Table 3.
Topic focus | Keywords | Prevalence (%) |
---|---|---|
Deep learning | Embed, LSTM, layer, model | 7.01 |
Adverse events post-vaccination | Vaccine, VAERS, Guillain–Barré syndrome, report | 6.17 |
Signal detection | BCPNN, PRR, Gamma Poisson Shrinker, shrinkage, method | 5.87 |
Information extraction/NLP | Annotate, entity, ADE, sentence | 5.70 |
Topic focus is a subjective assessment of the content based on the most relevant keywords for each topic, as determined by setting the relevancy metric λ to 0.3 in the ‘LDAvis’ package (see electronic supplementary Table S1 for a full list of topics). NLP natural language processing, VAERS Vaccine Adverse Event Reporting System, BCPNN Bayesian Confidence Propagation Neural Network