Stigmatizing Mothers: Qualitative Analysis of Language in Prenatal Records Article Swipe
YOU?
·
· 2025
· Open Access
·
· DOI: https://doi.org/10.1353/nib.2025.a974066
Pregnant people experience moral judgment in healthcare settings that may be coded into clinical documentation. Stigmatizing language in medical records transmits bias between clinicians, potentially exacerbating disparities in maternal morbidity and mortality. We examined obstetrical records from 100 randomly selected patients who received prenatal and delivery care in an academic hospital system. Qualitative analysis sought to identify linguistic features conveying negative attitudes or moral judgment, revealing themes of epistemic injustice: (1) discrediting patient testimony as incompetent, unreliable, and hysterical; (2) unnecessary details that are objectifying, stigmatizing, or unprofessional; and (3) judgments of maternal fitness, where women are labeled “bad mothers” by emphasizing neglectful, selfish, and debauched characteristics. We conclude by advocating for further validation of our findings, revisiting medical education paradigms, and supporting the development of natural language processing (NLP) technologies to detect and intercept stigma.
Related Topics
- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.1353/nib.2025.a974066
- https://muse.jhu.edu/pub/1/article/974066/pdf
- OA Status
- bronze
- OpenAlex ID
- https://openalex.org/W4415913258
Raw OpenAlex JSON
- OpenAlex ID
-
https://openalex.org/W4415913258Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.1353/nib.2025.a974066Digital Object Identifier
- Title
-
Stigmatizing Mothers: Qualitative Analysis of Language in Prenatal RecordsWork title
- Type
-
articleOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2025Year of publication
- Publication date
-
2025-01-01Full publication date if available
- Authors
-
Marielle S. Gross, Diana Mendoza-Cervantes, Joie L. Zabec, Ananya Dewan, Mary Catherine BeachList of authors in order
- Landing page
-
https://doi.org/10.1353/nib.2025.a974066Publisher landing page
- PDF URL
-
https://muse.jhu.edu/pub/1/article/974066/pdfDirect link to full text PDF
- Open access
-
YesWhether a free full text is available
- OA status
-
bronzeOpen access status per OpenAlex
- OA URL
-
https://muse.jhu.edu/pub/1/article/974066/pdfDirect OA link when available
- Cited by
-
0Total citation count in OpenAlex
Full payload
| id | https://openalex.org/W4415913258 |
|---|---|
| doi | https://doi.org/10.1353/nib.2025.a974066 |
| ids.doi | https://doi.org/10.1353/nib.2025.a974066 |
| ids.pmid | https://pubmed.ncbi.nlm.nih.gov/41208679 |
| ids.openalex | https://openalex.org/W4415913258 |
| fwci | 0.0 |
| mesh[0].qualifier_ui | |
| mesh[0].descriptor_ui | D006801 |
| mesh[0].is_major_topic | False |
| mesh[0].qualifier_name | |
| mesh[0].descriptor_name | Humans |
| mesh[1].qualifier_ui | |
| mesh[1].descriptor_ui | D005260 |
| mesh[1].is_major_topic | False |
| mesh[1].qualifier_name | |
| mesh[1].descriptor_name | Female |
| mesh[2].qualifier_ui | |
| mesh[2].descriptor_ui | D011247 |
| mesh[2].is_major_topic | False |
| mesh[2].qualifier_name | |
| mesh[2].descriptor_name | Pregnancy |
| mesh[3].qualifier_ui | Q000523 |
| mesh[3].descriptor_ui | D009035 |
| mesh[3].is_major_topic | True |
| mesh[3].qualifier_name | psychology |
| mesh[3].descriptor_name | Mothers |
| mesh[4].qualifier_ui | |
