Role of Artificial Intelligence in Fighting Antimicrobial Resistance in Pediatrics

Artificial intelligence (AI) is a field of science and engineering concerned with the computational understanding of what is commonly called intelligent behavior. AI is extremely useful in many human activities including medicine. The aim of our narrative review is to show the potential role of AI i...

Full description

Bibliographic Details
Main Authors: Umberto Fanelli, Marco Pappalardo, Vincenzo Chinè, Pierpacifico Gismondi, Cosimo Neglia, Alberto Argentiero, Adriana Calderaro, Andrea Prati, Susanna Esposito
Format: Article
Language:English
Published: MDPI AG 2020-11-01
Series:Antibiotics
Subjects:
Online Access:https://www.mdpi.com/2079-6382/9/11/767
_version_ 1797549131811520512
author Umberto Fanelli
Marco Pappalardo
Vincenzo Chinè
Pierpacifico Gismondi
Cosimo Neglia
Alberto Argentiero
Adriana Calderaro
Andrea Prati
Susanna Esposito
author_facet Umberto Fanelli
Marco Pappalardo
Vincenzo Chinè
Pierpacifico Gismondi
Cosimo Neglia
Alberto Argentiero
Adriana Calderaro
Andrea Prati
Susanna Esposito
author_sort Umberto Fanelli
collection DOAJ
description Artificial intelligence (AI) is a field of science and engineering concerned with the computational understanding of what is commonly called intelligent behavior. AI is extremely useful in many human activities including medicine. The aim of our narrative review is to show the potential role of AI in fighting antimicrobial resistance in pediatric patients. We searched for PubMed articles published from April 2010 to April 2020 containing the keywords “artificial intelligence”, “machine learning”, “antimicrobial resistance”, “antimicrobial stewardship”, “pediatric”, and “children”, and we described the different strategies for the application of AI in these fields. Literature analysis showed that the applications of AI in health care are potentially endless, contributing to a reduction in the development time of new antimicrobial agents, greater diagnostic and therapeutic appropriateness, and, simultaneously, a reduction in costs. Most of the proposed AI solutions for medicine are not intended to replace the doctor’s opinion or expertise, but to provide a useful tool for easing their work. Considering pediatric infectious diseases, AI could play a primary role in fighting antibiotic resistance. In the pediatric field, a greater willingness to invest in this field could help antimicrobial stewardship reach levels of effectiveness that were unthinkable a few years ago.
first_indexed 2024-03-10T15:10:02Z
format Article
id doaj.art-cdf1a99b32b74e70b6dfda4a12e560d2
institution Directory Open Access Journal
issn 2079-6382
language English
last_indexed 2024-03-10T15:10:02Z
publishDate 2020-11-01
publisher MDPI AG
record_format Article
series Antibiotics
spelling doaj.art-cdf1a99b32b74e70b6dfda4a12e560d22023-11-20T19:26:07ZengMDPI AGAntibiotics2079-63822020-11-0191176710.3390/antibiotics9110767Role of Artificial Intelligence in Fighting Antimicrobial Resistance in PediatricsUmberto Fanelli0Marco Pappalardo1Vincenzo Chinè2Pierpacifico Gismondi3Cosimo Neglia4Alberto Argentiero5Adriana Calderaro6Andrea Prati7Susanna Esposito8Pediatric Clinic, Pietro Barilla Children’s Hospital, Department of Medicine and Surgery, University of Parma, 43126 Parma, ItalyPediatric Clinic, Pietro Barilla Children’s Hospital, Department of Medicine and Surgery, University of Parma, 43126 Parma, ItalyPediatric Clinic, Pietro Barilla Children’s Hospital, Department of Medicine and Surgery, University of Parma, 43126 Parma, ItalyPediatric Clinic, Pietro Barilla Children’s Hospital, Department of Medicine and Surgery, University of Parma, 43126 Parma, ItalyPediatric Clinic, Pietro Barilla Children’s Hospital, Department of Medicine and Surgery, University of Parma, 43126 Parma, ItalyPediatric Clinic, Pietro Barilla Children’s Hospital, Department