Automated extraction of standardized antibiotic resistance and prescription data from laboratory information systems and electronic health records: a narrative review

A Cappello, Y Murgia, DR Giacobbe, S Mora… - Frontiers in …, 2024 - frontiersin.org
Antimicrobial resistance in bacteria has been associated with significant morbidity and
mortality in hospitalized patients. In the era of big data and of the consequent frequent need …

Antimicrobial resistance recommendations via electronic health records with graph representation and patient population modeling

P Gao, Z Chen, X Liu, P Chen, Y Matsubara… - Computer Methods and …, 2025 - Elsevier
Abstract Background: Antimicrobial resistance (AMR), which refers to the ability of
pathogenic bacteria to withstand the effects of antibiotics, is a critical global health issue …

Explainable Spatio-Temporal GCNNs for Irregular Multivariate Time Series: Architecture and Application to ICU Patient Data

Ó Escudero-Arnanz, C Soguero-Ruiz… - arXiv preprint arXiv …, 2024 - arxiv.org
In this paper, we present XST-GCNN (eXplainable Spatio-Temporal Graph Convolutional
Neural Network), a novel architecture for processing heterogeneous and irregular …

DnnARs: An Artificial Intelligence Technique for Prediction of Antimicrobial Resistant Strains in E. coli Bacteria Causing Urine Tract Infection

DSK Nayak, A Priyadarshini, P Mahanta, T Das… - SN Computer …, 2024 - Springer
The rise of antimicrobial resistance (AMR) in bacteria that cause infectious diseases poses a
significant global health challenge, necessitating advanced prediction technology for …

ARGai 2.0: A Feature Engineering Enabled Deep Network Model for Antibiotic Resistance Gene and Strain Identification in E. coli.

DSK Nayak, A Priyadarshini… - … Journal of Online & …, 2025 - search.ebscohost.com
Escherichia coli (E. coli) is a group of bacteria that cause infections in the gastrointestinal
(GI) tract and urinary tract (UTIs). The rise in antimicrobial resistance (AMR) due to …

Irregular Temporal Classification of Multidrug Resistance Development in Intensive Care Unit Patients

P Martín-Palomeque… - 2024 IEEE …, 2024 - ieeexplore.ieee.org
The rising incidence of Multidrug-Resistant (MDR) infections in Intensive Care Units (ICUs)
presents a critical challenge to global healthcare, leading to adverse patient outcomes and …