018 publication-title: Health Prot. Rep. contributor: fullname: Public Health England – volume: 27 start-page: 415 issue: 1 year: 2001 ident: 10.1016/j.mbs.2024.109264_b42 article-title: Birds of a feather: Homophily in social networks publication-title: Annu. Rev. Sociol. doi: 10.1146/annurev.soc.27.1.415 contributor: fullname: McPherson – volume: 11 issue: 8 year: 2017 ident: 10.1016/j.mbs.2024.109264_b73 article-title: Laboratory confirmed cases of measles, mumps and rubella, England: October to December 2016 publication-title: Health Prot. Rep. contributor: fullname: Public Health England – volume: 287 start-page: 667 issue: 5453 year: 2000 ident: 10.1016/j.mbs.2024.109264_b1 article-title: A simple model for complex dynamical transitions in epidemics publication-title: Science doi: 10.1126/science.287.5453.667 contributor: fullname: Earn – volume: 5 start-page: 1505 issue: 29 year: 2008 ident: 10.1016/j.mbs.2024.109264_b23 article-title: The effect of opinion clustering on disease outbreaks publication-title: J. R. Soc. Interface doi: 10.1098/rsif.2008.0271 contributor: fullname: Salathé – volume: 66 start-page: 713 issue: 27 year: 2017 ident: 10.1016/j.mbs.2024.109264_b66 article-title: Measles outbreak — Minnesota April–May 2017 publication-title: MMWR. Morb. Mortal. Wkly. Rep. doi: 10.15585/mmwr.mm6627a1 contributor: fullname: Hall – volume: 114 start-page: 13762 issue: 52 year: 2017 ident: 10.1016/j.mbs.2024.109264_b39 article-title: Critical dynamics in population vaccinating behavior publication-title: Proc. Natl. Acad. Sci. USA doi: 10.1073/pnas.1704093114 contributor: fullname: Pananos – volume: 25 issue: 3 year: 2015 ident: 10.1016/j.mbs.2024.109264_b56 article-title: Measuring political polarization: Twitter shows the two sides of Venezuela publication-title: Chaos doi: 10.1063/1.4913758 contributor: fullname: Morales – volume: 111 issue: 12 year: 2013 ident: 10.1016/j.mbs.2024.109264_b61 article-title: Dynamical interplay between awareness and epidemic spreading in multiplex networks publication-title: Phys. Rev. Lett. doi: 10.1103/PhysRevLett.111.128701 contributor: fullname: Granell – volume: 67 start-page: 1323 issue: 47 year: 2018 ident: 10.1016/j.mbs.2024.109264_b6 article-title: Progress toward regional measles elimination — Worldwide, 2000–2017 publication-title: Morb. Mortal. Wkly. Rep. doi: 10.15585/mmwr.mm6747a6 contributor: fullname: Dabbagh – volume: 7 issue: 10 year: 2012 ident: 10.1016/j.mbs.2024.109264_b27 article-title: The interplay of public intervention and private choices in determining the outcome of vaccination programmes publication-title: PLoS ONE doi: 10.1371/journal.pone.0045653 contributor: fullname: d’Onofrio – volume: 118 issue: 39 year: 2021 ident: 10.1016/j.mbs.2024.109264_b53 article-title: Deep learning for early warning signals of tipping points publication-title: Proc. Natl. Acad. Sci. USA doi: 10.1073/pnas.2106140118 contributor: fullname: Bury – year: 2007 ident: 10.1016/j.mbs.2024.109264_b79 contributor: fullname: Lalley – volume: 13 issue: 125 year: 2016 ident: 10.1016/j.mbs.2024.109264_b20 article-title: Behavioural change models for infectious disease transmission: a systematic review (2010–2015) publication-title: J. R. Soc. Interface doi: 10.1098/rsif.2016.0820 contributor: fullname: Verelst – volume: 124 start-page: 1012 issue: 6 year: 1986 ident: 10.1016/j.mbs.2024.109264_b18 article-title: Individual versus public priorities in the determination of optimal vaccination policies publication-title: Am. J. Epidemiol. doi: 10.1093/oxfordjournals.aje.a114471 contributor: fullname: Fine – volume: 7 issue: 7 year: 2012 ident: 10.1016/j.mbs.2024.109264_b34 article-title: Methods for detecting early warnings of critical transitions in time series illustrated using simulated ecological data publication-title: