Evidence map›Paper›PMID 37681838›Full record

ArticleInternational journal of environmental research and public health2023

Impacts of COVID-19 on Stress in Middle School Teachers and Staff in Minnesota: An Exploratory Study Using Random Forest Analysis.

Alyson B Harding, Marizen R Ramirez, Andrew D Ryan, Bao Nhia Xiong, Christina E Rosebush, Briana Woods-Jaeger

Open access · goldAbstract read
In one paragraph

Article in International journal of environmental research and public health, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
0.9field-weighted citation impact, top 24% of its field
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

2 citing papers in PubMed, 3 citations in OpenAlex.

  1. Article
  2. Article
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

6 authors at 2 institutions in 1 country.

Alyson B HardingDivision of Environmental Health Sciences, School of Public Health, University of Minnesota, Minneapolis, MN 55455, USA.ORCID 0000-0003-1171-9777
Marizen R RamirezDivision of Environmental Health Sciences, School of Public Health, University of Minnesota, Minneapolis, MN 55455, USA.
Andrew D RyanDivision of Environmental Health Sciences, School of Public Health, University of Minnesota, Minneapolis, MN 55455, USA.
Bao Nhia XiongDivision of Environmental Health Sciences, School of Public Health, University of Minnesota, Minneapolis, MN 55455, USA.
Christina E RosebushDivision of Environmental Health Sciences, School of Public Health, University of Minnesota, Minneapolis, MN 55455, USA.
Briana Woods-JaegerDepartment of Behavioral, Social and Health Education Sciences, Rollins School of Public Health, Emory University, Atlanta, GA 30322, USA.
University of Minnesota · USEmory University · US

Funding

Evaluation of Link for Equity: A Program to Reduce Racial/Ethnic School Violence DisparitiesR01MD013801 · NIMHD · UNIVERSITY OF MINNESOTA · PI RAMIREZ, MARIZEN, RYAN, ANDREW · 2019 to 2023
$3.4M
NIMHD NIH HHS R01 MD013801NIMHD NIH HHS R01MD013801
6 · The paper itself

Abstract

While the COVID-19 pandemic has negatively impacted many occupations, teachers and school staff have faced unique challenges related to remote and hybrid teaching, less contact with students, and general uncertainty. This study aimed to measure the associations between specific impacts of the COVID-19 pandemic and stress levels in Minnesota educators. A total of 296 teachers and staff members from eight middle schools completed online surveys between May and July of 2020. The Epidemic Pandemic Impacts Inventory (EPII) measured the effects of the COVID-19 pandemic according to nine domains (i.e., Economic, Home Life). The Kessler-6 scale measured non-specific stress (range: 0-24), with higher scores indicating greater levels of stress. Random forest analysis determined which items of the EPII were predictive of stress. The average Kessler-6 score was 6.8, indicating moderate stress. Three EPII items explained the largest amount of variation in the Kessler-6 score: increase in mental health problems or symptoms, hard time making the transition to working from home, and increase in sleep problems or poor sleep quality. These findings indicate potential areas for intervention to reduce employee stress in the event of future disruptions to in-person teaching or other major transitions during dynamic times.

Indexed as

COVID-19School TeachersHumansMinnesotaPandemicsRandom ForestCOVID-19machine learningmental healthoccupational healthrandom foreststressvariable importance

Identifiers

PMID37681838
PMCPMC10487626
OpenAlexW4386370513

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

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.