Synapse
⌘+K
Synapse
PulseExploreClubsResearchersJournals
Instagram
HomeClubsExplore
September 18, 2025Frontiers in Public HealthOpen Access

Building a diagnostic prediction model for severe Mycoplasma pneumoniae pneumonia in children using machine learning

View Full Paper
Ask AI
Bookmark
Share

Authors

CGChen GongHYHuijun YueQLQuan Li

Discussion

Loading...

Member takes

Overview

This study develops a diagnostic model for severe Mycoplasma pneumoniae pneumonia, indicating key risk factors and methods for improved outcomes.

Key Points

  • The model achieved a ROC score of 0.964, demonstrating its high diagnostic accuracy.
  • Key factors identified include ESR, PCT, IL-6, and lung auscultation, used to predict severe pneumonia risk.
  • A multivariate logistic prediction model was constructed and evaluated using ROC curves and five-fold cross-validation.
  • This research emphasizes the importance of early prediction and tailored treatment to reduce severe pneumonia risks.

Cite This Study

Gong et al. (2025) studied this question.

synapsesocial.com/papers/68d435cf713b0b5dfea74e66https://doi.org/10.3389/fpubh.2025.1585042
View Full Paper
Ask AI
Bookmark
Share

Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1A machine learning-based predictive model for multilobar pulmonary consolidation induced by macrolide-resistant <i>Mycoplasma pneumoniae</i> pneumonia caused by the 23S rRNA A2063G mutation2025
  2. 2Dynamic changes of pulmonary function and immune function in children with mycoplasma pneumonia of different severity and their predictive value for disease prognosis: a retrospective cohort study2025
  3. 3Development of a Radiomics-based Model Using Computed Tomography Imaging to Assess the Incidence of Extrapulmonary Organ Involvement in Mycoplasma Pneumoniae Pneumonia and to Predict Recovery Times: A Multicenter Study2025
  4. 4Diagnostic efficacy of Mycoplasma pneumoniae antibody and procalcitonin in children with Mycoplasma pneumonia2025
  5. 5Establishment and validation of a predictive model for severe pneumonia in children2025