PLoS ONE doi: 10.1371/journal.pone.0041010 contributor: fullname: Dakos – volume: 63 start-page: 496 issue: 22 year: 2014 ident: 10.1016/j.mbs.2024.109264_b69 article-title: Measles — United States, January 1–May 23, 2014 publication-title: MMWR. Morb. Mortal. Wkly. Rep. contributor: fullname: Gastañaduy – year: 1991 ident: 10.1016/j.mbs.2024.109264_b41 contributor: fullname: Anderson – year: 2019 ident: 10.1016/j.mbs.2024.109264_b50 contributor: fullname: Perrin – volume: 351 start-page: 637 issue: 9103 year: 1998 ident: 10.1016/j.mbs.2024.109264_b9 article-title: RETRACTED: Ileal-lymphoid-nodular hyperplasia, non-specific colitis, and pervasive developmental disorder in children publication-title: Lancet doi: 10.1016/S0140-6736(97)11096-0 contributor: fullname: Wakefield – volume: 18 issue: 182 year: 2021 ident: 10.1016/j.mbs.2024.109264_b32 article-title: Early warning signals of infectious disease transitions: a review publication-title: J. R. Soc. Interface doi: 10.1098/rsif.2021.0555 contributor: fullname: Southall – volume: 288 issue: 1959 year: 2021 ident: 10.1016/j.mbs.2024.109264_b49 article-title: When conflicts get heated, so does the planet: coupled social-climate dynamics under inequality publication-title: Proc. R. Soc. B Biol. Sci. contributor: fullname: Menard – year: 2019 ident: 10.1016/j.mbs.2024.109264_b64 contributor: fullname: World Health Organization – volume: 41 start-page: 157 issue: 7 year: 2015 ident: 10.1016/j.mbs.2024.109264_b71 article-title: Measles surveillance in Canada: Trends for 2014 publication-title: Can. Commun. Dis. Rep. doi: 10.14745/ccdr.v41i07a01 contributor: fullname: Sherrard – volume: 219 start-page: 1616 issue: 10 year: 2018 ident: 10.1016/j.mbs.2024.109264_b7 article-title: International importations of measles virus into the United States during the postelimination era, 2001–2016 publication-title: J. Infect. Dis. doi: 10.1093/infdis/jiy701 contributor: fullname: Lee – volume: 7 start-page: 1247 issue: 50 year: 2010 ident: 10.1016/j.mbs.2024.109264_b19 article-title: Modelling the influence of human behaviour on the spread of infectious diseases: a review publication-title: J. R. Soc. Interface doi: 10.1098/rsif.2010.0142 contributor: fullname: Funk – volume: 29 start-page: 5519 issue: 33 year: 2011 ident: 10.1016/j.mbs.2024.109264_b24 article-title: “Wait and see” vaccinating behaviour during a pandemic: A game theoretic analysis publication-title: Vaccine doi: 10.1016/j.vaccine.2011.05.028 contributor: fullname: Bhattacharyya – volume: 380 start-page: 2185 issue: 23 year: 2019 ident: 10.1016/j.mbs.2024.109264_b5 article-title: Measles in 2019 — Going backward publication-title: N. Engl. J. Med. doi: 10.1056/NEJMp1905099 contributor: fullname: Paules – volume: 8 issue: 4 year: 2012 ident: 10.1016/j.mbs.2024.109264_b25 article-title: Evolutionary game theory and social learning can determine how vaccine scares unfold publication-title: PLoS Comput. Biol. doi: 10.1371/journal.pcbi.1002452 contributor: fullname: Bauch – volume: 14 issue: 6 year: 2018 ident: 10.1016/j.mbs.2024.109264_b37 article-title: Anticipating epidemic transitions with imperfect data publication-title: PLoS Comput. Biol. doi: 10.1371/journal.pcbi.1006204 contributor: fullname: Brett – volume: 17 start-page: e420 issue: 12 year: 2017 ident: 10.1016/j.mbs.2024.109264_b52 article-title: The basic reproduction number (R0) of measles: a systematic review publication-title: Lancet Infect. Dis. doi: 10.1016/S1473-3099(17)30307-9 contributor: fullname: Guerra – volume: 42 start-page: 139 issue: 7 year: 2016 ident: 10.1016/j.mbs.2024.109264_b72 article-title: Measles surveillance in Canada: 2015 publication-title: Can. Commun. Dis. Rep. doi: 10.14745/ccdr.v42i07a01 contributor: fullname: Sherrard – volume: 281 issue: 1780 year: 2014 ident: 