Evidence map›Paper›PMID 40444444›Full record

ArticleStress and health : journal of the International Society for the Investigation of Stress2025

Using Machine Learning to Identify Predictors of Maternal and Infant Hair Cortisol Concentration Before and During the COVID-19 Pandemic.

Gabriel A León, Alyssa R Morris, Pia Sellery, Darby E Saxbe

Abstract read
In one paragraph

Article in Stress and health : journal of the International Society for the Investigation of Stress, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

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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

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5 · Who and what money

Authors and funding

4 authors.

Gabriel A LeónDepartment of Psychology, University of Southern California, Los Angeles, California, USA.ORCID https://orcid.org/0000-0002-2884-8017
Alyssa R MorrisSemel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, California, USA.
Pia SelleryDepartment of Psychology and Neuroscience, University of Colorado Boulder, Boulder, Colorado, USA.
Darby E SaxbeDepartment of Psychology, University of Southern California, Los Angeles, California, USA.

Funding

Prenatal Social Connection and Disruption During the COVID-19 Pandemic: Effects on Maternal and Infant HealthR01HD104801 · NICHD · UNIVERSITY OF SOUTHERN CALIFORNIA · PI SAXBE, DARBY E. · 2021 to 2025
$2.2M
Ford FoundationNational Institute of Child Health and Human DevelopmentNational Science Foundation #1552452NICHD NIH HHS R01 HD104801NIH HHS NIH-NICHD R01 HD104801
6 · The paper itself

Abstract

Hair cortisol concentration (HCC) has been theorized to reflect chronic stress, and maternal and infant HCC may be correlated due to shared genetic, physiological, behavioural, and environmental factors, such as stressful life circumstances. The current study examines HCC as a retrospective indicator of hypothalamic pituitary adrenal (HPA) axis activity in mothers and infants in the context of a major ecological stressor, the COVID-19 pandemic. First, we will compare HCC across two cohorts of mothers and their infants at 6 months postpartum. One cohort was recruited before the COVID-19 pandemic (N = 154; 77 mothers, 77 infants) and another cohort was recruited during the first wave of COVID-19 lockdowns in the United States (N = 120; 60 mothers, 60 infants). Next, we will apply machine learning to identify indicators of psychological stress that best predict maternal and infant HCC across these two cohorts. Our set of predictors will include pre- and postpartum measures of maternal perceived stress, parenting stress, and depressive symptoms. Finally, we will test for within-dyad covariation in mother-infant HCC and investigate whether covariation changes with respect to mothers' psychological stress or their experience of the pandemic. Our findings will inform research on hair cortisol as a measure of psychological stress across the peripartum window, particularly in the context of large-scale stressors.

Indexed as

COVID-19HairHydrocortisoneMachine LearningMothersStress, PsychologicalAdultFemaleHumansHypothalamo-Hypophyseal SystemInfantRetrospective StudiesUnited StatesHydrocortisone

Identifiers

PMID40444444
PMCPMC12857001

What OpenQuestion holds

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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.