Predicting future hospital antimicrobial resistance prevalence using machine learning

Predicting future hospital antimicrobial resistance prevalence using machine learning

Background: Predicting antimicrobial resistance (AMR), a top global health threat, nationwide at an aggregate hospital level could help target interventions. Using machine learning, we exploit historical AMR and antimicrobial usage to predict future AMR. Methods: Antimicrobial use and AMR prevalence...

書誌詳細
主要な著者:	Vihta, K, Pritchard, E, Pouwels, KB, Hopkins, S, Guy, RL, Henderson, K, Chudasama, D, Hope, R, Muller-Pebody, B, Walker, AS, Clifton, D, Eyre, DW
フォーマット:	Journal article
言語:	English
出版事項:	Nature Research 2024

類似資料

Predicting future hospital antimicrobial resistance prevalence using machine learning
著者:: Karina-Doris Vihta, 等
出版事項: (2024-10-01)

Detecting changes in population trends in infection surveillance using community SARS-CoV-2 prevalence as an exemplar
著者:: Pritchard, E, 等
出版事項: (2024)

Selection and co-selection of antibiotic resistances among Escherichia coli by antibiotic use in primary care: An ecological analysis
著者:: Pouwels, KB, 等
出版事項: (2019)

Prevalence of resistance to antibiotics in children's urinary Escherichia coli isolates estimated using national surveillance data
著者:: Pouwels, K, 等
出版事項: (2018)

Omicron-associated changes in SARS-CoV-2 symptoms in the United Kingdom
著者:: Vihta, K, 等
出版事項: (2022)

Monitoring populations at increased risk for SARS-CoV-2 infection in the community using population-level demographic and behavioural surveillance
著者:: Pritchard, E, 等
出版事項: (2021)

Selection and co-selection of antibiotic resistances among Escherichia coli by antibiotic use in primary care: an ecological analysis
著者:: Pouwels, K, 等
出版事項: (2019)

Effect of COVID-19 vaccination on transmission of Alpha and Delta variants
著者:: Eyre, DW, 等
出版事項: (2022)

Symptoms and severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) positivity in the general population in the United Kingdom
著者:: Vihta, K-D, 等
出版事項: (2021)

Effect of Delta variant on viral burden and vaccine effectiveness against new SARS-CoV-2 infections in the UK
著者:: Pouwels, KB, 等
出版事項: (2021)

Quantifying the primary and secondary effects of antimicrobial resistance on surgery patients: methods and data sources for empirical estimation in England
著者:: Naylor, NR, 等
出版事項: (2022)

Ct threshold values, a proxy for viral load in community SARS-CoV-2 cases, demonstrate wide variation across populations and over time
著者:: Walker, AS, 等
出版事項: (2021)

Mortality risks associated with empirical antibiotic activity in E. coli bacteraemia: an analysis of electronic health records
著者:: Yoon, CH, 等
出版事項: (2022)

Impact of vaccination on new SARS-CoV-2 infections in the United Kingdom
著者:: Pritchard, E, 等
出版事項: (2021)

Association between use of different antibiotics and trimethoprim resistance: going beyond the obvious crude association.
著者:: Pouwels, K, 等
出版事項: (2018)

Systematic review of wastewater surveillance of antimicrobial resistance in human populations
著者:: K.K. Chau, 等
出版事項: (2022-04-01)

Antimicrobial resistance in commensal opportunistic pathogens isolated from non-sterile sites can be an effective proxy for surveillance in bloodstream infections
著者:: Vihta, K-D, 等
出版事項: (2021)

Selection and co-selection of antibiotic resistances among Escherichia coli by antibiotic use in primary care: An ecological analysis.
著者:: Koen B Pouwels, 等
出版事項: (2019-01-01)

Distinct patterns of vital sign and inflammatory marker responses in adults with suspected bloodstream infection
著者:: Gu, Q, 等
出版事項: (2024)

Increased infections, but not viral burden, with a new SARS-CoV-2 variant
著者:: Walker, S, 等
出版事項: (2021)

Tracking the emergence of SARS-CoV-2 alpha variant in the United Kingdom
著者:: Walker, AS, 等
出版事項: (2021)

Community prevalence of SARS-CoV-2 in England during April to November 2020: Results from the ONS Coronavirus Infection Survey
著者:: Pouwels, K, 等
出版事項: (2020)

Systematic review of wastewater surveillance of antimicrobial resistance in human populations
著者:: Chau, K, 等
出版事項: (2022)

Reducing expectations for antibiotics in primary care: a randomised experiment to test the response to fear-based messages about antimicrobial resistance
著者:: Roope, L, 等
出版事項: (2020)

Using hospital network-based surveillance for antimicrobial resistance as a more robust alternative to self-reporting
著者:: Donker, T, 等
出版事項: (2019)

Algorithmic fairness and bias mitigation for clinical machine learning with deep reinforcement learning
著者:: Yang, J, 等
出版事項: (2023)

Interpretable machine learning-based decision support for prediction of antibiotic resistance for complicated urinary tract infections
著者:: Yang, J, 等
出版事項: (2023)

Ct threshold values, a proxy for viral load in community SARS-CoV-2 cases, demonstrate wide variation across populations and over time
著者:: Walker, S, 等
出版事項: (2020)

System-wide approaches to antimicrobial therapy and antimicrobial resistance in the UK: the AMR-X framework
著者:: Abel, K, 等
出版事項: (2024)

Does bariatric surgery reduce future hospital costs? a propensity score-matched analysis using UK Biobank Study data
著者:: Wu, T, 等
出版事項: (2021)

Hash-based core genome multilocus sequencing typing for Clostridium difficile
著者:: Eyre, DW, 等
出版事項: (2019)

SARS-CoV-2, influenza A/B and respiratory syncytial virus positivity and association with influenza-like illness and self-reported symptoms, over the 2022/23 winter season in the UK: a longitudinal surveillance cohort
著者:: Dietz, E, 等
出版事項: (2024)

Is heterogeneity in the effects of statins on infection outcomes across clinical studies due to bias?
著者:: Pouwels, KB, 等
出版事項: (2016)

Quantitative SARS-CoV-2 anti-spike responses to Pfizer–BioNTech and Oxford–AstraZeneca vaccines by previous infection status
著者:: Eyre, DW, 等
出版事項: (2021)

The health and cost burden of antibiotic resistant and susceptible Escherichia coli bacteraemia in the English hospital setting: A national retrospective cohort study
著者:: Naylor, NR, 等
出版事項: (2019)

An adversarial training framework for mitigating algorithmic biases in clinical machine learning
著者:: Yang, J, 等
出版事項: (2023)

A genomic epidemiological study shows that prevalence of antimicrobial resistance in Enterobacterales is associated with the livestock host, as well as antimicrobial usagee
著者:: AbuOun, M, 等
出版事項: (2021)

Developing a framework for tracking antimicrobial resistance gene movement in a persistent environmental reservoir
著者:: Mathers, AJ, 等
出版事項: (2024)

Developing a framework for tracking antimicrobial resistance gene movement in a persistent environmental reservoir
著者:: Mathers, AJ, 等
出版事項: (2024)

Quantifying the primary and secondary effects of antimicrobial resistance on surgery patients: Methods and data sources for empirical estimation in England
著者:: Nichola R. Naylor, 等
出版事項: (2022-08-01)