Sperm aminopeptidase N identifies the potential for high-quality blastocysts and viable embryos in oocyte-donation cycles.

Study Question: Is there a relationship between human sperm aminopeptidase N (APN) and embryo development in humans?

Summary Answer: Human sperm APN could possibly become a new molecular biomarker for identifying the potential for high-quality and usable embryos.

What Is Known Already: The diagnosis of male fertility is one of the major concerns of reproductive medicine. Approximately 30-40% of men with otherwise normal fertility parameters are still unable to achieve pregnancy.

Learning about phraseology from corpora: A linguistically motivated approach for Multiword Expression identification.

Multiword Expressions (MWEs) are idiosyncratic combinations of words which pose important challenges to Natural Language Processing. Some kinds of MWEs, such as verbal ones, are particularly hard to identify in corpora, due to their high degree of morphosyntactic flexibility. This paper describes a linguistically motivated method to gather detailed information about verb+noun MWEs (VNMWEs) from corpora.

Neural machine translation of clinical texts between long distance languages.

Objective: To analyze techniques for machine translation of electronic health records (EHRs) between long distance languages, using Basque and Spanish as a reference. We studied distinct configurations of neural machine translation systems and used different methods to overcome the lack of a bilingual corpus of clinical texts or health records in Basque and Spanish.

Materials And Methods: We trained recurrent neural networks on an out-of-domain corpus with different hyperparameter values.