Evidence mapPaperPMID 42354262Full record

ArticleInternational journal of environmental research and public health2026

Seasonality, Weather, and Obstetric Level of Care: An Analysis of Rural Delivery Locations.

Andreas Thorsen, Maggie L Thorsen, Ronald G McGarvey, Sean Harris

Abstract read
In one paragraph

Article in International journal of environmental research and public health, 2026. 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

4 authors.

Andreas ThorsenJake Jabs College of Business and Entrepreneurship, Montana State University, Bozeman, MT 59717, USA.ORCID 0000-0002-4592-4413
Maggie L ThorsenDepartment of Sociology and Anthropology, Montana State University, Bozeman, MT 59717, USA.
Ronald G McGarveyIESEG School of Management, Univ. Lille, CNRS, UMR 9221-LEM-Lille Economie Management, F-59000 Lille, France.ORCID 0000-0002-8825-8553
Sean HarrisJake Jabs College of Business and Entrepreneurship, Montana State University, Bozeman, MT 59717, USA.ORCID 0000-0002-1567-1339

Funding

Translational Biomarkers CoreP20GM104417 · NIGMS · MONTANA STATE UNIVERSITY - BOZEMAN · PI ADAMS, ALEXANDRA K. · 2014 to 2023
$23.1M
NIGMS NIH HHS P20GM104417
6 · The paper itself

Abstract

Birth seasonality in the United States typically peaks in late summer, yet research has rarely examined these patterns in northern mountainous regions or across different hospital obstetric levels. This study investigates the temporal dynamics of maternal healthcare-seeking behavior in Montana, specifically focusing on seasonality in birth volume and obstetric bypassing (delivering at a non-local hospital). We conducted a retrospective analysis of 98,524 birth records (2014-2022) at hospitals with Level 1, 2, and 3 obstetric units, integrating driving distances and monthly county-level climate data. Statistical analyses included calculating observed-to-expected (O-E) ratios to identify seasonality and regression models to test interactions between season, hospital level, and weather. Montana birth volume is distinguished by a peak in June and a trough in January, with seasonality most pronounced at Level 3 hospitals. Obstetric bypassing significantly decreases during winter (O-E ratio 0.95), particularly for Level 1 hospitals, while increasing during warm, high-precipitation months. Over time, bypassing toward Level 3 hospitals has risen from 13.6% to 20%. We conclude that seasonality and weather correlates are associated with significant variation in care-seeking patterns, reflecting the unique challenges facing rural hospitals.

Indexed as

Delivery, ObstetricSeasonsWeatherFemaleHumansMontanaPregnancyRetrospective Studiesbirth seasonalityobstetric bypassingobstetric level of careperinatal care access

Identifiers

PMID42354262
PMCPMC13300710

What Socratic holds

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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 Socratic graph.