Development and validation of a prognostic nomogram for predicting in-hospital mortality of patients with acute paraquat poisoning
This study aimed to develop and validate a predictive model to determine the risk of in-hospital mortality in patients with acute paraquat poisoning. This retrospective observational cohort study included 724 patients with acute paraquat poisoning whose clinical data were collected within 24 h of ad...
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Veröffentlicht in: | Scientific reports 2024-01, Vol.14 (1), p.1622-1622, Article 1622 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | This study aimed to develop and validate a predictive model to determine the risk of in-hospital mortality in patients with acute paraquat poisoning. This retrospective observational cohort study included 724 patients with acute paraquat poisoning whose clinical data were collected within 24 h of admission. The primary outcome was in-hospital mortality. Patients were randomly divided into training and validation cohorts (7/3 ratio). In the training cohort, the least absolute shrinkage and selection operator regression models were used for data dimension reduction and feature selection. Multivariate logistic regression was used to generate a predictive nomogram for in-hospital mortality. The prediction model was assessed for both the training and validation cohorts. In the training cohort, decreased level of consciousness (Glasgow Coma Scale score |
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ISSN: | 2045-2322 2045-2322 |
DOI: | 10.1038/s41598-023-50722-z |