Infodemic Versus Viral Information Spread: Key Differences and Open Challenges
As we move beyond the COVID-19 pandemic, the risk of future infodemics remains significant, driven by emerging health crises and the increasing influence of artificial intelligence in the information ecosystem. During periods of apparent stability, proactive efforts to advance infodemiology are esse...
Uloženo v:
| Vydáno v: | JMIR infodemiology Ročník 5; s. e57455 |
|---|---|
| Hlavní autoři: | , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
| Vydáno: |
Canada
JMIR Publications
07.05.2025
|
| Témata: | |
| ISSN: | 2564-1891, 2564-1891 |
| On-line přístup: | Získat plný text |
| Tagy: |
Přidat tag
Žádné tagy, Buďte první, kdo vytvoří štítek k tomuto záznamu!
|
| Abstract | As we move beyond the COVID-19 pandemic, the risk of future infodemics remains significant, driven by emerging health crises and the increasing influence of artificial intelligence in the information ecosystem. During periods of apparent stability, proactive efforts to advance infodemiology are essential for enhancing preparedness and improving public health outcomes. This requires a thorough examination of the foundations of this evolving discipline, particularly in understanding how to accurately identify an infodemic at the appropriate time and scale, and how to distinguish it from other processes of viral information spread, both within and outside the realm of public health. In this paper, we integrate expertise from data science and public health to examine the key differences between information production during an infodemic and viral information spread. We explore both clear and subtle distinctions, including context and contingency (ie, the association of an infodemic and viral information spread with a health crisis); information dynamics in terms of volume, spread, and predictability; the role of misinformation and information voids; societal impact; and mitigation strategies. By analyzing these differences, we highlight challenges and open questions. These include whether an infodemic is solely associated with pandemics or whether it could arise from other health emergencies; if infodemics are limited to health-related issues or if they could emerge from crises initially unrelated to health (like climate events); and whether infodemics are exclusively global phenomena or if they can occur on national or local scales. Finally, we propose directions for future quantitative research to help the scientific community more robustly differentiate between these phenomena and develop tailored management strategies. |
|---|---|
| AbstractList | As we move beyond the COVID-19 pandemic, the risk of future infodemics remains significant, driven by emerging health crises and the increasing influence of artificial intelligence in the information ecosystem. During periods of apparent stability, proactive efforts to advance infodemiology are essential for enhancing preparedness and improving public health outcomes. This requires a thorough examination of the foundations of this evolving discipline, particularly in understanding how to accurately identify an infodemic at the appropriate time and scale, and how to distinguish it from other processes of viral information spread, both within and outside the realm of public health. In this paper, we integrate expertise from data science and public health to examine the key differences between information production during an infodemic and viral information spread. We explore both clear and subtle distinctions, including context and contingency (ie, the association of an infodemic and viral information spread with a health crisis); information dynamics in terms of volume, spread, and predictability; the role of misinformation and information voids; societal impact; and mitigation strategies. By analyzing these differences, we highlight challenges and open questions. These include whether an infodemic is solely associated with pandemics or whether it could arise from