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Elisa Barbieri on Muck Rack

Elisa Barbieri

As seen in: Nature, Wiley Online Library, Frontiers, MDPI, JAMA (The Journal of the American Medical Association), JAMA Network, Science Magazine, BioRxiv, Cell Press, Cell Reports
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Articles

Automatic identification of diagnosis from hospital discharge letters via weakly supervised Natural Language Processing

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By Elisa Barbieri, Anna Cantarutti, Carlo Giaquinto, Francesca Ieva, Vittorio Torri
| Nature Verified
Abstract Identifying patient diagnoses from hospital discharge letters is essential for large-scale cohort selection and epidemiological research, but traditional supervised approaches require extensive manual annotation, which is often impractical for large textual datasets. We present a weakly supervised Natural Language Processing (NLP) pipeline for classifying Italian discharge letters without document-level manual annotation.
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Pre-school wheeze treatment patterns in the primary care setting in Italy

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By Benedetta Canova, Anna Cantarutti, Riccardo Boracchini, Valentina Ferraro, Elisa Barbieri
| Nature Verified
Abstract Wheeze is one of the most common respiratory conditions in early childhood. Despite available guidelines, treatment management in pre-school children remains challenging. We aim to describe prescribing patterns for pre-schoolers with wheeze in primary care settings. This retrospective population-based birth cohort study analyzed data from the Italian Pedianet primary care database. Children born between 2010 and 2017 and followed from birth to at least 5 years were included.
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Nirsevimab and a Community Recall-Based Immunization Strategy for Child Bronchiolitis Prevention

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By Riccardo Boracchini, Giulia Brigadoi, Elisa Barbieri, Daniele Donà, Carlo Giaquinto, Eugenio Baraldi, Anna Cantarutti, Benedetta Canova, Mirko Cesarini, Irene De Marchi
| JAMA Network Verified
Supplement 1. eAppendix 1. The Pedianet Database eAppendix 2. Immunization Strategies Adopted in Italy eAppendix 3. Outcome Definition eFigure. Flowchart Depicting the Cohort Selection Process, Matching Procedure, and Statistical Modeling Strategies Supplement 2. Figure 1.
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