| mesh[4].descriptor_ui | D036301 |
| mesh[4].is_major_topic | False |
| mesh[4].qualifier_name | |
| mesh[4].descriptor_name | Qualitative Research |
| mesh[5].qualifier_ui | |
| mesh[5].descriptor_ui | D057545 |
| mesh[5].is_major_topic | True |
| mesh[5].qualifier_name | |
| mesh[5].descriptor_name | Social Stigma |
| mesh[6].qualifier_ui | |
| mesh[6].descriptor_ui | D011295 |
| mesh[6].is_major_topic | True |
| mesh[6].qualifier_name | |
| mesh[6].descriptor_name | Prenatal Care |
| mesh[7].qualifier_ui | |
| mesh[7].descriptor_ui | D007802 |
| mesh[7].is_major_topic | True |
| mesh[7].qualifier_name | |
| mesh[7].descriptor_name | Language |
| mesh[8].qualifier_ui | |
| mesh[8].descriptor_ui | D000328 |
| mesh[8].is_major_topic | False |
| mesh[8].qualifier_name | |
| mesh[8].descriptor_name | Adult |
| mesh[9].qualifier_ui | |
| mesh[9].descriptor_ui | D013240 |
| mesh[9].is_major_topic | True |
| mesh[9].qualifier_name | |
| mesh[9].descriptor_name | Stereotyping |
| mesh[10].qualifier_ui | |
| mesh[10].descriptor_ui | D009323 |
| mesh[10].is_major_topic | False |
| mesh[10].qualifier_name | |
| mesh[10].descriptor_name | Natural Language Processing |
| mesh[11].qualifier_ui | |
| mesh[11].descriptor_ui | D008499 |
| mesh[11].is_major_topic | True |
| mesh[11].qualifier_name | |
| mesh[11].descriptor_name | Medical Records |
| mesh[12].qualifier_ui | Q000523 |
| mesh[12].descriptor_ui | D037841 |
| mesh[12].is_major_topic | True |
| mesh[12].qualifier_name | psychology |
| mesh[12].descriptor_name | Pregnant People |
| type | article |
| title | Stigmatizing Mothers: Qualitative Analysis of Language in Prenatal Records |
| biblio.issue | 2 |
| biblio.volume | 15 |
| biblio.last_page | 158 |
| biblio.first_page | 139 |
| is_xpac | False |
| apc_list | |
| apc_paid | |
| language | en |
| locations[0].id | doi:10.1353/nib.2025.a974066 |
| locations[0].is_oa | True |
| locations[0].source.id | https://openalex.org/S168537555 |
| locations[0].source.issn | 2157-1732, 2157-1740 |
| locations[0].source.type | journal |
| locations[0].source.is_oa | False |
| locations[0].source.issn_l | 2157-1732 |
| locations[0].source.is_core | True |
| locations[0].source.is_in_doaj | False |
| locations[0].source.display_name | Narrative Inquiry in Bioethics |
| locations[0].source.host_organization | https://openalex.org/P4310315678 |
| locations[0].source.host_organization_name | Johns Hopkins University Press |
| locations[0].source.host_organization_lineage | https://openalex.org/P4310315678 |
| locations[0].license | |
| locations[0].pdf_url | https://muse.jhu.edu/pub/1/article/974066/pdf |
| locations[0].version | publishedVersion |
| locations[0].raw_type | journal-article |
| locations[0].license_id | |
| locations[0].is_accepted | True |
| locations[0].is_published | True |
| locations[0].raw_source_name | Narrative Inquiry in Bioethics |
| locations[0].landing_page_url | https://doi.org/10.1353/nib.2025.a974066 |
| locations[1].id | pmid:41208679 |
| locations[1].is_oa | False |
| locations[1].source.id | https://openalex.org/S4306525036 |
| locations[1].source.issn | |
| locations[1].source.type | repository |
| locations[1].source.is_oa | False |
| locations[1].source.issn_l | |
| locations[1].source.is_core | False |
| locations[1].source.is_in_doaj | False |
| locations[1].source.display_name | PubMed |
| locations[1].source.host_organization | https://openalex.org/I1299303238 |
