ArticleEntropy (Basel, Switzerland)2023
Driver Stress Detection Using Ultra-Short-Term HRV Analysis under Real World Driving Conditions.
Article in Entropy (Basel, Switzerland), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers, 1 of them a synthesis that pooled 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.
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.
Who cites it
10 citing papers in PubMed, 1 synthesis or guideline pooled it.
- History of concussion and lowered heart rate variability at rest beyond symptom recovery: a systematic review and meta-analysis.Frontiers in neurology · 2023Pooled it
- Efficacy and welfare effects of different forms of physical restraint for upper airway endoscopy of horses.Equine veterinary journal · 2026Article
- Classifying metro drivers' cognitive distractions during manual operations using machine learning and random forest-recursive feature elimination.Scientific reports · 2025Article
- Stress management with HRV following AI, semantic ontology, genetic algorithm and tree explainer.Scientific reports · 2025Article
- Postoperative nausea and vomiting and recovery of heart rate variability following general anesthesia with propofol or sevoflurane: a randomized, double-blind preliminary study.Frontiers in medicine · 2025Article
- Deep learning-based stress detection from RR intervals in major depressive disorder, panic disorder, and healthy individuals.Frontiers in psychiatry · 2025Article
- IoT-Based Assessment of a Driver's Stress Level.Sensors (Basel, Switzerland) · 2024Article
- Agreement between Ultra-Short-Term and Standard Heart Rate Variability Analysis in Resting and Post-Exercise Conditions.Life (Basel, Switzerland) · 2024Article
- Automated classification of stress and relaxation responses in major depressive disorder, panic disorder, and healthy participants via heart rate variability.Frontiers in psychiatry · 2024Article
- Kernel Partial Least Squares Feature Selection Based on Maximum Weight Minimum Redundancy.Entropy (Basel, Switzerland) · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors.
Funding
Abstract
Considering that driving stress is a major contributor to traffic accidents, detecting drivers' stress levels in time is helpful for ensuring driving safety. This paper attempts to investigate the ability of ultra-short-term (30-s, 1-min, 2-min, and 3-min) HRV analysis for driver stress detection under real driving circumstances. Specifically, the
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.