A systematic review of natural language processing and text mining of symptoms from electronic patient-authored text data

C Dreisbach, TA Koleck, PE Bourne… - International journal of …, 2019 - Elsevier
Objective In this systematic review, we aim to synthesize the literature on the use of natural
language processing (NLP) and text mining as they apply to symptom extraction and …

The value of patient reporting to the pharmacovigilance system: a systematic review

P Inácio, A Cavaco, M Airaksinen - British journal of clinical …, 2017 - Wiley Online Library
Aims Current trends in pharmacovigilance systems are veering towards patient involvement
in spontaneous reporting of adverse drug reactions (ADRs). The aim of the current …

Natural language processing and its implications for the future of medication safety: a narrative review of recent advances and challenges

A Wong, JM Plasek, SP Montecalvo… - … : The Journal of Human …, 2018 - Wiley Online Library
The safety of medication use has been a priority in the United States since the late 1930s.
Recently, it has gained prominence due to the increasing amount of data suggesting that a …

Mining social media data for biomedical signals and health-related behavior

RB Correia, IB Wood, J Bollen… - Annual review of …, 2020 - annualreviews.org
Social media data have been increasingly used to study biomedical and health-related
phenomena. From cohort-level discussions of a condition to population-level analyses of …

Harnessing social media data for pharmacovigilance: a review of current state of the art, challenges and future directions

D Pappa, LK Stergioulas - International Journal of Data Science and …, 2019 - Springer
The ever-increasing supply of information combined with the growing knowledge elicitation
capabilities of key emerging technologies presents pharmacovigilance with enormous …

Utility of social media and crowd-intelligence data for pharmacovigilance: a scoping review

AC Tricco, W Zarin, E Lillie, S Jeblee, R Warren… - BMC medical informatics …, 2018 - Springer
Background A scoping review to characterize the literature on the use of conversations in
social media as a potential source of data for detecting adverse events (AEs) related to …

Real-world data and the patient perspective: the PROmise of social media?

L McDonald, B Malcolm, S Ramagopalan, H Syrad - BMC medicine, 2019 - Springer
Understanding the patient perspective is fundamental to delivering patient-centred care. In
most healthcare systems, however, patient-reported outcomes are not regularly collected or …

The usefulness of listening social media for pharmacovigilance purposes: a systematic review

I Convertino, S Ferraro, C Blandizzi… - Expert opinion on drug …, 2018 - Taylor & Francis
Introduction: Social media mining could be a possible strategy to retrieve drug safety
information. The mining of social media is a complex process under progressive evolution …

Establishing a framework for the use of social media in pharmacovigilance in Europe

S Brosch, AM de Ferran, V Newbould, D Farkas… - Drug safety, 2019 - Springer
Abstract The Innovative Medicines Initiative (IMI) WEB-RADR (Web-Recognising Adverse
Drug Reactions) project looked at opportunities and challenges in using social media in …

Use of social media for pharmacovigilance activities: key findings and recommendations from the Vigi4Med project

B Audeh, F Bellet, MN Beyens, A Lillo-Le Louët… - Drug Safety, 2020 - Springer
The large-scale use of social media by the population has gained the attention of
stakeholders and researchers in various fields. In the domain of pharmacovigilance, this …