Consecutive prediction of adverse maternal outcomes of preeclampsia, using the PIERS-ML and fullPIERS models: A multicountry prospective observational study

In this study, we have evaluated the performance of the fullPIERS and PIERS-ML models for consecutive prediction. We observed deteriorating performance of both models over time. We recommend using the models for consecutive prediction with greater caution and interpreting predictions with increasing uncertainty as the pregnancy progresses. For clinical practice, models should be adapted to retain accuracy when deployed serially. The performance of future models can be compared with the results of this study to quantify their added value.

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Publication Details

Journal
PLoS Medicine
Published
2025-02-04
DOI
https://doi.org/10.1371/journal.pmed.1004509
Citations
4
Primary Topic
Pregnancy and preeclampsia studies
Type
article
Field-Weighted Citation Impact
8.23

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article

Consecutive prediction of adverse maternal outcomes of preeclampsia, using the PIERS-ML and fullPIERS models: A multicountry prospective observational study

Wessel Ganzevoort, Paul Murray, Henk Groen, Sanne J. Gordijn et al.
4 citations
PLoS Medicine
Pregnancy and preeclampsia studies
8.23
article

Consecutive prediction of adverse maternal outcomes of preeclampsia, using the PIERS-ML and fullPIERS models: A multicountry prospective observational study

Wessel Ganzevoort, Paul Murray, Henk Groen, Sanne J. Gordijn, Laura Ann Magee, Kimberley Kavanagh, Peter von Dadelszen, Tünde Montgomery-Csobán, Guiyou Yang
article en
4 citations

Abstract

In this study, we have evaluated the performance of the fullPIERS and PIERS-ML models for consecutive prediction. We observed deteriorating performance of both models over time. We recommend using the models for consecutive prediction with greater caution and interpreting predictions with increasing uncertainty as the pregnancy progresses. For clinical practice, models should be adapted to retain accuracy when deployed serially. The performance of future models can be compared with the results of this study to quantify their added value.

PLoS MedicineVol. 22(2)
University Medical Center Groningen (NL), University of Groningen (NL), University of Strathclyde (GB), King's College London (GB), Amsterdam University Medical Centers (NL)
University of Strathclyde, Bill and Melinda Gates Institute for Population and Reproductive Health, Institute of Human Development, Child and Youth Health
Good health and well-being
Openalex Percentile: Top 3%
Pregnancy and preeclampsia studies
8.23
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