Evidence map›Paper›PMID 35739126›Full record

ArticleScientific reports2022

Effects of a healthy lifestyle intervention and COVID-19-adjusted training curriculum on firefighter recruits.

Fan-Yun Lan, Christopher Scheibler, Maria Soledad Hershey, Juan Luis Romero-Cabrera, Gabriel C Gaviola, Ioanna Yiannakou, Alejandro Fernandez-Montero, Costas A Christophi, David C Christiani, Mercedes Sotos-Prieto and 1 more

Open access · goldAbstract read
In one paragraph

Article in Scientific reports, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed
5.5field-weighted citation impact, top 4% 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

5 citing papers in PubMed, 11 citations in OpenAlex.

  1. Article
  2. Article
  3. Review
  4. Article
  5. Frontiers in endocrinology · 2023
    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

11 authors at 4 institutions in 4 countries.

Fan-Yun LanDepartment of Environmental Health, Harvard University T.H Chan School of Public Health, Boston, MA, USA.
Christopher ScheiblerDepartment of Environmental Health, Harvard University T.H Chan School of Public Health, Boston, MA, USA.
Maria Soledad HersheyDepartment of Environmental Health, Harvard University T.H Chan School of Public Health, Boston, MA, USA.
Juan Luis Romero-CabreraDepartment of Environmental Health, Harvard University T.H Chan School of Public Health, Boston, MA, USA.
Gabriel C GaviolaDepartment of Occupational Medicine, Cambridge Health Alliance, Harvard Medical School, Macht Building 427, 1493 Cambridge Street, Cambridge, MA, 02139, USA.
Ioanna YiannakouProgram in Biomedical Sciences, Boston University School of Medicine, Boston, MA, USA.
Alejandro Fernandez-MonteroDepartment of Environmental Health, Harvard University T.H Chan School of Public Health, Boston, MA, USA.
Costas A ChristophiDepartment of Environmental Health, Harvard University T.H Chan School of Public Health, Boston, MA, USA.
David C ChristianiDepartment of Environmental Health, Harvard University T.H Chan School of Public Health, Boston, MA, USA.
Mercedes Sotos-PrietoDepartment of Environmental Health, Harvard University T.H Chan School of Public Health, Boston, MA, USA.
Stefanos N KalesDepartment of Environmental Health, Harvard University T.H Chan School of Public Health, Boston, MA, USA. skales@hsph.harvard.edu.
Harvard University · USCambridge Health Alliance · USBoston University · USIMDEA Food · ES

Funding

The HSPH Education and Research Center of Occupational Safety and HealthT42OH008416 · OH · HARVARD UNIVERSITY (SCH OF PUBLIC HLTH) · PI CHRISTIANI, DAVID C · 2005 to 2025
$30.5M
NIOSH CDC HHS T42 OH008416
6 · The paper itself

Abstract

There are knowledge gaps regarding healthy lifestyle (HLS) interventions in fire academy settings and also concerning the impacts of the pandemic on training. We enrolled fire recruits from two fire academies (A and B) in New England in early 2019 as the historical control group, and recruits from academies in New England (B) and Florida (C), respectively, during the pandemic as the intervention group. The three academies have similar training environments and curricula. The exposures of interest were a combination of (1) an HLS intervention and (2) impacts of the pandemic on training curricula and environs (i.e. social distancing, masking, reduced class size, etc.). We examined the health/fitness changes throughout training. The follow-up rate was 78%, leaving 92 recruits in the historical control group and 55 in the intervention group. The results show an HLS intervention improved the effects of fire academy training on recruits healthy behaviors (MEDI-lifestyle score, 0.5 ± 1.4 vs. - 0.3 ± 1.7), systolic blood pressure (- 7.2 ± 10.0 vs. 2.9 ± 12.9 mmHg), and mental health (Beck Depression score, - 0.45 ± 1.14 vs. - 0.01 ± 1.05) (all P < 0.05). The associations remained significant after multivariable adjustments. Moreover, a 1-point MEDI-lifestyle increment during academy training is associated with about 2% decrement in blood pressures over time, after multivariable adjustments (P < 0.05). Nonetheless, the impacts of pandemic restrictions on academy procedures compromised physical fitness training, namely in percent body fat, push-ups, and pull-ups.

Indexed as

COVID-19FirefightersCurriculumExercise TestHealthy LifestyleHumansPhysical Fitness

Identifiers

PMID35739126
PMCPMC9226180
OpenAlexW4283332650

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.