10.1016/j.mbs.2024.109264_b29 article-title: The influence of social norms on the dynamics of vaccinating behaviour for paediatric infectious diseases publication-title: Proc. R. Soc. B Biol. Sci. contributor: fullname: Oraby – year: 2006 ident: 10.1016/j.mbs.2024.109264_b63 contributor: fullname: Dicker – volume: 53 start-page: 95 issue: 2 year: 2011 ident: 10.1016/j.mbs.2024.109264_b10 article-title: The MMR vaccine and autism: Sensation, refutation, retraction, and fraud publication-title: Indian J. Psychiatry doi: 10.4103/0019-5545.82529 contributor: fullname: Sathyanarayana Rao – year: 2010 ident: 10.1016/j.mbs.2024.109264_b40 contributor: fullname: Helbing – volume: 329 start-page: 1194 issue: 5996 year: 2010 ident: 10.1016/j.mbs.2024.109264_b43 article-title: The spread of behavior in an online social network experiment publication-title: Science doi: 10.1126/science.1185231 contributor: fullname: Centola – volume: 324 start-page: 2113 issue: 20 year: 2020 ident: 10.1016/j.mbs.2024.109264_b58 article-title: What is herd immunity? publication-title: JAMA doi: 10.1001/jama.2020.20895 contributor: fullname: Desai – volume: 295 start-page: 194 year: 2012 ident: 10.1016/j.mbs.2024.109264_b28 article-title: A game dynamic model for vaccine skeptics and vaccine believers: Measles as an example publication-title: J. Theoret. Biol. doi: 10.1016/j.jtbi.2011.11.005 contributor: fullname: Shim – volume: 58 start-page: 1015 issue: 6 year: 1990 ident: 10.1016/j.mbs.2024.109264_b46 article-title: A focus theory of normative conduct: Recycling the concept of norms to reduce littering in public places publication-title: Pers. Soc. Psychol. doi: 10.1037/0022-3514.58.6.1015 contributor: fullname: Cialdini – volume: 7 issue: 10 year: 2011 ident: 10.1016/j.mbs.2024.109264_b54 article-title: Assessing vaccination sentiments with online social media: Implications for infectious disease dynamics and control publication-title: PLoS Comput. Biol. doi: 10.1371/journal.pcbi.1002199 contributor: fullname: Salathé – year: 2020 ident: 10.1016/j.mbs.2024.109264_b15 contributor: fullname: California Department of Public Health – volume: 15 issue: 6 year: 2018 ident: 10.1016/j.mbs.2024.109264_b11 article-title: The state of the antivaccine movement in the United States: A focused examination of nonmedical exemptions in states and counties publication-title: PLoS Med. doi: 10.1371/journal.pmed.1002578 contributor: fullname: Olive – volume: 68 start-page: 444 issue: 19 year: 2019 ident: 10.1016/j.mbs.2024.109264_b68 article-title: Notes from the field: Measles outbreaks from imported cases in orthodox Jewish communities — New York and New Jersey, 2018–2019 publication-title: MMWR. Morb. Mortal. Wkly. Rep. doi: 10.15585/mmwr.mm6819a4 contributor: fullname: McDonald – volume: 461 start-page: 53 issue: 7260 year: 2009 ident: 10.1016/j.mbs.2024.109264_b33 article-title: Early-warning signals for critical transitions publication-title: Nature doi: 10.1038/nature08227 contributor: fullname: Scheffer – year: 2008 ident: 10.1016/j.mbs.2024.109264_b57 contributor: fullname: Mello – volume: 8 issue: 82 year: 2023 ident: 10.1016/j.mbs.2024.109264_b76 article-title: ewstools: A Python package for early warning signals of bifurcations in time series data publication-title: Open Source Softw. contributor: fullname: Bury – volume: 92 start-page: 205 issue: 17 year: 2017 ident: 10.1016/j.mbs.2024.109264_b2 article-title: Measles vaccines: WHO position paper – April 2017 publication-title: Wkly. Epidemiol. Rec. contributor: fullname: World Health Organization – year: 2023 ident: 10.1016/j.mbs.2024.109264_b51 contributor: fullname: Dinesh – volume: 14 issue: 132 year: 2017 ident: 10.1016/j.mbs.2024.109264_b36 article-title: Anticipating the emergence of infectious diseases publication-title: