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c) We identified variants generated in b) in which maximised the increase in identifiers with cardinality = 1.
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Of 281 cases, we found 139 (49%) where there were with no differences in identifiers within the cluster, and 142 (51%) with differences in identifiers within the cluster.
Due to inconsistency in identifiers associated with each of the databases, and in order to reduce uncertainly, ~85% of the relevant proteins were successfully converted with a unified ID.
We describe a two-step record linkage algorithm in which identifiers with high cardinality are identified or generated, and used to perform an initial exact match based linkage.
In summary, including synthetic spike-ins or unique molecular identifiers with known concentrations (UMIs) has advantages in normalization and expression estimation, however their use still needs to be standardized.
Second, for four of the datasets, we were only able to match 72 – 79% of the reported gene identifiers with genes in our dataset, and there might be additional agreements among those genes that we were unable to compare directly.
MEDIC is a resource that integrates Online Mendelian Inheritance in Man (OMIM) terms, synonyms and identifiers with MeSH terms, synonyms, definitions, identifiers and hierarchical relationships (11).
Some two-thirds of these have been translated into political decisions, including EU-wide agreements to bring in passports with two biometric identifiers (facial scans and fingerprints) and to play a bigger part in the international drive against illegal money transfers.
Compared to RADAR and TRUST in detecting solenoids, HHrepID is an identifier with higher sensitivity.
"I've always had the inkling that something was a little off in my pronouns and identifiers, and with nonbinary identities becoming more represented within the queer community, I felt like I finally had the language to name it.
Identifying information for participants in the 45 and Up Study were linked with identifiers in the CCR, APDC hospital records and MBS claims.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com