scholarly journals CoAID-DEEP: An Optimized Intelligent Framework for Automated Detecting COVID-19 Misleading Information on Twitter

IEEE Access ◽  
2021 ◽  
Vol 9 ◽  
pp. 27840-27867
Author(s):  
Diaa Salama Abdelminaam ◽  
Fatma Helmy Ismail ◽  
Mohamed Taha ◽  
Ahmed Taha ◽  
Essam H. Houssein ◽  
...  
2007 ◽  
Author(s):  
Laura A. Gillespie ◽  
Kristen A. Diliberto-Macaluso ◽  
Jeffrey S. Anastasi

2020 ◽  
Vol 156 (4) ◽  
pp. 209-241
Author(s):  
Eberhard Zielke

Ninety identified Madagascan Dichaetomyia specimens, which are listed in an overview published in 2006, were checked as part of the investigation of a collection of unidentified Malagasy muscids. The results of 43 of the specimens tested were not consistent with the previous findings. In addition, some misleading information was found in the descriptions of new species. The deviations are listed and corrections are proposed. Six new species not recognized are described below.


2019 ◽  
Author(s):  
Shane Littrell ◽  
Evan F. Risko ◽  
Jonathan Albert Fugelsang

Recent psychological research has identified important individual differences associated with receptivity to bullshit, which has greatly enhanced our understanding of the processes behind susceptibility to pseudo-profound or otherwise misleading information. However, the bulk of this research attention has focused on cognitive and dispositional factors related to bullshit (the product), while largely overlooking the influences behind bullshitting (the act). Here, we present results from four studies (focusing on the construction and validation of a new, reliable scale measuring the frequency with which individuals engage in two types of bullshitting (persuasive and evasive) in everyday situations. Overall, bullshitting frequency was negatively associated with sincerity, honesty, cognitive ability, open-minded cognition, and self-regard. Additionally, the Bullshitting Frequency Scale was found to reliably measure constructs that are: 1) distinct from lying, and; 2) significantly related to performance on overclaiming and social decision tasks. These results represent an important step forward by demonstrating the utility of the Bullshitting Frequency Scale as well as highlighting certain individual differences that may play important roles in the extent to which individuals engage in everyday bullshitting.


2021 ◽  
Vol 8 (1) ◽  
pp. 205395172110211
Author(s):  
Anatoliy Gruzd ◽  
Manlio De Domenico ◽  
Pier Luigi Sacco ◽  
Sylvie Briand

This special theme issue of Big Data & Society presents leading-edge, interdisciplinary research that focuses on examining how health-related (mis-)information is circulating on social media. In particular, we are focusing on how computational and Big Data approaches can help to provide a better understanding of the ongoing COVID-19 infodemic (overexposure to both accurate and misleading information on a health topic) and to develop effective strategies to combat it.


2020 ◽  
Vol 79 (Suppl 1) ◽  
pp. 1133.1-1133
Author(s):  
S. Elangovan ◽  
Y. H. Kwan ◽  
W. Fong

