Evidence map›Paper›PMID 41550543›Full record

ArticleLearning health systems2026

A Learning Health System Approach to Developing a Perinatal Safety Framework and Guide to Reduce Disparities in Maternal Harm.

Angela D Thomas, Tamika Auguste, Allan Fong, Aaron Z Hettinger, Seth Krevat, Laura Lee, Emily Mutondo, Deborah F Perry, Karey Sutton, Saanvi Garg and 1 more

Abstract read
In one paragraph

Article in Learning health systems, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors.

Angela D ThomasMedStar Health Columbia Maryland USA.
Tamika AugusteMedStar Health Columbia Maryland USA.
Allan FongMedStar Health Research Institute Columbia Maryland USA.ORCID https://orcid.org/0000-0002-7550-1569
Aaron Z HettingerMedStar Health Research Institute Columbia Maryland USA.
Seth KrevatMedStar Health Research Institute Columbia Maryland USA.
Laura LeeMedStar Health Institute for Quality and Safety Columbia Maryland USA.
Emily MutondoMedStar Health Research Institute Columbia Maryland USA.
Deborah F PerryGeorgetown University Washington DC USA.
Karey SuttonMedStar Health Research Institute Columbia Maryland USA.
Saanvi GargGeorgetown University Washington DC USA.
Loral PatchenMedStar Health Research Institute Columbia Maryland USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Maternal harm disproportionately affects Black birthing individuals, with systemic and provider-related factors contributing significantly to preventable severe maternal morbidity (SMM) and maternal mortality. Despite the severity of the crisis, traditional maternal safety approaches, which typically exclude patient voices, narrowly focus on severe harm events rather than conducting full-spectrum safety surveillance, which limits proactive intervention strategies. Methods: This study applied the National Academies of Medicine's Learning Health System (LHS) principles to develop a comprehensive maternal safety framework. We employed a mixed-methods approach integrating patient-reported experiences of cases (patients experiencing severe maternal morbidity and/or postpartum readmission) and controls, provider perspectives, clinical informatics, natural language processing of clinical notes, and chart reviews to identify factors contributing to and mitigating maternal harm. We convened an interdisciplinary expert panel to synthesize findings into actionable recommendations for a Perinatal Safety Framework and a Perinatal Strategy Guide. Results: The Perinatal Maternal Safety Framework was developed to define the maternal safety continuum. Six key features emerged, including: (1) three distinct starting points (pregnancy, birth, postpartum), (2) variability in baseline circumstances, (3) a broad definition of maternal harm encompassing physical, emotional, and psychological factors, (4) adaptation of established safety models, (5) six categories of contributing and mitigating factors, and (6) status factors influencing maternal safety outcomes. The Perinatal Strategy Guide outlines evidence-based strategies addressing structural and systemic factors affecting maternal safety. Conclusions: A comprehensive maternal safety framework integrating full-spectrum safety surveillance and patient-centered reporting is critical to addressing maternal health disparities. By applying LHS principles, this study provides a data-driven, equity-focused approach to improving maternal safety. Implementation of the Perinatal Strategy Guide will require interdisciplinary collaboration and engagement of individuals with lived experience to drive systemic change.

Indexed as

health equitylearning health systemmaternal disparitiesmaternal safety

Identifiers

PMID41550543
PMCPMC12805883

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.