of Medicine and Surgery, University of Parma, 43126 Parma, ItalyMicrobiology and Virology Unit, Department of Medicine and Surgery, University of Parma, 43126 Parma, ItalyDepartment of Engineering and Architecture, University of Parma, 43126 Parma, ItalyPediatric Clinic, Pietro Barilla Children’s Hospital, Department of Medicine and Surgery, University of Parma, 43126 Parma, ItalyArtificial intelligence (AI) is a field of science and engineering concerned with the computational understanding of what is commonly called intelligent behavior. AI is extremely useful in many human activities including medicine. The aim of our narrative review is to show the potential role of AI in fighting antimicrobial resistance in pediatric patients. We searched for PubMed articles published from April 2010 to April 2020 containing the keywords “artificial intelligence”, “machine learning”, “antimicrobial resistance”, “antimicrobial stewardship”, “pediatric”, and “children”, and we described the different strategies for the application of AI in these fields. Literature analysis showed that the applications of AI in health care are potentially endless, contributing to a reduction in the development time of new antimicrobial agents, greater diagnostic and therapeutic appropriateness, and, simultaneously, a reduction in costs. Most of the proposed AI solutions for medicine are not intended to replace the doctor’s opinion or expertise, but to provide a useful tool for easing their work. Considering pediatric infectious diseases, AI could play a primary role in fighting antibiotic resistance. In the pediatric field, a greater willingness to invest in this field could help antimicrobial stewardship reach levels of effectiveness that were unthinkable a few years ago.https://www.mdpi.com/2079-6382/9/11/767artificial intelligencemachine learningneural networksantimicrobial resistanceantimicrobial stewardshippediatrics
spellingShingle Umberto Fanelli
Marco Pappalardo
Vincenzo Chinè
Pierpacifico Gismondi
Cosimo Neglia
Alberto Argentiero
Adriana Calderaro
Andrea Prati
Susanna Esposito
Role of Artificial Intelligence in Fighting Antimicrobial Resistance in Pediatrics
Antibiotics
artificial intelligence
machine learning
neural networks
antimicrobial resistance
antimicrobial stewardship
pediatrics
title Role of Artificial Intelligence in Fighting Antimicrobial Resistance in Pediatrics
title_full Role of Artificial Intelligence in Fighting Antimicrobial Resistance in Pediatrics
title_fullStr Role of Artificial Intelligence in Fighting Antimicrobial Resistance in Pediatrics
title_full_unstemmed Role of Artificial Intelligence in Fighting Antimicrobial Resistance in Pediatrics
title_short Role of Artificial Intelligence in Fighting Antimicrobial Resistance in Pediatrics
title_sort role of artificial intelligence in fighting antimicrobial resistance in pediatrics
topic artificial intelligence
machine learning
neural networks
antimicrobial resistance
antimicrobial stewardship
pediatrics
url https://www.mdpi.com/2079-6382/9/11/767
work_keys_str_mv AT umbertofanelli roleofartificialintelligenceinfightingantimicrobialresistanceinpediatrics
AT marcopappalardo roleofartificialintelligenceinfightingantimicrobialresistanceinpediatrics
AT vincenzochine roleofartificialintelligenceinfightingantimicrobialresistanceinpediatrics
AT pierpacificogismondi roleofartificialintelligenceinfightingantimicrobialresistanceinpediatrics
AT cosimoneglia roleofartificialintelligenceinfightingantimicrobialresistanceinpediatrics
AT albertoargentiero roleofartificialintelligenceinfightingantimicrobialresistanceinpediatrics
AT adrianacalderaro roleofartificialintelligenceinfightingantimicrobialresistanceinpediatrics
AT andreaprati roleofartificialintelligenceinfightingantimicrobialresistanceinpediatrics
AT susannaesposito roleofartificialintelligenceinfightingantimicrobialresistanceinpediatrics