other health emergencies; if infodemics are limited to health-related issues or if they could emerge from crises initially unrelated to health (like climate events); and whether infodemics are exclusively global phenomena or if they can occur on national or local scales. Finally, we propose directions for future quantitative research to help the scientific community more robustly differentiate between these phenomena and develop tailored management strategies.UnlabelledAs we move beyond the COVID-19 pandemic, the risk of future infodemics remains significant, driven by emerging health crises and the increasing influence of artificial intelligence in the information ecosystem. During periods of apparent stability, proactive efforts to advance infodemiology are essential for enhancing preparedness and improving public health outcomes. This requires a thorough examination of the foundations of this evolving discipline, particularly in understanding how to accurately identify an infodemic at the appropriate time and scale, and how to distinguish it from other processes of viral information spread, both within and outside the realm of public health. In this paper, we integrate expertise from data science and public health to examine the key differences between information production during an infodemic and viral information spread. We explore both clear and subtle distinctions, including context and contingency (ie, the association of an infodemic and viral information spread with a health crisis); information dynamics in terms of volume, spread, and predictability; the role of misinformation and information voids; societal impact; and mitigation strategies. By analyzing these differences, we highlight challenges and open questions. These include whether an infodemic is solely associated with pandemics or whether it could arise from other health emergencies; if infodemics are limited to health-related issues or if they could emerge from crises initially unrelated to health (like climate events); and whether infodemics are exclusively global phenomena or if they can occur on national or local scales. Finally, we propose directions for future quantitative research to help the scientific community more robustly differentiate between these phenomena and develop tailored management strategies. AbstractAs we move beyond the COVID-19 pandemic, the risk of future infodemics remains significant, driven by emerging health crises and the increasing influence of artificial intelligence in the information ecosystem. During periods of apparent stability, proactive efforts to advance infodemiology are essential for enhancing preparedness and improving public health outcomes. This requires a thorough examination of the foundations of this evolving discipline, particularly in understanding how to accurately identify an infodemic at the appropriate time and scale, and how to distinguish it from other processes of viral information spread, both within and outside the realm of public health. In this paper, we integrate expertise from data science and public health to examine the key differences between information production during an infodemic and viral information spread. We explore both clear and subtle distinctions, including context and contingency (ie, the association of an infodemic and viral information spread with a health crisis); information dynamics in terms of volume, spread, and predictability; the role of misinformation and information voids; societal impact; and mitigation strategies. By analyzing these differences, we highlight challenges and open questions. These include whether an infodemic is solely associated with pandemics or whether it could arise from other health emergencies; if infodemics are limited to health-related issues or if they could emerge from crises initially unrelated to health (like climate events); and whether infodemics are exclusively global phenomena or if they can occur on national or local scales. Finally, we propose directions for future