| Literature DB >> 35162513 |
Anna Kłak1, Jolanta Grygielska2, Małgorzata Mańczak2, Ewelina Ejchman-Pac2, Jakub Owoc2, Urszula Religioni3,4, Robert Olszewski2,5.
Abstract
BACKGROUND: The WHO has used the term "infodemic" to describe the vast amount of false and true information that was making it difficult for people to find reliable information when they needed it. The infodemic spreads faster than COVID-19 itself. The main objective of the study was to characterize and analyze content about COVID-19 returned by Google during the pandemic and compare it between countries.Entities:
Keywords: COVID-19; Coronavirus; Google; Internet; SARS-CoV-2; fake news; infodemic; infodemiology; misinformation; online information
Mesh:
Year: 2022 PMID: 35162513 PMCID: PMC8835343 DOI: 10.3390/ijerph19031491
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 3.390
Search engine results page (SERP) according to web pages typology (n = 685).
| Country | “Key Word” | Government (G) | Health Portal (HP) | News (N) | Non-Profit (NP) | Professional (P) | Commercial (C) | Scientific Journal (SJ) | TOTAL SERP |
|---|---|---|---|---|---|---|---|---|---|
| Spain | COVID-19 | 7 | 0 | 5 | 2 | 4 | 2 | 0 | 20 |
| Coronavirus | 3 | 1 | 14 | 1 | 0 | 1 | 0 | 20 | |
| SARS-CoV-2 | 3 | 3 | 4 | 2 | 6 | 1 | 1 | 20 | |
| Fake news | 0 | 0 | 10 | 0 | 1 | 5 | 0 | 16 | |
| total | 13 | 4 | 33 | 5 | 11 | 9 | 1 | 76 | |
| Singapore | COVID-19 | 5 | 0 | 4 | 2 | 1 | 9 | 0 | 21 |
| Coronavirus | 2 | 0 | 12 | 2 | 1 | 2 | 1 | 20 | |
| SARS-CoV-2 | 2 | 1 | 0 | 0 | 0 | 6 | 11 | 20 | |
| Fake news | 0 | 0 | 14 | 3 | 0 | 3 | 0 | 20 | |
| total | 9 | 1 | 30 | 7 | 2 | 20 | 12 | 81 | |
| USA | COVID-19 | 11 | 0 | 2 | 2 | 1 | 4 | 0 | 20 |
| Coronavirus | 13 | 0 | 1 | 1 | 4 | 1 | 0 | 20 | |
| SARS-CoV-2 | 2 | 1 | 0 | 0 | 2 | 4 | 11 | 20 | |
| Fake news | 0 | 0 | 9 | 1 | 0 | 4 | 0 | 14 | |
| total | 26 | 1 | 12 | 4 | 7 | 13 | 11 | 74 | |
| Australia | COVID-19 | 15 | 0 | 4 | 0 | 1 | 0 | 0 | 20 |
| Coronavirus | 12 | 0 | 5 | 1 | 1 | 0 | 1 | 20 | |
| SARS-CoV-2 | 4 | 0 | 5 | 2 | 5 | 3 | 1 | 20 | |
| Fake news | 0 | 0 | 18 | 0 | 2 | 0 | 0 | 20 | |
| total | 31 | 0 | 32 | 3 | 9 | 3 | 2 | 80 | |
| Poland | COVID-19 | 4 | 3 | 10 | 0 | 0 | 3 | 0 | 20 |
| Coronavirus | 2 | 2 | 13 | 0 | 1 | 2 | 0 | 20 | |
| SARS-CoV-2 | 4 | 3 | 9 | 0 | 3 | 1 | 0 | 20 | |
| Fake news | 0 | 0 | 5 | 1 | 1 | 6 | 0 | 13 | |
| total | 10 | 8 | 37 | 1 | 5 | 12 | 0 | 73 | |
| UK | COVID-19 | 2 | 0 | 2 | 7 | 4 | 4 | 0 | 19 |
