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Clinical Assessment of Pneumocystosis with MIMIC Data

Publication ,  Conference
Wang, H; Zhu, Q; Pei, J
Published in: Proceedings - 2023 2023 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2023
January 1, 2023

Pneumocystosis remains a life-threatening disease with a high mortality rate. It's critical to understand its clinical course and risk factors for better disease management. In this retrospective analysis, we aimed to elucidate the prognostic determinants of in-hospital mortality among patients diagnosed with pneumocystosis. Data were extracted from the Medical Information Mart for Intensive Care (MIMIC)-IV database, encompassing all recorded cases of pneumocystosis. The dataset included patient admission records, comprehensive laboratory results, and medication administration data, which were meticulously analyzed to identify relevant features. Employing logistic regression and random forest, we discerned that the administration of micafungin sodium and vasopressin have significant impacts as risk factors on the survival rate of pneumocystosis patients.

Duke Scholars

Published In

Proceedings - 2023 2023 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2023

DOI

ISBN

9798350337488

Publication Date

January 1, 2023

Start / End Page

2751 / 2753
 

Citation

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Wang, H., Zhu, Q., & Pei, J. (2023). Clinical Assessment of Pneumocystosis with MIMIC Data. In Proceedings - 2023 2023 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2023 (pp. 2751–2753). https://doi.org/10.1109/BIBM58861.2023.10385603
Wang, H., Q. Zhu, and J. Pei. “Clinical Assessment of Pneumocystosis with MIMIC Data.” In Proceedings - 2023 2023 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2023, 2751–53, 2023. https://doi.org/10.1109/BIBM58861.2023.10385603.
Wang H, Zhu Q, Pei J. Clinical Assessment of Pneumocystosis with MIMIC Data. In: Proceedings - 2023 2023 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2023. 2023. p. 2751–3.
Wang, H., et al. “Clinical Assessment of Pneumocystosis with MIMIC Data.” Proceedings - 2023 2023 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2023, 2023, pp. 2751–53. Scopus, doi:10.1109/BIBM58861.2023.10385603.
Wang H, Zhu Q, Pei J. Clinical Assessment of Pneumocystosis with MIMIC Data. Proceedings - 2023 2023 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2023. 2023. p. 2751–2753.

Published In

Proceedings - 2023 2023 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2023

DOI

ISBN

9798350337488

Publication Date

January 1, 2023

Start / End Page

2751 / 2753