quantitative research to help the scientific community more robustly differentiate between these phenomena and develop tailored management strategies. As we move beyond the COVID-19 pandemic, the risk of future infodemics remains significant, driven by emerging health crises and the increasing influence of artificial intelligence in the information ecosystem. During periods of apparent stability, proactive efforts to advance infodemiology are essential for enhancing preparedness and improving public health outcomes. This requires a thorough examination of the foundations of this evolving discipline, particularly in understanding how to accurately identify an infodemic at the appropriate time and scale, and how to distinguish it from other processes of viral information spread, both within and outside the realm of public health. In this paper, we integrate expertise from data science and public health to examine the key differences between information production during an infodemic and viral information spread. We explore both clear and subtle distinctions, including context and contingency (ie, the association of an infodemic and viral information spread with a health crisis); information dynamics in terms of volume, spread, and predictability; the role of misinformation and information voids; societal impact; and mitigation strategies. By analyzing these differences, we highlight challenges and open questions. These include whether an infodemic is solely associated with pandemics or whether it could arise from other health emergencies; if infodemics are limited to health-related issues or if they could emerge from crises initially unrelated to health (like climate events); and whether infodemics are exclusively global phenomena or if they can occur on national or local scales. Finally, we propose directions for future quantitative research to help the scientific community more robustly differentiate between these phenomena and develop tailored management strategies. |
| Author | Gesualdo, Francesco Cinelli, Matteo |
| Author_xml | – sequence: 1 givenname: Matteo orcidid: 0000-0003-3899-4592 surname: Cinelli fullname: Cinelli, Matteo – sequence: 2 givenname: Francesco orcidid: 0000-0002-9087-4398 surname: Gesualdo fullname: Gesualdo, Francesco |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/40334284$$D View this record in MEDLINE/PubMed |
| BookMark | eNpdkttq3DAQQEVJaNJ0f6EYSqEv22h0seS-lLK9LQnNQ9u8ClkebbzY0kayC_n7Ktk0JAHBiJnDYTSaV-QgxICELIB-YNDUp1IJKV-QYyZrsQTdwMGj-xFZ5LyllDKtyuEvyZGgnAumxTH5uQ4-djj2rrrElOdcXfbJDtVtOo126mOofu0S2u5jdYY31Zfee0wYHObKhq662GGoVld2GDBsML8mh94OGRf38YT8-fb19-rH8vzi-3r1-XzpBBPTsmNOc6SqYVw0DkQjADhK7rXoWie0sADYWGBS1Zpq5ODbllpKu5pTVMBPyHrv7aLdml3qR5tuTLS9uUvEtDE2Tb0b0LDaSWC-ZR5teTdobxUTnXB1cYJui-vT3rWb2xE7h2EqE3gifVoJ_ZXZxL8GGFVKS1YM7-8NKV7PmCcz9tnhMNiAcc6GMwq8UZqqgr59hm7jnEKZVaFELUHUIAv15nFLD738_7cCvNsDLsWcE_oHBKi5XQlztxL8H-3BpLA |
| Cites_doi | 10.1038/s41562-021-01056-1 10.1371/journal.pone.0278511 10.2196/42582 10.1186/s12889-022-13151-7 10.1177/0020731421997092 10.1080/10810730.2023.2214986 10.1016/S0140-6736(18)30854-7 10.1371/journal.pone.0286150 10.1016/S0140-6736(20)30461-X 10.1016/j.vaccine.2019.12.019 10.1038/s41586-024-07229-y 10.1177/20563051211044233 10.1038/nature03459 10.1145/3442381.3450024 10.1038/s41467-023-42063-2 10.3389/fpubh.2023.1166120 10.1177/0272989X211003589 10.2196/16206 10.1509/jmr.10.0353 10.2196/30979 10.2196/44207 10.1038/s41591-022-01713-6 10.1016/j.cell.2021.10.031 10.1038/s41598-020-73510-5 10.1038/s41562-022-01353-3 10.1126/science.1185231 10.2196/37635 10.1016/s0002-9343(02)01473-0 10.2196/19659 10.2196/30971 10.1080/10810730.2017.1414900 10.1080/21645515.2018.1511667 |
| ContentType | Journal Article |
| Copyright | Matteo Cinelli, Francesco Gesualdo. Originally published in JMIR Infodemiology (https://infodemiology.jmir.org). 2025. This work is licensed under https://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. Copyright © Matteo Cinelli, Francesco Gesualdo. Originally published in JMIR Infodemiology (https://infodemiology.jmir.org) 2025 |
