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Methods We developed CIDACS-RL (Centre for Data and Knowledge Integration for Health – Record Linkage), a novel iterative deterministic record linkage algorithm based on a combination of indexing search ... Conclusion CIDACS-RL algorithm is an innovative linkage tool for huge datasets, with higher accuracy, improved scalability, and substantially shorter execution time compared to other existing linkage tools ... Authors' contributions GCGB and MSA wrote the first draft of the manuscript with contributions from RP, MEB and all other co-authors. GCGB, MSA, RP, BA and MEB discussed ...doi:10.1186/s12911-020-01285-w pmid:33167998 fatcat:skcuhribsvautjjml2izdttkvi