Evidence map›Paper›PMID 40921416›Full record

ArticleJournal of obstetric, gynecologic, and neonatal nursing : JOGNN2025

Patient Disability Status and the Use of Stigmatizing Language in Clinical Notes During Hospital Admission for Birth.

Sarah E Harkins, Ismael I Hulchafo, Jihye Kim Scroggins, Caroline Walsh, Meghan Didier, Maxim Topaz, Veronica Barcelona

Abstract read
In one paragraph

Article in Journal of obstetric, gynecologic, and neonatal nursing : JOGNN, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

7 authors.

Sarah E Harkins
Ismael I Hulchafo
Jihye Kim Scroggins
Caroline Walsh
Meghan Didier
Maxim Topaz
Veronica Barcelona

Funding

Reducing Health Disparities Through Informatics - Genomics SupplementT32NR007969 · NINR · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI SUZANNE BAKKEN, Rebecca Schnall · 2002 to 2026
$7.9M
NINR NIH HHS T32 NR007969
6 · The paper itself

Abstract

objectiveTo examine the association between patient disability status and use of stigmatizing language in clinical notes from the hospital admission for birth.

designCross-sectional study of electronic health record data.

settingTwo urban hospitals in the northeastern United States.

participantsPatients at more than 20 weeks gestation admitted for birth from 2017 to 2019 (N = 19,094).

methodsWe used a natural language processing algorithm to identify categories of stigmatizing language used in free-text clinical notes (N = 211,841 unique clinical notes). We employed multivariable logistic regression to estimate adjusted odds ratios (aORs) and 95% confidence intervals (CIs) for each stigmatizing language category by disability status, which we determined by ICD-10 (International Classification of Diseases, 10th revision) codes.

resultsApproximately 3% of patient records (n = 550) included ICD-10 codes for disability. Clinicians were more likely to use stigmatizing language for patients with disabilities compared with patients without disabilities (aOR = 1.75, 95% CI = [1.47, 2.09]). For patients with disabilities compared with patients without disabilities, clinicians were also more likely to use stigmatizing language in the difficult patient category (aOR = 1.96, 95% CI = [1.65, 2.33]) and the unilateral/authoritarian decisions category (aOR = 1.27, 95% CI = [1.06, 1.53]). We found no significant differences for the marginalized language/identities category by patient disability status (aOR = 1.19, 95% CI = [0.87, 1.62]).

conclusionThe use of stigmatizing language in birth hospitalization notes differed by patient disability status. Stigmatizing language should be used as a marker of bias and an opportunity for clinicians to reflect on their thoughts, words, and actions. Patient-centered documentation and care practices are needed to improve perinatal health for all.

Indexed as

Persons with DisabilitiesStereotypingAdultCross-Sectional StudiesElectronic Health RecordsFemaleHumansPregnancydisability discriminationhealth equitylabornatural language processingobstetricstigmatizing language

Identifiers

PMID40921416
PMCPMC12755039

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

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.