| Coronavirus | 2 | 0 | 14 | 0 | 2 | 1 | 1 | 20 | |
| SARS-CoV-2 | 1 | 2 | 0 | 0 | 1 | 3 | 5 | 12 | |
| Fake news | 0 | 0 | 8 | 1 | 0 | 1 | 0 | 10 | |
| total | 5 | 2 | 24 | 8 | 7 | 9 | 6 | 61 | |
| Germany | COVID-19 | 5 | 1 | 10 | 0 | 2 | 2 | 0 | 20 |
| Coronavirus | 0 | 0 | 18 | 0 | 2 | 0 | 0 | 20 | |
| SARS-CoV-2 | 5 | 0 | 4 | 0 | 11 | 0 | 0 | 20 | |
| Fake news | 1 | 0 | 19 | 0 | 0 | 0 | 0 | 20 | |
| total | 11 | 1 | 51 | 0 | 15 | 2 | 0 | 80 | |
| Italy | COVID-19 | 6 | 0 | 5 | 0 | 5 | 3 | 0 | 19 |
| Coronavirus | 6 | 0 | 12 | 0 | 1 | 1 | 0 | 20 | |
| SARS-CoV-2 | 2 | 0 | 11 | 0 | 7 | 0 | 1 | 21 | |
| Fake news | 1 | 0 | 18 | 1 | 0 | 0 | 0 | 20 | |
| total | 15 | 0 | 46 | 1 | 13 | 4 | 1 | 80 | |
| France | COVID-19 | 4 | 0 | 14 | 0 | 1 | 1 | 0 | 20 |
| Coronavirus | 3 | 0 | 16 | 0 | 1 | 0 | 0 | 20 | |
| SARS-CoV-2 | 4 | 0 | 9 | 2 | 4 | 0 | 1 | 20 | |
| Fake news | 0 | 0 | 20 | 0 | 0 | 0 | 0 | 20 | |
| total | 11 | 0 | 59 | 2 | 6 | 1 | 1 | 80 | |
| TOTAL N | 131 | 17 | 324 | 31 | 75 | 73 | 34 | 685 | |
| TOTAL % | 19% | 2% | 47% | 5% | 11% | 11% | 5% | 100% | |
Values indicate the number of webpages in each SERP.
Composition of the search engine result page (SERP) by typology of webpages for keywords: “COVID-19”, “Coronavirus”, “SARS-CoV-2”.
| G | HP | N | NP | P | C | SJ | TOTAL | |
|---|---|---|---|---|---|---|---|---|
|
| 13 (22%) | 4 (7%) | 23 (38%) | 5 (8%) | 10 (17%) | 4 (7%) | 1 (2%) | 60 (100%) |
|
| 9 (15%) | 1 (2%) | 16 (26%) | 4 (7%) | 2 (3%) | 17 (28%) | 12 (20%) | 61 (100%) |
|
| 26 (43%) | 1 (2%) | 3 (5%) | 3 (5%) | 7 (12%) | 9 (15%) | 11 (18%) | 60 (100%) |
|
| 31 (52%) | 0 (0%) | 14 (23%) | 3 (5%) | 7 (12%) | 3 (5%) | 2 (3%) | 60 (100%) |
|
| 10 (17%) | 8 (13%) | 32 (53%) | 0 (0%) | 4 (7%) | 6 (10%) | 0 (0%) | 60 (100%) |
|
| 5 (10%) | 2 (4%) | 16 (31%) | 7 (14%) | 7 (14%) | 8 (16%) | 6 (12%) | 51 (100%) |
|
| 10 (17%) | 1 (2%) | 32 (53%) | 0 (0%) | 15 (25%) | 2 (3%) | 0 (0%) | 60 (100%) |
|
| 14 (23%) | 0 (0%) | 28 (40%) | 0 (0%) | 13 (22%) | 4 (7%) | 1 (2%) | 60 (100%) |
|
| 11 (18%) | 0 (0%) | 39 (65%) | 2 (3%) | 6 (10%) | 1 (2%) | 1 (2%) | 60 (100%) |
Color intensity indicates percentage values-the darker the color, the higher the percentage: up to 20%, >30%, >40% and >50%. G—Government, H—Health Portal, N—News, NP—Non-Profit, P—Professional, C—Commercial, SJ—Scientific journal.
Figure 1Frequency of key words on different types of webpages (all countries): (a) COVID-19; (b) Coronavirus; (c) SARS-CoV-2.
