Ensembles of natural language processing systems for portable phenotyping solutions

[Display omitted] •Ensembles of natural language processing can improve phenotypic concept recognition.•A simple majority voting-based ensemble can increase the reproducibility.•An evaluation metric considering both concept relations and frequencies is useful. Manually curating standardized phenotyp...

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Veröffentlicht in:	Journal of biomedical informatics 2019-12, Vol.100, p.103318-103318, Article 103318
Hauptverfasser:	Liu, Cong, Ta, Casey N., Rogers, James R., Li, Ziran, Lee, Junghwan, Butler, Alex M., Shang, Ning, Kury, Fabricio Sampaio Peres, Wang, Liwei, Shen, Feichen, Liu, Hongfang, Ena, Lyudmila, Friedman, Carol, Weng, Chunhua
Format:	Artikel
Sprache:	eng
Schlagworte:	Concept recognition Datasets as Topic Electronic Health Records Ensemble method Evaluation Human phenotype ontology Humans Natural Language Processing Phenotype Reproducibility Reproducibility of Results
Online-Zugang:	Volltext
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