| locations[1].source.host_organization_name | National Institutes of Health |
| locations[1].source.host_organization_lineage | https://openalex.org/I1299303238 |
| locations[1].license | |
| locations[1].pdf_url | |
| locations[1].version | publishedVersion |
| locations[1].raw_type | |
| locations[1].license_id | |
| locations[1].is_accepted | True |
| locations[1].is_published | True |
| locations[1].raw_source_name | Narrative inquiry in bioethics |
| locations[1].landing_page_url | https://pubmed.ncbi.nlm.nih.gov/41208679 |
| indexed_in | crossref, pubmed |
| authorships[0].author.id | https://openalex.org/A5088120259 |
| authorships[0].author.orcid | https://orcid.org/0000-0002-3009-4082 |
| authorships[0].author.display_name | Marielle S. Gross |
| authorships[0].author_position | first |
| authorships[0].raw_author_name | Marielle S. Gross |
| authorships[0].is_corresponding | False |
| authorships[1].author.id | https://openalex.org/A5115985152 |
| authorships[1].author.orcid | |
| authorships[1].author.display_name | Diana Mendoza-Cervantes |
| authorships[1].author_position | middle |
| authorships[1].raw_author_name | Diana Mendoza-Cervantes |
| authorships[1].is_corresponding | False |
| authorships[2].author.id | https://openalex.org/A5033430604 |
| authorships[2].author.orcid | |
| authorships[2].author.display_name | Joie L. Zabec |
| authorships[2].author_position | middle |
| authorships[2].raw_author_name | Joie L. Zabec |
| authorships[2].is_corresponding | False |
| authorships[3].author.id | https://openalex.org/A5013718718 |
| authorships[3].author.orcid | |
| authorships[3].author.display_name | Ananya Dewan |
| authorships[3].author_position | middle |
| authorships[3].raw_author_name | Ananya Dewan |
| authorships[3].is_corresponding | False |
| authorships[4].author.id | https://openalex.org/A5033370374 |
| authorships[4].author.orcid | https://orcid.org/0000-0002-1112-6309 |
| authorships[4].author.display_name | Mary Catherine Beach |
| authorships[4].author_position | last |
| authorships[4].raw_author_name | Mary Catherine Beach |
| authorships[4].is_corresponding | False |
| has_content.pdf | True |
| has_content.grobid_xml | False |
| is_paratext | False |
| open_access.is_oa | True |
| open_access.oa_url | https://muse.jhu.edu/pub/1/article/974066/pdf |
| open_access.oa_status | bronze |
| open_access.any_repository_has_fulltext | False |
| created_date | 2025-11-05T00:00:00 |
| display_name | Stigmatizing Mothers: Qualitative Analysis of Language in Prenatal Records |
| has_fulltext | False |
| is_retracted | False |
| updated_date | 2025-11-06T06:51:31.235846 |
| primary_topic | |
| cited_by_count | 0 |
| locations_count | 2 |
| best_oa_location.id | doi:10.1353/nib.2025.a974066 |
| best_oa_location.is_oa | True |
| best_oa_location.source.id | https://openalex.org/S168537555 |
| best_oa_location.source.issn | 2157-1732, 2157-1740 |
| best_oa_location.source.type | journal |
| best_oa_location.source.is_oa | False |
| best_oa_location.source.issn_l | 2157-1732 |
| best_oa_location.source.is_core | True |
| best_oa_location.source.is_in_doaj | False |
| best_oa_location.source.display_name | Narrative Inquiry in Bioethics |
| best_oa_location.source.host_organization | https://openalex.org/P4310315678 |
| best_oa_location.source.host_organization_name | Johns Hopkins University Press |
