Evidence map›Paper›PMID 42846425›Full record

ArticleFrontiers in physiology2026

Perceived workload and heart rate variability in elite military pilots recovering from operational maintenance and air demonstration flights.

Wilian de Jesus Santana, Gilberto Pivetta Pires, Diego Santiago, Edson Koury do Nascimento, Paulo Farinatti, Carlos Eduardo Rosa da Silva, Aylton Figueira Junior

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Article in Frontiers in physiology, 2026. 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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1 · What the graph read from it

What it found

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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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3 · Its place in the literature

Who cites it

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4 · The record

Corrections and comments

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5 · Who and what money

Authors and funding

7 authors.

Wilian de Jesus SantanaGETAFIS - Study Group on Training, Physical Activity, and Health, São Judas Tadeu University, São Paulo, Brazil.
Gilberto Pivetta PiresAir Force University (UNIFA) - Brazilian Air Force University, Rio de Janeiro, Brazil.
Diego SantiagoGETAFIS - Study Group on Training, Physical Activity, and Health, São Judas Tadeu University, São Paulo, Brazil.
Edson Koury do NascimentoAir Force University (UNIFA) - Brazilian Air Force University, Rio de Janeiro, Brazil.
Paulo FarinattiLABSAU - Laboratory of Physical Activity and Health Promotion, Rio de Janeiro State University, Rio de Janeiro, Brazil.
Carlos Eduardo Rosa da SilvaGETAFIS - Study Group on Training, Physical Activity, and Health, São Judas Tadeu University, São Paulo, Brazil.
Aylton Figueira JuniorGETAFIS - Study Group on Training, Physical Activity, and Health, São Judas Tadeu University, São Paulo, Brazil.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Military pilots are exposed to high psychophysiological demands arising from Q9 environmental, operational, and cognitive factors. Heart rate variability (HRV) has been widely used as a non-invasive marker of autonomic modulation, whereas the NASA Task Load Index (NASA-TLX) allows the assessment of perceived workload. However, few studies have simultaneously investigated these parameters in aerial demonstration pilots. Objective: To compare autonomic responses assessed by HRV and perceived workload in pilots from the Brazilian Air Force Aerial Demonstration Squadron during recovery following operational maintenance (OM) and aerial demonstration (AD) flights. Methods: Nine elite military pilots (32 ± 3 years) performed two flights with an average duration of 50 minutes: an OM flight, characterized by lower operational complexity, and an AD flight, characterized by higher operational complexity and involving seven aircraft performing synchronized aerobatic maneuvers. HRV was recorded using the Equivital® system and analyzed with Kubios® software, including SDNN, RMSSD, LF, HF, and LF/HF during an immediate post-flight recovery segment. After each flight, perceived workload was assessed using the NASA-TLX. Comparisons between conditions were performed using the Wilcoxon signed-rank test, with statistical significance set at p < 0.05. Results: AD flights showed higher scores for temporal demand (+29%; p = 0.01) and effort (+28%; p = 0.03), as well as percentage increases in the other NASA-TLX dimensions. Most HRV indices remained stable between conditions (p > 0.05). The only significant difference was observed for maximum heart rate, which was 9% lower in the post-flight comparison between OM and AD conditions (p = 0.01). Discussion: Exploratory correlation analyses revealed sparse and largely non-significant associations between HRV indices and NASA-TLX dimensions, with only a few nominal associations involving temporal demand and the spectral HF component. Conclusion: Aerial demonstration flights were associated with higher perceived workload scores, particularly in the temporal demand and effort dimensions. However, no statistically significant differences were detected for most HRV indices assessed during the immediate post-flight recovery period. These findings suggest relative stability of autonomic responses in highly experienced military pilots, even in the presence of increased perceived workload.

Indexed as

aerobatic flightheart rate variabilitymilitary aviationNASA-TLXoccupational psychophysiologyperceived workload

Identifiers

PMID42846425
PMCPMC13642664

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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.