Background:Spondyloarthritis (SpA) is a family of chronic inflammatory disorders. Social media, such as YouTube, is a popular online platform where patients often visit for information. However, the validity of the content uploaded onto YouTube is not known.Objectives:This study aimed to evaluate the content, reliability and quality of the most viewed English-language YouTube videos on SpA.Methods:Keywords “spondyloarthritis”, “spondyloarthropathy” and “ankylosing spondylitis” were searched on YouTube on October 7th, 2019. The top 270 videos were screened. Videos were excluded if they were irrelevant, in non-English language or if they had no audio. Total number of views, duration on YouTube (days), video length, upload date, number of likes, dislikes, subscribers and comments were recorded for videos. A modified 5-point DISCERN tool1and the 5-point Global Quality Scale (GQS) score2were used to assess the reliability and quality of the videos, with higher scores indicating greater reliability and quality respectively.Results:Two hundred of 270 videos were included in the final analysis [61.5% from healthcare professionals, 37.0% from patients, 1.5% from news channels]. Of the 200 videos, 15 were uploaded within the last year and 112 in the last five years. 120 (60%) were categorized as useful information (Group 1), 6 (3%) as misleading information (Group 2), 52 (26%) as useful patient opinion (Group 3) and 22 (11%) as misleading patient opinion (Group 4). Useful videos were mainly from healthcare professionals or patients (86%). Useful videos (Group 1 and 3) had higher median (IQR) number of subscribers [2700 (14700) vs 211 (457), p < 0.01], reliability scores [3 (1) vs 2 (1), p < 0.01] and GQS scores [3 (1) vs. 2 (1), p < 0.001] compared to misleading videos (Group 2 and 4), respectively.Videos uploaded by healthcare professionals tended to have more useful information [94% (116 of 123) vs. 66% (49 of 74), p < 0.001] and had higher median (IQR) reliability scores [3 (1) vs 2 (1), p < 0.001] and GQS scores [3 (2) vs 2 (1), p < 0.001] compared to patient uploaded videos respectively. Of the 5 (out of 123) videos from healthcare professionals that had misleading information, it was because of outdated information on diagnosis (3 videos) and treatment (5 videos) of SpA. Of the 22 videos that had misleading patient opinion, 9 (41%) wrongly described the clinical features for SpA and 14 (64%) portrayed the current evidence based treatment options as ineffective and described alternative treatment plans (i.e. diet restrictions, complementary and alternative medicine).Conclusion:The majority of English language YouTube videos have useful information on the topic of SpA, however, 31% of patient opinions have inaccurate information on the clinical features and treatment options, and viewers need to be cognisant of these “fake news”.References:[1]Charnock D, Shepperd S, Needham G, Gann R (1999) DISCERN: an instrument for judging the quality of written consumer health information on treatment choices. J Epidemiol Community Health 53(2): 105-111[2]Bernard A, Langille M, Hughes S, Rose C, Leddin D, Veldhuyzen van Zanten S (2007) A systematic review of patient inflammatory bowel disease information resources on the World Wide Web. Am J Gastroenterol 102(9):2070-2077Disclosure of Interests:Sakktivel Elangovan: None declared, Yu Heng Kwan: None declared, Warren Fong Consultant of: Abbvie, Janssen, Novartis, Speakers bureau: Abbvie, Janssen, Novartis


2018 ◽  
Vol 120 (8) ◽  
pp. 1915-1928
Author(s):  
Judith Müller-Maatsch ◽  
Johannes Jasny ◽  
Katharina Henn ◽  
Claudia Gras ◽  
Reinhold Carle

Purpose The purpose of this paper is to provide insight into the consumers’ perception of natural and artificial food colourants. Furthermore, attitudes towards the application of carmine, being technically important and ubiquitously used to impart red shades, are assessed and analysed. Originating from insects, carmine is considered as natural but may arouse disgust. Design/methodology/approach In total, 625 individuals were surveyed using an online, self-administered questionnaire to represent a broad cross-section of the German population. Findings Independent of their origin, the application of colourants was rejected by 57.0 per cent of the interviewees. In total, 31.8 per cent of the participants stated a neutral attitude, while only 11.2 per cent expressed a positive notion. Most respondents preferred colourants from natural sources to artificial ones. While consumers perceive natural food colourants composed of genuine plant pigments positively, 61.6 per cent of respondents disliked the application of animal-derived colourants, 24.8 per cent of them did neither reject nor like it, and only 13.6 per cent of the interviewees stated a positive attitude towards them. The findings of this paper further indicate consumers’ preference for colourants to be either artificial or plant-derived rather than carmine. Food colourants are being rejected, possibly due to misleading information and confusing labelling. Consequently, information about carmine, including its origin and production, did not increase the aversion to products that are dyed with it, but increased their acceptance. Originality/value This study outlines consumer perception and attitudes towards food colourants. For the first time, the findings of this paper report the effect of revealing information about an additive, which initially aroused disgust, and its influence on consumer perception.


1994 ◽  
Vol 79 (3_suppl) ◽  
pp. 1475-1478
Author(s):  
Atholl T. Malcolm ◽  
Michel Pierre Janisse

Three suicides occurred within 3 years in a military unit of 35 individuals. This represented an annual rate 220 times the North American average. A clinical intervention was requested by medical authorities, the goal being to minimize the risk of further deaths. Group and individual therapy was conducted over 3 days and ongoing referrals were made as necessary. In addition, measures of anxiety, depression, and hostility were obtained from this unit and from a unit equivalent in size and job description to examine whether these constructs could be used diagnostically. Analysis of the data indicated that differences in mean scores between the units yielded potentially misleading information, although on an individual basis scores were useful in identifying clients at risk of suicide. When those who personally knew one or more of the deceased were compared with those who did not, variability of scores in conjunction with interviews was helpful in identifying relatively high-risk subgroups.


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