| best_oa_location.source.host_organization_lineage | https://openalex.org/P4310315678 |
| best_oa_location.license | |
| best_oa_location.pdf_url | https://muse.jhu.edu/pub/1/article/974066/pdf |
| best_oa_location.version | publishedVersion |
| best_oa_location.raw_type | journal-article |
| best_oa_location.license_id | |
| best_oa_location.is_accepted | True |
| best_oa_location.is_published | True |
| best_oa_location.raw_source_name | Narrative Inquiry in Bioethics |
| best_oa_location.landing_page_url | https://doi.org/10.1353/nib.2025.a974066 |
| primary_location.id | doi:10.1353/nib.2025.a974066 |
| primary_location.is_oa | True |
| primary_location.source.id | https://openalex.org/S168537555 |
| primary_location.source.issn | 2157-1732, 2157-1740 |
| primary_location.source.type | journal |
| primary_location.source.is_oa | False |
| primary_location.source.issn_l | 2157-1732 |
| primary_location.source.is_core | True |
| primary_location.source.is_in_doaj | False |
| primary_location.source.display_name | Narrative Inquiry in Bioethics |
| primary_location.source.host_organization | https://openalex.org/P4310315678 |
| primary_location.source.host_organization_name | Johns Hopkins University Press |
| primary_location.source.host_organization_lineage | https://openalex.org/P4310315678 |
| primary_location.license | |
| primary_location.pdf_url | https://muse.jhu.edu/pub/1/article/974066/pdf |
| primary_location.version | publishedVersion |
| primary_location.raw_type | journal-article |
| primary_location.license_id | |
| primary_location.is_accepted | True |
| primary_location.is_published | True |
| primary_location.raw_source_name | Narrative Inquiry in Bioethics |
| primary_location.landing_page_url | https://doi.org/10.1353/nib.2025.a974066 |
| publication_date | 2025-01-01 |
| publication_year | 2025 |
| referenced_works_count | 0 |
| abstract_inverted_index.We | 33, 108 |
| abstract_inverted_index.an | 49 |
| abstract_inverted_index.as | 75 |
| abstract_inverted_index.be | 11 |
| abstract_inverted_index.by | 101, 110 |
| abstract_inverted_index.in | 6, 18, 28, 48 |
| abstract_inverted_index.of | 68, 92, 115, 126 |
| abstract_inverted_index.or | 63, 87 |
| abstract_inverted_index.to | 56, 132 |
| abstract_inverted_index.(1) | 71 |
| abstract_inverted_index.(2) | 80 |
| abstract_inverted_index.(3) | 90 |
| abstract_inverted_index.100 | 38 |
| abstract_inverted_index.and | 31, 45, 78, 89, 105, 122, 134 |
| abstract_inverted_index.are | 84, 97 |
| abstract_inverted_index.for | 112 |
| abstract_inverted_index.may | 10 |
| abstract_inverted_index.our | 116 |
| abstract_inverted_index.the | 124 |
| abstract_inverted_index.who | 42 |
| abstract_inverted_index.bias | 22 |
| abstract_inverted_index.care | 47 |
| abstract_inverted_index.from | 37 |
| abstract_inverted_index.into | 13 |
| abstract_inverted_index.that | 9, 83 |
| abstract_inverted_index.(NLP) | 130 |
| abstract_inverted_index.coded | 12 |
| abstract_inverted_index.moral | 4, 64 |
| abstract_inverted_index.where | 95 |
| abstract_inverted_index.women | 96 |
| abstract_inverted_index.detect | 133 |
| abstract_inverted_index.people | 2 |
| abstract_inverted_index.sought | 55 |
| abstract_inverted_index.themes | 67 |
| abstract_inverted_index.“bad | 99 |
| abstract_inverted_index.between | 23 |
| abstract_inverted_index.details | 82 |
| abstract_inverted_index.further | 113 |
| abstract_inverted_index.labeled | 98 |
