Evidence map›Paper›PMID 41953592›Full record

ArticleJournal of clinical medicine research2026

The MAGENTA Model for Individual Prediction of In-Hospital Mortality in Chronic Obstructive Pulmonary Disease With Acute Exacerbation: An External Validation Study.

Thotsaporn Morasert, Chayatorn Tanksinmankhong, Pichaya Tantiyavarong, Phanu Prasankiattirach, Pakpoom Wongyikul, Phichayut Phinyo

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Article in Journal of clinical medicine research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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5 · Who and what money

Authors and funding

6 authors.

Thotsaporn MorasertDepartment of Clinical Epidemiology, Faculty of Medicine, Thammasat University, Pathum Thani 10120, Thailand.
Chayatorn TanksinmankhongDepartment of Internal Medicine, Suratthani Hospital, Surat Thani 84000, Thailand.
Pichaya TantiyavarongDepartment of Clinical Epidemiology, Faculty of Medicine, Thammasat University, Pathum Thani 10120, Thailand.
Phanu PrasankiattirachCentre for Clinical Epidemiology and Clinical Statistics, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand.
Pakpoom WongyikulCentre for Clinical Epidemiology and Clinical Statistics, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand.
Phichayut PhinyoCentre for Clinical Epidemiology and Clinical Statistics, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: The MAGENTA score identifies acute exacerbation of chronic obstructive pulmonary disease (AECOPD) patients at high risk of in-hospital mortality to guide monitoring and treatment, yet its generalizability requires confirmation. This study aimed to externally validate the performance of the MAGENTA model. Methods: We conducted a temporal external validation using retrospective data from 938 admission records of patients hospitalized in general wards and intensive care units at a tertiary center in Thailand (2018-2019). The model, which utilizes mean arterial pressure, age, blood urea nitrogen, endotracheal intubation, sodium, temperature, and albumin, was evaluated regarding all-cause in-hospital mortality. Results: The validation cohort had an 11.2% mortality rate with moderate case-mix differences compared to the development set. The model demonstrated acceptable discrimination with an area under the curve (AUC) of 0.75 (95% confidence interval (CI), 0.70-0.80), though lower than the AUC in the original derivation. Calibration analysis revealed systematic overprediction (expected-to-observed (E:O) ratio of 1.335) and overfitting (slope of 0.536), particularly when the predicted risk exceeded 20%. Importantly, recalibration of the intercept and slope substantially improved the agreement between predicted and observed risks. Conclusions: While the MAGENTA model offers acceptable discriminative ability for stratifying AECOPD mortality risk, local recalibration is recommended to address overestimation in high-risk patients.

Indexed as

COPD exacerbationExternal validationIn-hospital mortalityMAGENTA model

Identifiers

PMID41953592
PMCPMC13053533

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.