Evidence map›Paper›PMID 39794437›Full record

ArticleScientific reports2025

Examining influencing factors and their hierarchical relationships in flight crew resilient behavior through a hybrid ISM-DEMATEL approach.

Peng He, Fei Lu, Ruishan Sun, Zhaoning Zhang

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

4 authors.

Peng HeSchool of Traffic and Transportation Engineering, Xinjiang University, Urumqi, 830017, China.
Fei LuCollege of Air Traffic Management, Civil Aviation University of China, Tianjin, 300300, China.
Ruishan SunCollege of Safety Science and Engineering, Civil Aviation University of China, Tianjin, 300300, China. sunrsh@hotmail.com.
Zhaoning ZhangCollege of Air Traffic Management, Civil Aviation University of China, Tianjin, 300300, China. zzhaoning_cauc@163.com.

Funding

the National Natural Science Foundation of China NSFC 52272356the Safety Capability Building Foundation of Civil Aviation Administration of China ASSA2023/19, ASSA2023/29
6 · The paper itself

Abstract

The increasing complexity of aviation systems and the rise of unpredictable "Black Swan" events necessitate resilience-based safety management strategies. Flight Crew Resilient Behavior (FCRB), defined as the ability of flight crews to adapt effectively beyond standard operating procedures, is critical for ensuring operational safety. Despite its significance, systematic approaches to understanding and managing FCRB remain underdeveloped. This study builds on American Airlines' pioneering work by extending the FCRB scope to the Chinese aviation sector, and identifies 22 key factors influencing FCRB across individual, cockpit, organizational, and social dimensions through a comprehensive literature review and expert interviews. A hierarchical model was developed using Interpretive Structural Modeling (ISM) to uncover the relationships and layered dependencies among these factors. Subsequently, the Decision-Making Trial and Evaluation Laboratory (DEMATEL) method was applied to analyze causal relationships and interaction strengths, pinpointing critical driving and dependent factors within the system. The integrated ISM-DEMATEL analysis revealed seven management pathways, offering actionable strategies to enhance FCRB through targeted interventions in knowledge development, safety culture, and responsibility. These findings provide a robust framework for airlines, aviation authorities, and manufacturers to manage FCRB proactively, address both anticipated and unforeseen challenges, and advance aviation safety.

Identifiers

PMID39794437
PMCPMC11723999

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LicenceCC BY-NC-ND
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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 OpenQuestion graph.