Figure 2Frequency of information types in each country, N = 532.
Figure 3Most frequent types of information on fake news referring to COVID-19 according to countries.
Frequency of different types of fake news according to countries (N, %).
| Fake News Topic | Spain | Singapore | USA | Australia | Poland | UK | Germany | Italy | France | Total | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Coronavirus developed by humans (e.g., in Wuhan, in the Pasteir Instutute in France, by Americans) | 3 | 3 | 5 | 5 | 3 | 1 | 7 | 3 | 11 | 41 | 9% |
| “Miraculous” ways of prevention (e.g., Drinking alcohol or hot water every 15 min, heroin intake, drinking bleach, vitamin C, holding breath) | 6 | 13 | 12 | 33 | 8 | 11 | 18 | 26 | 18 | 145 | 32% |
| Spread of the virus (e.g., Home animals, mosquitos, wrappings, distance between people, deliveries from China) | - | 2 | - | 12 | 5 | 1 | 2 | 12 | 5 | 39 | 9% |
| Underestimating the virus (Coronavirus does not exist; just another flu) | - | 1 | 1 | 2 | 2 | - | 8 | 2 | - | 16 | 4% |
| “Harmful” technologies that favor the pandemic (5G) | - | 1 | 2 | 8 | 3 | 2 | 5 | 6 | 3 | 30 | 7% |
| Children, youth and black people are resistant to COVID-19 (disease attacks seniors only) | - | 1 | - | 3 | 1 | 1 | 1 | 2 | 1 | 10 | 2% |
| “Effective” treatment (e.g., antibiotics treatment) | 1 | 7 | 8 | 3 | 9 | - | 8 | 8 | 1 | 45 | 10% |
| Local sensations referring to the virus (e.g., swans in Venice, elephants in tea plantations) | 8 | 5 | 5 | 3 | 7 | 3 | 14 | 7 | 4 | 56 | 13% |
| Instructions on how to avoid the virus (e.g., Troops blocking cities, bodies in street, disinfection from air, quarantining politicians on an island) | 1 | 2 | 1 | - | - | - | - | - | - | 4 | 1% |
| Other (BCG vaccine protects against coronavirus, flu vaccines and other) | 3 | 1 | 14 | 6 | 7 | 3 | 11 | 8 | 9 | 62 | 14% |
| Total | 22 | 36 | 48 | 75 | 45 | 22 | 74 | 74 | 52 | 448 | 100% |
Examples of debunked fake news.
| Country | Example |
|---|---|
| Poland |
“Coronavirus is fake”: commercial encouraging to ignore quarantine. “Please, be informed that according to the special act on coronavirus, your funds will be transferred to the Polish Central Bank. Log in in order to keep your 1000 PLN”. |
| Singapore |
Millions of Facebook users continue to be exposed to coronavirus misinformation: some of the most dangerous falsehoods had received hundreds of thousands of views, including claims like “black people are resistant to coronavirus” and “Coronavirus is destroyed by chlorine dioxide”. A message circulating on messaging platforms and social media claiming that an Enterprise Singapore safe-distancing ambassador had fined someone for sitting on a seat that was marked out as part of safe-distancing measures is false. |
| UK |
Journalists and so-called experts have seriously suggested that the SARS-CoV-2 coronavirus at the heart of the epidemic could have been produced in the Level 4 Biosafety Laboratory (BL4) in China’s Wuhan. The 5G conspiracy theory—which alleges, among other things, that COVID-19 has either been caused by the frequencies used for the new wireless technology, or that those signals impair the human immune system. “(…) don’t send your loved ones to hospital because if you do it, chances are they will not return home alive”. |
| USA |
(…) the coronavirus is a plot to hurt President Trump—A theory pushed by some at Fox News heavily at first. The Chinese Foreign Ministry spokesperson’s retweet of an article blaming the U.S. for infecting Wuhan with coronavirus went viral, viewed 160 million times within hours; but where did the story come from? Viral posts wrongly suggest that the COVID-19 death toll is exaggerated because “the state” has instructed that “anyone who didn’t die by a gunshot wound or car accident” be listed as a coronavirus victim. Experts say there is no such default classification—and that the U.S. death count is probably underestimated. |
| Spain |