| Copyright_xml | – notice: Matteo Cinelli, Francesco Gesualdo. Originally published in JMIR Infodemiology (https://infodemiology.jmir.org). – notice: 2025. This work is licensed under https://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. – notice: Copyright © Matteo Cinelli, Francesco Gesualdo. Originally published in JMIR Infodemiology (https://infodemiology.jmir.org) 2025 |
| DBID | AAYXX CITATION CGR CUY CVF ECM EIF NPM 3V. 7X7 7XB 88E 8C1 8FI 8FJ 8FK ABUWG AFKRA AZQEC BENPR CCPQU COVID DWQXO FYUFA GHDGH K9. M0S M1P PHGZM PHGZT PIMPY PJZUB PKEHL PPXIY PQEST PQQKQ PQUKI PRINS 7X8 5PM DOA |
| DOI | 10.2196/57455 |
| DatabaseName | CrossRef Medline MEDLINE MEDLINE (Ovid) MEDLINE MEDLINE PubMed ProQuest Central (Corporate) Health & Medical Collection ProQuest Central (purchase pre-March 2016) Medical Database (Alumni Edition) Public Health Database Hospital Premium Collection Hospital Premium Collection (Alumni Edition) ProQuest Central (Alumni) (purchase pre-March 2016) ProQuest Central (Alumni) ProQuest Central UK/Ireland ProQuest Central Essentials ProQuest Central ProQuest One Community College Coronavirus Research Database ProQuest Central Health Research Premium Collection Health Research Premium Collection (Alumni) ProQuest Health & Medical Complete (Alumni) ProQuest Health & Medical Collection ProQuest Medical Database ProQuest Central Premium ProQuest One Academic Publicly Available Content Database ProQuest Health & Medical Research Collection ProQuest One Academic Middle East (New) One Health & Nursing ProQuest One Academic Eastern Edition (DO NOT USE) ProQuest One Academic (retired) ProQuest One Academic UKI Edition ProQuest Central China MEDLINE - Academic PubMed Central (Full Participant titles) DOAJ Directory of Open Access Journals |
| DatabaseTitle | CrossRef MEDLINE Medline Complete MEDLINE with Full Text PubMed MEDLINE (Ovid) Publicly Available Content Database ProQuest One Academic Middle East (New) ProQuest Central Essentials ProQuest Health & Medical Complete (Alumni) ProQuest Central (Alumni Edition) ProQuest One Community College ProQuest One Health & Nursing ProQuest Central China ProQuest Central ProQuest Health & Medical Research Collection Health Research Premium Collection Health and Medicine Complete (Alumni Edition) ProQuest Central Korea Health & Medical Research Collection ProQuest Central (New) ProQuest Medical Library (Alumni) ProQuest Public Health ProQuest One Academic Eastern Edition Coronavirus Research Database ProQuest Hospital Collection Health Research Premium Collection (Alumni) ProQuest Hospital Collection (Alumni) ProQuest Health & Medical Complete ProQuest Medical Library ProQuest One Academic UKI Edition ProQuest One Academic ProQuest One Academic (New) ProQuest Central (Alumni) MEDLINE - Academic |
| DatabaseTitleList | MEDLINE - Academic Publicly Available Content Database CrossRef MEDLINE |
| Database_xml | – sequence: 1 dbid: DOA name: DOAJ Directory of Open Access Journals url: https://www.doaj.org/ sourceTypes: Open Website – sequence: 2 dbid: NPM name: PubMed url: http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed sourceTypes: Index Database – sequence: 3 dbid: PIMPY name: Publicly Available Content Database url: http://search.proquest.com/publiccontent sourceTypes: Aggregation Database |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Medicine Public Health |
| EISSN | 2564-1891 |
| EndPage | e57455 |
| ExternalDocumentID | oai_doaj_org_article_26c512fb2fea40318fa724d4c6fbb18b PMC12077852 40334284 10_2196_57455 |
| Genre | Journal Article |
| GeographicLocations | Ukraine |
| GeographicLocations_xml | – name: Ukraine |
| GroupedDBID | 7X7 88E 8C1 8FI 8FJ AAYXX ABUWG AFFHD AFKRA ALMA_UNASSIGNED_HOLDINGS BENPR CCPQU CITATION EIHBH FYUFA GROUPED_DOAJ HMCUK M1P M~E OK1 PGMZT PHGZM PHGZT PIMPY PJZUB PPXIY PSQYO RPM UKHRP CGR CUY CVF ECM EIF NPM 3V. 7XB 8FK AZQEC COVID DWQXO K9. PKEHL PQEST PQQKQ PQUKI PRINS 7X8 5PM |
