Rural hospital and obstetric unit closures as social determinants of racial and ethnic maternal health disparities: A scoping review
Bibliographic record
Abstract
AIMS: To synthesize literature examining (1) rural hospital or obstetric unit closures as a social determinant of maternal/infant health outcomes and (2) closures as a social determinant of racial/ethnic disparities in maternal/infant health outcomes. DESIGN: Scoping review. DATA SOURCES: MEDLINE, OVID/Embase and CINAHL were searched systematically to identify sources from 31 July 2003 to 31 July 2023. The Arksey and O'Malley methodology for scoping reviews was used. RESULTS: Four studies from the United States and Australia documented the impact of rural hospital or obstetric unit closures on maternal/infant health outcomes, such as increased births in hospitals without obstetric units, out-of-hospital births or babies born before arrival, preterm birth, infant mortality and sociocultural risks that contribute to clinical risk. No eligible studies investigated hospital or obstetric unit closure as a social determinant of racial disparities in rural maternal/infant health outcomes. CONCLUSION: Despite significant racial and ethnic rural maternal health disparities, associations between rural closures and maternal health outcomes for racial and ethnic minorities are understudied. More research is needed to understand the extent to which rural closures, a social determinant of health, could disproportionately, negatively affect the health of racially and ethnically minoritized women. IMPLICATIONS FOR THE PROFESSION AND PATIENT CARE: Rural women have a greater risk of maternal and infant mortality and morbidity compared with urban women, and the impact of rural closures on racial and ethnic maternal health disparities is not well documented. Research about the impact of rural closures on maternal health disparities could inform policy to assure essential obstetric care is available for rural populations globally. IMPACT: Findings provide a call to action for research to understand relationships between rural closures and racial and ethnic maternal health disparities, which is especially important for serving rural Non-Hispanic Black and American Indian/Alaska Native women. PATIENT OR PUBLIC CONTRIBUTION: No patient or public contribution.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".