| abstract_inverted_index.medical | 19, 119 |
| abstract_inverted_index.natural | 127 |
| abstract_inverted_index.patient | 73 |
| abstract_inverted_index.records | 20, 36 |
| abstract_inverted_index.stigma. | 136 |
| abstract_inverted_index.system. | 52 |
| abstract_inverted_index.Pregnant | 1 |
| abstract_inverted_index.academic | 50 |
| abstract_inverted_index.analysis | 54 |
| abstract_inverted_index.clinical | 14 |
| abstract_inverted_index.conclude | 109 |
| abstract_inverted_index.delivery | 46 |
| abstract_inverted_index.examined | 34 |
| abstract_inverted_index.features | 59 |
| abstract_inverted_index.fitness, | 94 |
| abstract_inverted_index.hospital | 51 |
| abstract_inverted_index.identify | 57 |
| abstract_inverted_index.judgment | 5 |
| abstract_inverted_index.language | 17, 128 |
| abstract_inverted_index.maternal | 29, 93 |
| abstract_inverted_index.negative | 61 |
| abstract_inverted_index.patients | 41 |
| abstract_inverted_index.prenatal | 44 |
| abstract_inverted_index.randomly | 39 |
| abstract_inverted_index.received | 43 |
| abstract_inverted_index.selected | 40 |
| abstract_inverted_index.selfish, | 104 |
| abstract_inverted_index.settings | 8 |
| abstract_inverted_index.Abstract: | 0 |
| abstract_inverted_index.attitudes | 62 |
| abstract_inverted_index.conveying | 60 |
| abstract_inverted_index.debauched | 106 |
| abstract_inverted_index.education | 120 |
| abstract_inverted_index.epistemic | 69 |
| abstract_inverted_index.findings, | 117 |
| abstract_inverted_index.intercept | 135 |
| abstract_inverted_index.judgment, | 65 |
| abstract_inverted_index.judgments | 91 |
| abstract_inverted_index.morbidity | 30 |
| abstract_inverted_index.revealing | 66 |
| abstract_inverted_index.testimony | 74 |
| abstract_inverted_index.transmits | 21 |
| abstract_inverted_index.advocating | 111 |
| abstract_inverted_index.experience | 3 |
| abstract_inverted_index.healthcare | 7 |
| abstract_inverted_index.injustice: | 70 |
| abstract_inverted_index.linguistic | 58 |
| abstract_inverted_index.mortality. | 32 |
| abstract_inverted_index.mothers” | 100 |
| abstract_inverted_index.paradigms, | 121 |
| abstract_inverted_index.processing | 129 |
| abstract_inverted_index.revisiting | 118 |
| abstract_inverted_index.supporting | 123 |
| abstract_inverted_index.validation | 114 |
| abstract_inverted_index.Qualitative | 53 |
| abstract_inverted_index.clinicians, | 24 |
| abstract_inverted_index.development | 125 |
| abstract_inverted_index.disparities | 27 |
| abstract_inverted_index.emphasizing | 102 |
| abstract_inverted_index.hysterical; | 79 |
| abstract_inverted_index.neglectful, | 103 |
| abstract_inverted_index.obstetrical | 35 |
| abstract_inverted_index.potentially | 25 |
| abstract_inverted_index.unnecessary | 81 |
| abstract_inverted_index.unreliable, | 77 |
| abstract_inverted_index.Stigmatizing | 16 |
| abstract_inverted_index.discrediting | 72 |
| abstract_inverted_index.exacerbating | 26 |
| abstract_inverted_index.incompetent, | 76 |
| abstract_inverted_index.technologies | 131 |
| abstract_inverted_index.objectifying, | 85 |
| abstract_inverted_index.stigmatizing, | 86 |
| abstract_inverted_index.documentation. | 15 |
| abstract_inverted_index.unprofessional; | 88 |
| abstract_inverted_index.characteristics. | 107 |
| cited_by_percentile_year | |
| countries_distinct_count | 0 |
| institutions_distinct_count | 5 |
| citation_normalized_percentile |