Fake news in health: the validation of a neural network model for detection of disinformation in Pediatric Dentistry through psychophysiological reactions of internet users

• Grant number: 19/27242-0
• Support Opportunities: Scholarships in Brazil - Doctorate
• Start date: January 01, 2021
• End date: May 02, 2025
• Field of knowledge: Health Sciences - Dentistry - Pediatric Dentistry
• Principal Investigator: Thiago Cruvinel da Silva
• Grantee: Matheus Lotto de Almeida Souza
• Host Institution: Faculdade de Odontologia de Bauru (FOB). Universidade de São Paulo (USP). Bauru , SP, Brazil
• Associated scholarship(s): 21/10732-5 - An artificial intelligence approach to automated detection of fluoride-related misinformation on social media, BE.EP.DR

Abstract

The diffusion of information and communication technologies stimulate the production of contents based on personal opinions, contributing to the electronic dissemination of fake news via social media. In this sense, the consumption of disinformation directly influences the onset of beliefs that impact on people's health behaviors negatively. Hence, the development of tools for aiding Internet users to obtain and use health information properly is desirable. This study aims to develop and validate a machine learning model to detect the consumption of children's oral health-related disinformation remotely, based on psychophysiological reactions of mothers. The methods will be conducted in four distinct steps: 1) the determination of the interests of Google users in children's oral health-related disinformation, employing Google Trends; 2) the detection of children's oral health-related disinformation posted by Twitter users; 3) the assessment of differences of patterns in psychophysiological reactions of mothers exposed or not to disinformation, conducting a double-blind, cross-sectional and parallel randomized controlled trial; and 4) the training and evaluation of artificial neural networks to measure fake news-related psychophysiological outcomes, based on Cross Validation (CV) and Leave-One-Session-Out Cross-Validation (LOSOCV). Statistical analysis will be performed according to normality and homogeneity of data. P<0.05 will be considered for significant differences. (AU)

Scientific publications

(7)

(References retrieved automatically from Web of Science and SciELO through information on FAPESP grants and their corresponding numbers as mentioned in the publications by the authors)

LOTTO, MATHEUS; JORGE, OLIVIA SANTANA; MENEZES, TAMIRES SA; RAMALHO, ANA MARIA; OLIVEIRA, THAIS MARCHINI; BEVILACQUA, FERNANDO; CRUVINEL, THIAGO. Psychophysiological Reactions of Internet Users Exposed to Fluoride Information and Disinformation: Protocol for a Randomized Controlled Trial. JMIR RESEARCH PROTOCOLS, v. 11, n. 6, p. 10-pg., 2022-06-01. (19/27242-0)

LOTTO, MATHEUS; MASCHIO, KAIANE FATIMA; SILVA, KIMBERLY KAMILA; AYALA AGUIRRE, PATRICIA ESTEFANIA; CRUVINEL, AGNES; CRUVINEL, THIAGO. eHEALS as a predictive factor of digital health information seeking behavior among Brazilian undergraduate students. HEALTH PROMOTION INTERNATIONAL, v. N/A, p. 11-pg., 2021-10-29. (14/21292-2, 19/27242-0)

LOTTO, MATHEUS; MENEZES, TAMIRES SA; HUSSAIN, IRFHANA ZAKIR; TSAO, SHU-FENG; BUTT, ZAHID AHMAD; MORITA, PLINIO P.; CRUVINEL, THIAGO. Characterization of False or Misleading Fluoride Content on Instagram: Infodemiology Study. JOURNAL OF MEDICAL INTERNET RESEARCH, v. 24, n. 5, p. 13-pg., 2022-05-19. (21/03226-6, 19/27242-0)

LOTTO, MATHEUS; JORGE, OLIVIA SANTANA; DE ANDRADE MOREIRA MACHADO, MARIA APARECIDA; CRUVINEL, THIAGO. Exploring online oral health misinformation: a content analysis. BRAZILIAN ORAL RESEARCH, v. 37, p. 12-pg., 2023-01-01. (19/27242-0)

DI PROFIO, BRUNA; LOTTO, MATHEUS; AYALA AGUIRRE, PATRICIA ESTEFANIA; VILLAR, CRISTINA CUNHA; ROMITO, GIUSEPPE ALEXANDRE; BRAGA, MARIANA MINATEL; CRUVINEL, THIAGO; PANNUTI, CLAUDIO MENDES. Toothpaste-related interests of Google users from different countries. BRAZILIAN ORAL RESEARCH, v. 37, p. 14-pg., 2023-01-01. (19/27242-0)

MATHEUS LOTTO; OLIVIA SANTANA JORGE; MARIA APARECIDA DE ANDRADE MOREIRA MACHADO; THIAGO CRUVINEL. Exploring online oral health misinformation: a content analysis. Brazilian Oral Research, v. 37, 2023-05-29. (19/27242-0)

DI PROFIO, BRUNA; LOTTO, MATHEUS; AGUIRRE, PATRICIA E. AYALA; VILLAR, CRISTINA C.; ROMITO, GIUSEPPE A.; CRUVINEL, THIAGO; PANNUTI, CLAUDIO MENDES. Digital surveillance: The interest in mouthwash-related information. INTERNATIONAL JOURNAL OF DENTAL HYGIENE, v. N/A, p. 9-pg., 2023-09-18. (19/27242-0)