Mining Reasons For And Against Vaccination From Unstructured Data Using Nichesourcing and AI Data Augmentation

Unsupervised cross-lingual representation learning at scale

Original

Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave, Myle Ott, Luke Zettlemoyer, and Veselin Stoyanov. 2020 · 1911

Earlier work this paper cites.

A Coefficient of Agreement for Nominal Scales

J. Cohen. 1960 · 1960

Earlier work this paper cites.

Longformer: The long-document transformer

Original

Iz Beltagy, Matthew E. Peters, and Arman Cohan. 2020 · 2004

Earlier work this paper cites.

A postmodern pandora’s box: Anti-vaccination misinformation on the internet

Anna Kata. 2010 · 2010

Earlier work this paper cites.

Nichesourcing: Harnessing the power of crowds of experts

Victor Boer, Michiel Hildebrand, Lora Aroyo, Pieter De Leenheer, Chris Dijkshoorn, Binyam Tesfa, and Guus Schreiber. 2012 · 2012

Earlier work this paper cites.

brat: a web-based tool for NLP-assisted text annotation

Pontus Stenetorp, Sampo Pyysalo, Goran Topić, Tomoko Ohta, Sophia Ananiadou, and Jun’ichi Tsujii. 2012 · 2012

Earlier work this paper cites.

Addressing the anti-vaccination movement and the role of hcws

S. Tafuri, M.S. Gallone, M.G. Cappelli, D. Martinelli, R. Prato, and C. Germinario. 2014 · 2014

Earlier work this paper cites.

Going against the herd: psychological and cultural factors underlying the ‘vaccination confidence gap’

M. Browne, P. Thomson, M. J. Rockloff, and G. Pennycook. 2015 · 2015

Earlier work this paper cites.

Vaccine hesitancy in discussion forums: Computer-assisted argument mining with topic models

Maria Skeppstedt, Andreas Kerren, and Manfred Stede. 2018 · 2018

Cited alongside, same era.

Annotating claims in the vaccination debate

Benedetta Torsi and Roser Morante. 2018 · 2018

Cited alongside, same era.

BERT: Pre-training of deep bidirectional transformers for language understanding

Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019 · 2019

Cited alongside, same era.

Roberta: A robustly optimized bert pretraining approach

Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, and Veselin Stoyanov. 2019 · 2019

Cited alongside, same era.

Spanish pre-trained bert model and evaluation data

José Cañete, Gabriel Chaperon, Rodrigo Fuentes, Jou-Hui Ho, Hojin Kang, and Jorge Pérez. 2020 · 2020

Cited alongside, same era.

ECHR: Legal corpus for argument mining

Social media and vaccine hesitancy

Original

Steven Lloyd Wilson and Charles Wiysonge. 2020 · 2020

Later among the works it cites.

Trafilatura: A web scraping library and command-line tool for text discovery and extraction

A. Barbaresi. 2021 · 2021

Later among the works it cites.

The vaccine-hesitant moment

Heidi J. Larson, Emmanuela Gakidou, and Christopher J.L. Murray. 2022 · 2022

Later among the works it cites.

Which argumentative aspects of hate speech in social media can be reliably identified?

Original

Damián Furman, Pablo Torres, José A. Rodríguez, Diego Letzen, Vanina Martínez, and Laura Alonso Alemany. 2023 · 2023

Later among the works it cites.

Textdescriptives: A python package for calculating a large variety of metrics from text

L. Hansen, L. R. Olsen, and K. Enevoldsen. 2023 · 2023

Later among the works it cites.