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...
Main Authors: | , , , , , , , , |
---|---|
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 |