| ID | FETCH-LOGICAL-c424t-d2c83e0792349c1494113e53f84dbc484a11e9a12576808e31fbb0a00d630e713 |
| IEDL.DBID | DOA |
| ISICitedReferencesCount | 0 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=001488674600001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| ISSN | 2564-1891 |
| IngestDate | Fri Oct 03 12:45:08 EDT 2025 Tue Nov 04 02:03:35 EST 2025 Thu Oct 02 23:57:46 EDT 2025 Sat Nov 01 15:04:23 EDT 2025 Sat May 17 01:30:22 EDT 2025 Sat Nov 29 07:58:52 EST 2025 |
| IsDoiOpenAccess | true |
| IsOpenAccess | true |
| IsPeerReviewed | true |
| IsScholarly | true |
| Keywords | infodemic multidisciplinary data science misinformation infodemiology information spreading AI challenge difference information virality artificial intelligence public health |
| Language | English |
| License | Matteo Cinelli, Francesco Gesualdo. Originally published in JMIR Infodemiology (https://infodemiology.jmir.org). This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Infodemiology, is properly cited. The complete bibliographic information, a link to the original publication on https://infodemiology.jmir.org/, as well as this copyright and license information must be included. |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c424t-d2c83e0792349c1494113e53f84dbc484a11e9a12576808e31fbb0a00d630e713 |
| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 content type line 23 FG received an honorarium for participating in meetings by Merck Sharp & Dohme (MSD) and Moderna. |
| ORCID | 0000-0002-9087-4398 0000-0003-3899-4592 |
| OpenAccessLink | https://doaj.org/article/26c512fb2fea40318fa724d4c6fbb18b |
| PMID | 40334284 |
| PQID | 3246514615 |
| PQPubID | 7421149 |
| ParticipantIDs | doaj_primary_oai_doaj_org_article_26c512fb2fea40318fa724d4c6fbb18b pubmedcentral_primary_oai_pubmedcentral_nih_gov_12077852 proquest_miscellaneous_3201397807 proquest_journals_3246514615 pubmed_primary_40334284 crossref_primary_10_2196_57455 |
| PublicationCentury | 2000 |
| PublicationDate | 20250507 |
| PublicationDateYYYYMMDD | 2025-05-07 |
| PublicationDate_xml | – month: 5 year: 2025 text: 20250507 day: 7 |
| PublicationDecade | 2020 |
| PublicationPlace | Canada |
| PublicationPlace_xml | – name: Canada – name: Toronto – name: Toronto, Canada |
| PublicationTitle | JMIR infodemiology |
| PublicationTitleAlternate | JMIR Infodemiology |
| PublicationYear | 2025 |
| Publisher | JMIR Publications |
| Publisher_xml | – name: JMIR Publications |
| References | Zarocostas (R3); 395 Lilleholt (R21); 14 Lupu (R29); 18 Briand (R6); 184 Tangcharoensathien (R7); 22 Etta (R12); 18 Loomba (R24); 5 Centola (R25); 329 Gravino (R14); 6 Eysenbach (R2); 113 Kim (R22); 23 R27 Simas (R34); 15 Shi (R23); 22 Cinelli (R4); 10 R1 Hansen (R33); 38 Purnat (R17); 1 Pagoto (R35); 25 Humlum (R32); 41 Barabási (R13); 435 Avalle (R30); 628 Corcoran (R31); 391 De Angelis (R10); 11 van der Linden (R20); 28 Berger (R11); 49 Stevens (R28); 2 Mavragani (R5); 22 R36 Gagliardone (R19); 7 R16 R15 R37 Calleja (R8); 1 Jewett (R26); 51 Wilhelm (R9); 3 Piltch-Loeb (R18); 28 |
| References_xml | – volume: 5 start-page: 337 issue: 3 ident: R24 article-title: Measuring the impact of COVID-19 vaccine misinformation on vaccination intent in the UK and USA publication-title: Nat Hum Behav doi: 10.1038/s41562-021-01056-1 – volume: 18 issue: 1 ident: R29 article-title: Offline events and online hate publication-title: PLoS ONE doi: 10.1371/journal.pone.0278511 – volume: 25 ident: R35 article-title: The next infodemic: abortion misinformation publication-title: J Med Internet Res doi: 10.2196/42582 – volume: 22 issue: 1 ident: R23 article-title: From science to politics: COVID-19 information fatigue on YouTube publication-title: BMC Public Health doi: 10.1186/s12889-022-13151-7 – volume: 51 start-page: 325 issue: 3 ident: R26 article-title: Social cohesion and community resilience during COVID-19 and pandemics: a rapid scoping review to inform the United Nations Research Roadmap for COVID-19 Recovery publication-title: Int J Health Serv