el virus había sido fabricado en realidad por un laboratorio canadiense, y después robado por dos espías chinos (the virus was developed in Canada and then stolen by Chinese spies). el agua caliente elimina el virus y que tomar agua cada 15 minutos ayuda a eliminar los virus que hayan entrado por la boca (hot water eliminates the virus; so if you drink it every 15 min, you will kill it). |
| Germany |
Das Virus töte nicht allein, sondern nur im Verbund mit anderen Krankheiten (The virus kills only in the case that there are other accompanying diseases). Der Rauch von Feuerwerk würde gegen das Virus helfen (Fireworks smoke will help fight the virus). |
| France |
Se raser la barbe pour soigner le coronavirus (Shaving a beard protects against coronavirus). Le nouveau coronavirus créé en 2004 par l’institut Pasteur (The new virus was developed in 2004 by the Pasteur Institute). Des “petites bombes” pour tuer le virus vont être lâchées à 3 heures du matin par avion (“’Small bombs’ to kill the virus will be dropped at 3 am by plane”). |
| Italy |
l’italia si trasformi a terra conquista tramite il fenomeno “5G” che va contenuto e controllato controllato (Italy is transforming itself into a land conquered through the technology “5G” that must be contained and controlled). “La crisi italiana porta a tutti i cittadini buoni regalo alimentari per un valore di 200 euro” (The Italian crisis brings food gift vouchers worth 200 euros to all citizens). |
| Australia |
Chinese people are not converting to Islam because of the outbreak. (…) use of hand sanitizers contributed to cancer. The latest coronavirus has been found in energy drinks. |
Some of the content was very long; therefore, the omitted text was marked as: “(…)”.
Figure 4Change in a percentage of websites with information on prevention with number of infected people per million inhabitants.
Figure 5(a,b) Scatter plots of (a) number of tests and percentage of fake news on prevention and (b) number of infected people and percentage of fake news on prevention.
Examples of whether a testimonial, celebrity, religion was mentioned.
| SERPs for the “COVID-19”, “Coronavirus”, “SARS-CoV-2” Keywords | ||
|---|---|---|
| Country | Type | Example |
| Poland | testimonial | “Jason Hargrove, a bus driver from Detroit, was irritated with passengers coughing all the time and posted a video in which he called for hygiene during the pandemic. He died 11 days later due to the coronavirus”. |
| Singapore | NA | |
| UK | testimonial | “A museum boss says he had hallucinations filled with “visions of snakes” after being struck down by coronavirus”. |
| USA | celebrity | “In London, British Prime Minister Boris Johnson has been moved into intensive care. The announcement came a day after he was admitted to a London hospital with what his office called “persistent symptoms of coronavirus””. |
| Spain | religion | “La peregrinación a La Meca —hach— es el viaje que deben emprender los fieles musulmanes al menos una vez en la vida. (…) Y de riesgo, sobre todo en tiempos del COVID-19. No hay sector inmune al coronavirus; el comercio, el deporte, la cultura e incluso la fe son víctimas del patógeno, que ya ha causado la cancelación del Carnaval de Venecia, las Fallas de Valencia y decenas de giras”. |
| Germany | testimonial | “Über seine persönliche Situation sagt der 40-Jährige im Interview mit spot on news: “Für mich ist es nicht so schlimm. Ich muss beim Einkaufen nicht zwangsläufig kommunizieren und sehe ja noch die Augen und die Augenbrauen. Das hilft. Bei anderen wichtigen Sachen, wie zum Beispiel beim Arzt, kann ich es aufschreiben”. Und was hält er von Mundschutzmasken mit Sichtfeld? “Im Krankenhaus würde ich mir wünschen, dass alle transparente Masken tragen. So kann man die Menschen lachen sehen-es ist wichtig, die Emotionen weiterhin zu sehen””. |
