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DOI 10.1186/s12884-026-08891-y

Медицинская библиотека · BMC pregnancy and childbirth · 2026

Factors associated with healthcare professionals' use of stigmatizing language in individuals with diabetes in pregnancy.

Gwan Anwei, Ortiz Isai B, Tessier Katelyn M, Mahr Renee M, Looby Anna Ayers, Molleti Sanjana, Makori Jessica, Akingbola Oluwabukola O, Boucher Alexander A, Nashif Sereen K, Karbeah J'Mag, Wernimont Sarah A

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Аннотация

BACKGROUND

Clinicians’ language can influence patient perception and engagement in care. Use of stigmatizing language, including terms such as “noncompliant”, “refused”, “failed”, and “unmotivated”, has been found to contribute to distress among individuals with diabetes in pregnancy. However, it is unclear how often healthcare professionals use stigmatizing language in the electronic health record (EHR) and the clinical factors associated with its use among birthing individuals with diabetes.

METHODS

A retrospective cohort study was conducted from 2018 to 2019, focusing on individuals with singleton, non-anomalous pregnancies diagnosed with pre-existing or gestational diabetes. We utilized an academic-community obstetric outcomes database, employing a Natural Language Processing (NLP) algorithm to identify stigmatizing terms in electronic health records, including variations of terms such as “failed,” “refused,” “unwilling,” “unmotivated,” “noncompliant,” and “non-adherent.” We then compared the clinical characteristics, outcomes, and glycemic markers of individuals with and without documented stigmatizing language. Unadjusted and adjusted logistic regression models assessed the association of clinical factors on the utilization of stigmatizing language.

RESULTS

Out of 1,433 birthing individuals who met criteria, 128 (8.9%) exhibited stigmatizing language in their records. The most common terms were related to “noncompliant” (47%) and “refused” (42%), primarily used by physicians and nurses. Birthing individuals of color were about four times more likely to have stigmatizing language used in their EHR compared to White individuals (aOR 3.87, 95% CI 2.55–5.99, p < 0.001). Those speaking languages other than English and Spanish were three times more likely to have stigmatizing terms documented (aOR 3.18, 95% CI 1.98–5.01, p < 0.001). Finally, individuals using public insurance were nearly five times more likely to receive stigmatizing descriptions compared to those with private insurance (aOR 4.95, 95% CI 3.26–7.73, p < 0.001). No differences were seen in NICU admission after controlling for diabetes type, and few objective markers of glycemia were identified in the EHR.

CONCLUSION

Birthing individuals of color, non-English/non-Spanish speakers, and those on public insurance diagnosed with diabetes in pregnancy were significantly more likely to have stigmatizing language documented within their medical records. Clinicians’ use of stigmatizing language appears disconnected from glycemic concerns.

Для цитирования: Gwan Anwei, Ortiz Isai B, Tessier Katelyn M, Mahr Renee M, Looby Anna Ayers, Molleti Sanjana, Makori Jessica, Akingbola Oluwabukola O, Boucher Alexander A, Nashif Sereen K, Karbeah J'Mag, Wernimont Sarah A. Factors associated with healthcare professionals' use of stigmatizing language in individuals with diabetes in pregnancy.. BMC pregnancy and childbirth. 2026. DOI: 10.1186/s12884-026-08891-y.

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