Developing a personalized treatment rule based on a score for administering macrolide combination therapy versus beta-lactam monotherapy for patients with moderate community-acquired pneumonia employing machine learning

Introduction: Selecting the appropriate antibiotics treatment against moderate pneumonia is still a matter of debate. To develop a treatment rule for the decision of a beta-lactam monotherapy or a Macrolide beta-lactam combination therapy, we develop machine learning (ML) methods based on scoring models, [for full text, please go to the a.m. URL]

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Publication Details

Journal
German Medical Science (German Research Foundation)
Published
2025-11-03
DOI
https://doi.org/10.3205/25gmds187
Primary Topic
Machine Learning in Healthcare
Type
article
Field-Weighted Citation Impact
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article

Developing a personalized treatment rule based on a score for administering macrolide combination therapy versus beta-lactam monotherapy for patients with moderate community-acquired pneumonia employing machine learning

German Medical Science (German Research Foundation)
Machine Learning in Healthcare
article

Developing a personalized treatment rule based on a score for administering macrolide combination therapy versus beta-lactam monotherapy for patients with moderate community-acquired pneumonia employing machine learning

article en

Abstract

Introduction: Selecting the appropriate antibiotics treatment against moderate pneumonia is still a matter of debate. To develop a treatment rule for the decision of a beta-lactam monotherapy or a Macrolide beta-lactam combination therapy, we develop machine learning (ML) methods based on scoring models, [for full text, please go to the a.m. URL]

German Medical Science (German Research Foundation)
Jena University Hospital (DE)
Good health and well-being
Openalex Percentile: Top 23%
Machine Learning in Healthcare
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Developing a personalized treatment rule based on a score for administering macrolide combination therapy versus beta-lactam monotherapy for patients with moderate community-acquired pneumonia employing machine learning · German Medical Science (German Research Foundation) (2025) | TGRS Research Map | TGRS