| France | testimonial | “« On a arrêté de travailler pour respecter la discipline du confinement, alors qu’on doit manger et nourrir nos enfants, explique le père de famille âgé de 30 ans. Pour moi, c’était être indiscipliné ou partir. » Alors avant l’aube, il a pris ses deux enfants et un vélo chargé de maigres bagages pour rejoindre la ville d’Antsirabe, sa femme et le reste de sa famille, à plus de 150 kilomètres et trois jours de marche de là”. |
| celebrity | “« Ça n’a jamais été dans mon tempérament de pousser des coups de gueule, j’ai plutôt tendance à prendre le temps de discuter, d’expliquer les choses avec pédagogie. Mais, cette fois, je me suis rendu compte qu’on avait un poids trop faible, j’étais obligé de réagir. » C’est sur les réseaux sociaux, qu’ Arnaud Assoumani, multimédaillé paralympique au saut en longueur et au triple saut, a finalement manifesté son ras-le-bol après le report des Jeux olympiques de Tokyo en raison de l’épidémie de coronavirus”. | |
| celebrity | “Un exercice facile à réaliser et, qui selon Sharon Stone, peut être utile pour se protéger des maladies”. “Cela permet à la cage thoracique de s’étirer à leur capacité maximale pour vous rendre plus forts. Alors je veux que vous fassiez ça pour renforcer vos poumons, vos côtes pour être prêt à affronter ce qu’il faudrait”, a-t-elle déclaré”. | |
| Italy | testimonial | “Per lo Stato sono classificati come ‘microimpresa’, ma per i bambini sono una seconda casa. Eppure questi luoghi colorati, pieni di disegni appesi alle pareti, dove migliaia di piccoli hanno mosso i primi passi, e grazie ai quali altrettante mamme hanno potuto dedicarsi al proprio lavoro, rischiano di non riaprire quando l’emergenza Covid19 sarà rientrata”. |
| testimonial | “«Ma 102 anni sono pochi, posso prestargliene qualcuno, anzi no meglio che ognuno si tenga suoi» scherza al telefono. «Ne ho vissute tante, sì. Ho visto la guerra e i tedeschi fare del male, c’era la paura». E il coronavirus? «Ne ho viste così tante che di questo coronavirus quasi non me ne sono accorta. Prima facevo la postina a Bergamo, poi qui andavo a fregare i pavimenti, facevo le pulizie nelle case. Ho sempre lavorato”. | |
| celebrity | “Nel Regno Unito intanto il premier Boris Johnson—risultato positivo—è stato ricoverato e il Times scrive che in ospedale ha ricevuto ossigeno. Ieri sera la Regina Elisabetta ha parlato alla nazione: un evento raro, capitato solo 4 volte in 68 anni di regno”. | |
| Australia | celebrity | “’The Prime Minister has been moved this evening from intensive care back to the ward, where he will receive close monitoring during the early phase of his recovery’, a Downing Street spokesman said today”. |
| SERP for the “Fake News” Key Word | ||
| Country | Type | Example |
| Poland | NA | |
| Singapore | testimonial | “Coronavirus fake news: Kenyan woman ‘killed off’ by false WhatsApp rumour. WhatsApp message (…) give information about the death of Uganda’s fourth coronavirus victim, but the picture used in the post was of Elsie, a Kenyan woman living in London”. |
| celebrity | “Cristiano Ronaldo and the pope tested positive”. | |
| UK | celebrity | “Fans who believed Ronaldo to be sick might still have been thrilled to shake his hand; and no one is besieging virology labs to demand the truth”. |
| USA | NA | |
| Spain | NA | |
| Germany | religion | “Da es vermehrt zu Fake-News zu diesem Thema kam, noch einmal deutlich: Der Veranstalter hat der Stadt #Dortmund schon vor einiger Zeit mitgeteilt, dass die Veranstaltung Festi Ramazan 2020 in den @Westfalenhallen nicht stattfindet”. |
| France | celebrity | ““L’intégralité des cours manqués à cause du COVID-19 seront donc rattrapés pendant les vacances d’été”. La nouvelle est apparue sous la forme d’une capture d’écran d’un prétendu tweet d’Emmanuel Macron. Il s’agit évidemment d’un faux, puisque le compte à l’origine de la publication est @EmmanuelMecron” |
| Italy | NA | |
| Australia | religion | “Chinese people are not converting to Islam because of the outbreak”. |
Some of the content was very long; therefore, the omitted text was marked as: “(…)”. NA—not applicable.
Figure 6JAMA score of webpages on search engine result pages (SERPs).