Publication: A new approach and gold standard toward author disambiguation in MEDLINE
A new approach and gold standard toward author disambiguation in MEDLINE
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Vishnyakova, D., Rodriguez-Esteban, R., & Rinaldi, F. (2019). A new approach and gold standard toward author disambiguation in MEDLINE. Journal of the American Medical Informatics Association (JAMIA), 26(10), 1037–1045. https://doi.org/10.1093/jamia/ocz028
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Author-centric analyses of fast-growing biomedical reference databases are challenging due to author ambiguity. This problem has been mainly addressed through author disambiguation using supervised machine-learning algorithms. Such algorithms, however, require adequately designed gold standards that reflect the reference database properly. In this study we used MEDLINE to build the first unbiased gold standard in a reference database and improve over the existing state of the art in author disambiguation. Following a new corpus design
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- Vishnyakova, Dina
- Rodriguez-Esteban, Raul
- Rinaldi, Fabio
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Vishnyakova, D., Rodriguez-Esteban, R., & Rinaldi, F. (2019). A new approach and gold standard toward author disambiguation in MEDLINE. Journal of the American Medical Informatics Association (JAMIA), 26(10), 1037–1045. https://doi.org/10.1093/jamia/ocz028