doi: 10.1177/0020731421997092 – volume: 28 start-page: 25 issue: sup1 ident: R18 article-title: What were the information voids? A qualitative analysis of questions asked by Dear Pandemic readers between August 2020-August 2021 publication-title: J Health Commun doi: 10.1080/10810730.2023.2214986 – volume: 391 start-page: 2103 issue: 10135 ident: R31 article-title: Rapid response to HPV vaccination crisis in Ireland publication-title: The Lancet doi: 10.1016/S0140-6736(18)30854-7 – volume: 18 issue: 6 ident: R12 article-title: Characterizing engagement dynamics across topics on Facebook publication-title: PLoS ONE doi: 10.1371/journal.pone.0286150 – volume: 395 issue: 10225 ident: R3 article-title: How to fight an infodemic publication-title: Lancet doi: 10.1016/S0140-6736(20)30461-X – volume: 38 start-page: 1842 issue: 7 ident: R33 article-title: Resilience of HPV vaccine uptake in Denmark: decline and recovery publication-title: Vaccine (Auckl) doi: 10.1016/j.vaccine.2019.12.019 – volume: 628 start-page: 582 issue: 8008 ident: R30 article-title: Persistent interaction patterns across social media platforms and over time publication-title: Nature New Biol doi: 10.1038/s41586-024-07229-y – volume: 7 start-page: 20563051211044233 issue: 3 ident: R19 article-title: Demystifying the COVID-19 infodemic: conspiracies, context, and the agency of users publication-title: Social Media + Society doi: 10.1177/20563051211044233 – ident: R1 – volume: 435 start-page: 207 issue: 7039 ident: R13 article-title: The origin of bursts and heavy tails in human dynamics publication-title: Nature New Biol doi: 10.1038/nature03459 – ident: R27 doi: 10.1145/3442381.3450024 – ident: R16 – volume: 14 issue: 1 ident: R21 article-title: Development and validation of the pandemic fatigue scale publication-title: Nat Commun doi: 10.1038/s41467-023-42063-2 – volume: 11 ident: R10 article-title: ChatGPT and the rise of large language models: the new AI-driven infodemic threat in public health publication-title: Front Public Health doi: 10.3389/fpubh.2023.1166120 – volume: 41 start-page: 550 issue: 5 ident: R32 article-title: Vaccine hesitancy and differential susceptibility to media coverage: a critical documentary led to substantial reductions in human papillomavirus vaccine uptake in Denmark publication-title: Med Decis Making doi: 10.1177/0272989X211003589 – volume: 22 issue: 4 ident: R5 article-title: Infodemiology and infoveillance: scoping review publication-title: J Med Internet Res doi: 10.2196/16206 – ident: R37 – volume: 49 start-page: 192 issue: 2 ident: R11 article-title: What makes online content viral? publication-title: Journal of Marketing Research doi: 10.1509/jmr.10.0353 – volume: 1 issue: 1 ident: R8 article-title: A public health research agenda for managing infodemics: methods and results of the first WHO infodemiology conference publication-title: JMIR Infodemiology doi: 10.2196/30979 – volume: 3 issue: 1 ident: R9 article-title: Measuring the burden of infodemics: summary of the methods and results of the Fifth WHO Infodemic Management Conference publication-title: JMIR Infodemiology doi: 10.2196/44207 – volume: 28 start-page: 460 issue: 3 ident: R20 article-title: Misinformation: susceptibility, spread, and interventions to immunize the public publication-title: Nat Med doi: 10.1038/s41591-022-01713-6 – volume: 184 start-page: 6010 issue: 25 ident: R6 article-title: Infodemics: a new challenge for public health publication-title: Cell doi: 10.1016/j.cell.2021.10.031 – volume: 10 issue: 1 ident: R4 article-title: The COVID-19 social media infodemic publication-title: Sci Rep doi: 10.1038/s41598-020-73510-5 – volume: 6 start-page: 1069 issue: 8 ident: R14 article-title: The supply and demand of news during COVID-19 and assessment of questionable sources production publication-title: Nat Hum Behav doi: 10.1038/s41562-022-01353-3 – volume: 329 start-page: 1194 issue: 5996 ident: R25 article-title: The spread of behavior in an online social network experiment publication-title: Science doi: 10.1126/science.1185231 – volume: 2 issue: 2 ident: R28 article-title: Emotions and incivility in vaccine mandate discourse: natural language processing insights publication-title: JMIR Infodemiology doi: 10.2196/37635 – volume: 113 start-page: 763 issue: 9 ident: R2 article-title: Infodemiology: the epidemiology of (mis)information publication-title: Am J Med doi: 10.1016/s0002-9343(02)01473-0 – volume: 22 issue: 6 ident: R7 article-title: Framework for managing the COVID-19 infodemic: methods and results of an online, crowdsourced who technical consultation publication-title: J Med Internet Res doi: 10.2196/19659 – volume: 1 issue: 1 ident: R17 article-title: Infodemic signal detection during the COVID-19 pandemic: development of a methodology for identifying potential information voids in online conversations publication-title: JMIR Infodemiology doi: 10.2196/30971 – volume: 23 start-page: 109 issue: 1 ident: R22 article-title: How message fatigue toward health messages leads to ineffective persuasive outcomes: examining the mediating roles of reactance and inattention publication-title: J Health Commun doi: 10.1080/10810730.2017.1414900 – ident: R15 – ident: R36 – volume: 15 start-page: 163 issue: 1 ident: R34 article-title: HPV vaccine confidence and cases of mass psychogenic illness following immunization in Carmen de Bolivar, Colombia publication-title: Hum Vaccin Immunother doi: 10.1080/21645515.2018.1511667 |
| RelatedPersons | Elizabeth II, Queen of Great Britain |
| RelatedPersons_xml | – fullname: Elizabeth II, Queen of Great Britain |
| SSID | ssj0002872873 |
| Score | 2.2910705 |
| SecondaryResourceType | review_article |
| Snippet | As we move beyond the COVID-19 pandemic, the risk of future infodemics remains significant, driven by emerging health crises and the increasing influence of... AbstractAs we move beyond the COVID-19 pandemic, the risk of future infodemics remains significant, driven by emerging health crises and the increasing... |
| SourceID | doaj pubmedcentral proquest pubmed crossref |
| SourceType | Open Website Open Access Repository Aggregation Database Index Database |
| StartPage | e57455 |
| SubjectTerms | Artificial Intelligence Communication Computer platforms COVID-19 COVID-19 - epidemiology Elizabeth II, Queen of Great Britain False information Humans Information dissemination Information Dissemination - methods Infoveillance, Infodemiology, Digital Disease Surveillance, Infodemic Management Pandemics Policy for Infodemiology and Infodemic Management Public Health SARS-CoV-2 Social networks Theme Issue 2023: Exploring the Intersection Between Health Information, Misinformation, and Generative AI Technologies Viewpoint Viewpoints |
| SummonAdditionalLinks | – databaseName: ProQuest Central dbid: BENPR link: http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1Lb9QwEB7BFlWVKh6F0kCpjMQ1qh07tsMF0dIKCVhVvNRb5DgO3Ut2u9lF6r9nJvEuXYS4IOUUR8pY33g87wF4hRq8aTRXaZFXORooQaY2b2zqjHFBy1po3RcKfzTjsb28LC6iw62LaZUrmdgL6nrqyUd-jBe_zmkIdf5mdp3S1CiKrsYRGndhizqVqRFsnZyNLz6vvSxoD-Ajt2GXcp6R245zo6is79Yl1Pfq_5uC-Wee5K2L5_zB_5L8EO5HlZO9HXjkEdwJ7R5sf4pB9T3YHVx3bKhIegxjikT1SfOMvGnLjn2fIF0sVi4RkuzLDJXN-jX7EG7YuzhjBSUOc23NKEeFna6GtHRP4Nv52dfT92kcu5B6lalFWmfeysCpsaAqPFpQSggZctlYVVdeWeWECIUTvanCbZCiqSruOK-15AGN3n0YtdM2HAALImjkAUQmNCoLdSEcd74I0lIgmqsEjlY4lLOhu0aJVgkBVfZAJXBC6KwXqRl2_2I6_1HGs1Vm2qPa0lRZE5wiIdU4k6laeY2ECVslcLjCp4wntCt_g5PAy_Uyni0KmLg2TJf0Ta8gW24SeDqwwpoS_JFE0w23YDeYZIPUzZV2ctX378adG2Pz7Nm_6XoOOxkNG6bsSnMIo8V8GV7APf9zMenmR5HTfwFl4gfQ priority: 102 providerName: ProQuest |
| Title | Infodemic Versus Viral Information Spread: Key Differences and Open Challenges |
| URI | https://www.ncbi.nlm.nih.gov/pubmed/40334284 https://www.proquest.com/docview/3246514615 https://www.proquest.com/docview/3201397807 https://pubmed.ncbi.nlm.nih.gov/PMC12077852 https://doaj.org/article/26c512fb2fea40318fa724d4c6fbb18b |
| Volume | 5 |
