Remdesivir associated with reduced mortality in hospitalized COVID-19 patients: treatment effectiveness using real-world data and natural language processing

Using NLP and ML we were able to generate RWE on the effectiveness of RDV in COVID-19 patients, confirming the potential of using this methodology to measure the effectiveness of treatments in pandemics. Our results show that using RDV in hospitalized patients with moderate-to-severe pneumonia is associated with significantly reduced inpatient mortality. Adherence to clinical guideline recommendations has prognostic implications and emerging technologies in identifying eligible patients for treatment and avoiding missed opportunities during public health crises are needed.

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Publication Details

Journal
BMC Infectious Diseases
Published
2025-04-12
DOI
https://doi.org/10.1186/s12879-025-10817-6
Citations
2
Primary Topic
COVID-19 Clinical Research Studies
Type
article
Field-Weighted Citation Impact
2.79

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article

Remdesivir associated with reduced mortality in hospitalized COVID-19 patients: treatment effectiveness using real-world data and natural language processing

Laura Portillo Horcajada, Rosa de Miguel Buckley, Adrián Ferré Beltrán, Paulo Vitor Carvalho et al.
2 citations
BMC Infectious Diseases
COVID-19 Clinical Research Studies
2.79
article

Remdesivir associated with reduced mortality in hospitalized COVID-19 patients: treatment effectiveness using real-world data and natural language processing

Laura Portillo Horcajada, Rosa de Miguel Buckley, Adrián Ferré Beltrán, Paulo Vitor Carvalho, José Ramón Arribas, Francisco Fanjul, Paola Pérez, Beatriz Díaz‐Pollán, Cristina Pérez, M Seco
article en
2 citations

Abstract

Using NLP and ML we were able to generate RWE on the effectiveness of RDV in COVID-19 patients, confirming the potential of using this methodology to measure the effectiveness of treatments in pandemics. Our results show that using RDV in hospitalized patients with moderate-to-severe pneumonia is associated with significantly reduced inpatient mortality. Adherence to clinical guideline recommendations has prognostic implications and emerging technologies in identifying eligible patients for treatment and avoiding missed opportunities during public health crises are needed.

BMC Infectious DiseasesVol. 25(1)
Hospital Universitario La Paz (ES), Hospital La Paz Institute for Health Research (ES), Gilead Sciences (Spain) (ES), Health Research Institute of the Balearic Islands (ES), Hospital Universitario Son Espases (ES), Hospital Universitario Infanta Sofía (ES)
Gilead Sciences
Openalex Percentile: Top 11%
COVID-19 Clinical Research Studies
2.79
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Remdesivir associated with reduced mortality in hospitalized COVID-19 patients: treatment effectiveness using real-world data and natural language processing — Laura Portillo Horcajada, Rosa de Miguel Buckley, et al. · BMC Infectious Diseases (2025) | TGRS Research Map | TGRS