Using ontology-based semantic similarity to facilitate the article screening process for systematic reviews

•Joint use of SNOMED CT and MeSH resulted in a more comprehensive knowledge source.•We created a semantic concept modelling process to improve concepts representation.•Effective concepts and relations from ontologies can be used as semantic knowledge.•Ontology-based article semantic relationships can help identify relevant articles.