Evidence map›Paper›PMID 41786438›Full record

ArticleJournal of safety research2026

Considering human factors during firefighter fatality investigations: Insights from public feedback.

Emily J Haas, Tashina Robinson, Wesley R Attwood, Stephen J Ringer, Emilee T Austin

Abstract read
In one paragraph

Article in Journal of safety research, 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

5 authors.

Emily J HaasDivision of Safety Research, National Institute for Occupational Safety and Health, 626 Cochran Mills Rd, Pittsburgh, PA 15236, USA. Electronic address: wcq3@cdc.gov.
Tashina RobinsonDivision of Safety Research, National Institute for Occupational Safety and Health, 1095 Willowdale Rd, Morgantown, WV 26505, USA.
Wesley R AttwoodDivision of Safety Research, National Institute for Occupational Safety and Health, 626 Cochran Mills Rd, Pittsburgh, PA 15236, USA.
Stephen J RingerDivision of Safety Research, National Institute for Occupational Safety and Health, 626 Cochran Mills Rd, Pittsburgh, PA 15236, USA.
Emilee T AustinDivision of Safety Research, National Institute for Occupational Safety and Health, 1095 Willowdale Rd, Morgantown, WV 26505, USA.

Funding

Intramural CDC HHS CC999999
6 · The paper itself

Abstract

introductionThe National Institute for Occupational Safety and Health (NIOSH) Fire Fighter Fatality Investigation and Prevention Program investigates firefighter line-of-duty-deaths (LODD) and serious injuries to help prevent incidents. In addition to physical hazards, human factors like situational awareness, mental workload, fatigue, culture, and decision making can be considered to identify and mitigate risks.

methodNIOSH sought public input on assessing human factors during investigations through a Federal Register Notice. Posted in May 2024, 33 responses were received from fire departments, academic institutions, and association representatives across 18 U.S. states and several Canadian provinces. Three researchers and two firefighters examined the comments using thematic qualitative analysis methods to identify human factors considerations during investigations.

resultsComments indicated general support for systematically assessing human factors elements and provided insight into what some of those elements may be. Five overarching themes emerged across the comments: Department Culture, Total Worker Health®, Operational Risk Management & Decision Making, Team Dynamics, and Training and Education. Within these themes, commenters highlighted the importance of considering individual human factors elements such as fatigue, situational awareness, and mental health as well as organizational human factors elements such as leadership commitment and communication, operational risk assessment, and training needs. CONCLUSIONS AND PRACTICAL APPLICATIONS: Future research may consider ways to empirically and routinely assess human factors during incident investigations and possible tools, frameworks, and training that may be necessary to support these efforts in the field.

Indexed as

Accidents, OccupationalFirefightersCanadaDecision MakingHumansNational Institute for Occupational Safety and Health, U.S.Occupational HealthOrganizational CultureRisk ManagementUnited StatesWorking ConditionsWorkloadDepartment CultureIncident InvestigationInjuryQualitative MethodsSituational Awareness

Identifiers

PMID41786438
PMCPMC13094368

What OpenQuestion holds

Textmetadata
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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.