| WOSCitedRecordID | wos001488674600001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVAON databaseName: DOAJ Directory of Open Access Journals customDbUrl: eissn: 2564-1891 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0002872873 issn: 2564-1891 databaseCode: DOA dateStart: 20210101 isFulltext: true titleUrlDefault: https://www.doaj.org/ providerName: Directory of Open Access Journals – providerCode: PRVHPJ databaseName: ROAD: Directory of Open Access Scholarly Resources customDbUrl: eissn: 2564-1891 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0002872873 issn: 2564-1891 databaseCode: M~E dateStart: 20210101 isFulltext: true titleUrlDefault: https://road.issn.org providerName: ISSN International Centre – providerCode: PRVPQU databaseName: Health & Medical Collection customDbUrl: eissn: 2564-1891 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0002872873 issn: 2564-1891 databaseCode: 7X7 dateStart: 20210101 isFulltext: true titleUrlDefault: https://search.proquest.com/healthcomplete providerName: ProQuest – providerCode: PRVPQU databaseName: ProQuest Central customDbUrl: eissn: 2564-1891 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0002872873 issn: 2564-1891 databaseCode: BENPR dateStart: 20210101 isFulltext: true titleUrlDefault: https://www.proquest.com/central providerName: ProQuest – providerCode: PRVPQU databaseName: Public Health Database customDbUrl: eissn: 2564-1891 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0002872873 issn: 2564-1891 databaseCode: 8C1 dateStart: 20210101 isFulltext: true titleUrlDefault: https://search.proquest.com/publichealth providerName: ProQuest – providerCode: PRVPQU databaseName: Publicly Available Content Database customDbUrl: eissn: 2564-1891 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0002872873 issn: 2564-1891 databaseCode: PIMPY dateStart: 20210101 isFulltext: true titleUrlDefault: http://search.proquest.com/publiccontent providerName: ProQuest |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV3da9swED-6bpTBGPvqlrYLGuzVTLJkSd7bmrWsbA1hX2RPRrbPNH1wS5MM9t_vTnZCMgp7KRiBJWNJd_q4n-50B_CWJHjXWGmSPCszAiioE581PgnOBbS6VtbGi8Jf3Hjsp9N8shHqi23COvfAHeHepbaiPakp0waD4RHYBJea2lS2KUvlS159SerZAFOX8cjI0aP34BHbOtMoI-Bv-DrfxuYTffTfJlj-ax-5seGcPoHHvaQoPnQtfAo72D6DvfNeF_4cxqwwirbtgg-9lnPxc0a_Ef0FIya4-HZNMmH9XnzGP-JjHwqFFgYR2lqwKYkYrWKpzF_Aj9OT76NPSR8dIalMahZJnVZeo2T_fyavCOgYpTRmuvGmLivjTVAK86AiopAetSKCySBlbbVEwqb7sNtetfgKBCq0xCqVG2xMinWuggxVjtqzvliaAQxXZCuuOycYBYEHpmsR6TqAYybmupB9VscM4mTRc7L4HycHcLRiRdFPpHlB8p7NOPY41fFmXUxTgPUaocWrJX8T5Vgv3QBedpxbt4Qq0oSwqAt-i6dbTd0uaWcX0c029dw5n6UHd9G5Q3iYcuRgNpV0R7C7uFnia3hQ_V7M5jdDuOemLqaeUj9SQ7h_fDKefB3GYU1vk7Pzya-_Dt_6FQ |
| linkProvider | Directory of Open Access Journals |
| linkToHtml | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V3db9MwED-NDg2kiY_BIDCGkeAxmh07sYOEEGxMq9ZWlRhoPAUncVhf0tK0IP4p_kbu8lFWhHjbA1Ke4ii5s3853_m-AJ6jBq-LiCs_DtMQDRQnfRMWxrdaWxfJXERRnSg80KOROT-Pxxvws8uFobDKTibWgjqfZnRGfoAbfxRSE-rw9eyrT12jyLvatdBoYHHqfnxHk6161T_C9X0RBMfvzg5P_LargJ-pQC38PMiMdJzq5qk4QwNBCSFdKAuj8jRTRlkhXGxFrYlz46Qo0pRbzvNIcoc2Hb73GmwqBLvpwea4Pxx_Wp3qoP2Bl9yCbYqxRnQfhFpRGuGlTa_uDfA3hfbPuMxLG93x7f9tiu7ArValZm-af-AubLhyB7aGbdDADmw3R5Osybi6ByPytNVJAYxOC5cV-zjBeWBtZhYhlb2foTKdv2TICDtqe8igRGW2zBnF4LDDrglNdR8-XAl3u9Arp6V7CMwJFyHGRaxcoQKXx8Jym8VOGnK0c-XBfrfuyaypHpKg1UXASGpgePCW0LAapGLf9Y3p_EvSyo4kiDJUy4o0KJxVJIQLqwOVqyxCwoRJPdjr8JC0EqhKfoPBg2erYZQd5BCypZsu6ZnaADBce_Cggd6KEvyQRNMUWTBroFwjdX2knFzU9cmRc61NGDz6N11P4cbJ2XCQDPqj08dwM6DGyhRJqvegt5gv3RO4nn1bTKr5fvuXMfh81aj9BYa3YZA |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Infodemic+Versus+Viral+Information+Spread%3A+Key+Differences+and+Open+Challenges&rft.jtitle=JMIR+infodemiology&rft.au=Cinelli%2C+Matteo&rft.au=Gesualdo%2C+Francesco&rft.date=2025-05-07&rft.pub=JMIR+Publications&rft.eissn=2564-1891&rft.volume=5&rft_id=info:doi/10.2196%2F57455&rft_id=info%3Apmid%2F40334284&rft.externalDocID=PMC12077852 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2564-1891&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2564-1891&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2564-1891&client=summon |