J. R. Soc. Interface doi: 10.1098/rsif.2017.0115 contributor: fullname: Brett – volume: 3 start-page: 515 issue: 5 year: 2009 ident: 10.1016/j.mbs.2024.109264_b30 article-title: An SIS epidemiology game with two subpopulations publication-title: J. Biol. Dyn. doi: 10.1080/17513750802638399 contributor: fullname: Reluga – volume: 272 start-page: 1669 issue: 1573 year: 2005 ident: 10.1016/j.mbs.2024.109264_b22 article-title: Imitation dynamics predict vaccinating behaviour publication-title: Proc. R. Soc. B Biol. Sci. doi: 10.1098/rspb.2005.3153 contributor: fullname: Bauch – volume: 68 start-page: 893 issue: 40 year: 2019 ident: 10.1016/j.mbs.2024.109264_b8 article-title: National update on measles cases and outbreaks — United States, January 1–October 1, 2019 publication-title: Morb. Mortal. Wkly. Rep. doi: 10.15585/mmwr.mm6840e2 contributor: fullname: Patel – volume: 7 year: 2019 ident: 10.1016/j.mbs.2024.109264_b78 article-title: Crowdbreaks: Tracking health trends using public social media data and crowdsourcing publication-title: Front. Public Health doi: 10.3389/fpubh.2019.00081 contributor: fullname: Müller – year: 2020 ident: 10.1016/j.mbs.2024.109264_b4 contributor: fullname: Centers for Disease Control and Prevention – start-page: 1 year: 2012 ident: 10.1016/j.mbs.2024.109264_b26 article-title: Behavioral epidemiology of infectious diseases: An overview contributor: fullname: Bauch – volume: 8 issue: 4 year: 2012 ident: 10.1016/j.mbs.2024.109264_b31 article-title: The impact of imitation on vaccination behavior in social contact networks publication-title: PLoS Comput. Biol. doi: 10.1371/journal.pcbi.1002469 contributor: fullname: Ndeffo Mbah – volume: 68 start-page: 446 issue: 19 year: 2019 ident: 10.1016/j.mbs.2024.109264_b67 article-title: Notes from the field: Community outbreak of measles — Clark County, Washington, 2018–2019 publication-title: MMWR. Morb. Mortal. Wkly. Rep. doi: 10.15585/mmwr.mm6819a5 contributor: fullname: Carlson – year: 2010 ident: 10.1016/j.mbs.2024.109264_b75 contributor: fullname: Warden – volume: 6 year: 2019 ident: 10.1016/j.mbs.2024.109264_b12 article-title: Anti-vaccine decision-making and measles resurgence in the United States publication-title: Glob. Pediatr. Health contributor: fullname: Benecke – volume: 81 issue: 5 year: 2010 ident: 10.1016/j.mbs.2024.109264_b48 article-title: Phase transitions to cooperation in the prisoner’s dilemma publication-title: Phys. Rev. E doi: 10.1103/PhysRevE.81.057102 contributor: fullname: Helbing – volume: 5 issue: 10 year: 2010 ident: 10.1016/j.mbs.2024.109264_b47 article-title: Cooperation, norms, and revolutions: A unified game-theoretical approach publication-title: PLoS ONE doi: 10.1371/journal.pone.0012530 contributor: fullname: Helbing – volume: 64 start-page: 153 issue: 6 year: 2015 ident: 10.1016/j.mbs.2024.109264_b65 article-title: Measles outbreak — California, December 2014–February 2015 publication-title: MMWR. Morb. Mortal. Wkly. Rep. contributor: fullname: Zipprich – volume: 10 start-page: 1081 issue: 7 year: 2022 ident: 10.1016/j.mbs.2024.109264_b44 article-title: Public vaccination reluctance: What makes us change our minds? Results of a longitudinal cohort survey publication-title: Vaccines doi: 10.3390/vaccines10071081 contributor: fullname: Waszkiewicz – volume: 101 start-page: 13391 issue: 36 year: 2004 ident: 10.1016/j.mbs.2024.109264_b21 article-title: Vaccination and the theory of games publication-title: Proc. Natl. Acad. Sci. USA doi: 10.1073/pnas.0403823101 contributor: fullname: Bauch – year: 2017 ident: 10.1016/j.mbs.2024.109264_b59 contributor: fullname: Sun |
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Title | Effect of homophily on coupled behavior-disease dynamics near a tipping point |
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