Trial reportPloS one2017
Facial thermal variations: A new marker of emotional arousal.
Trial report in PloS one, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 35 papers, 1 of them a synthesis that pooled 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.
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
35 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Infrared Thermal Imaging (ITI), a Non-invasive Window Into Early Emotion Regulation: A Systematic Review.Developmental psychobiology · 2025Pooled it
- Brow and Masticatory Muscle Activity Senses Subjective Hedonic Experiences during Food Consumption.Nutrients · 2021Trial
- Ear Thermography as a Candidate Dynamic Index of Sympathetic and Parasympathetic Activity.Sensors (Basel, Switzerland) · 2026Article
- Resting HRV predicts cardiac vagal control during stress, not psychological distress.Scientific reports · 2026Article
- Machine Learning-Based Ear Thermal Imaging for Emotion Sensing.Sensors (Basel, Switzerland) · 2026Article
- Differentiated impact of social and non-social content in Alexithymia: A facial thermal infrared imaging study.PloS one · 2026Article
- Article
- Unveiling faking in job interviews by examining facial thermal cues in deception detection.Scientific reports · 2025Article
- Ear thermal imaging for emotion sensing.Scientific reports · 2025Article
- Development of Machine-Learning-Based Facial Thermal Image Analysis for Dynamic Emotion Sensing.Sensors (Basel, Switzerland) · 2025Article
- An Empirical Study on the Impact of Different Interaction Methods on User Emotional Experience in Cultural Digital Design.Sensors (Basel, Switzerland) · 2025Article
- One-Minute Silent Video Clips: A Database of Valence and Arousal.Europe's journal of psychology · 2025Article
- Facial Temperature Responses to Ostracism in Women: Exploring Nasal Thermal Signatures of Different Coping Behaviors.Psychophysiology · 2025Article
- A Complete Pipeline to Extract Temperature from Thermal Images of Pigs.Sensors (Basel, Switzerland) · 2025Article
- Emotion Classification Based on Pulsatile Images Extracted from Short Facial Videos via Deep Learning.Sensors (Basel, Switzerland) · 2024Article
- Assessing Feasibility of Cognitive Impairment Testing Using Social Robotic Technology Augmented with Affective Computing and Emotional State Detection Systems.Biomimetics (Basel, Switzerland) · 2023Article
- Classification of User Emotional Experiences on B2C Websites Utilizing Infrared Thermal Imaging.Sensors (Basel, Switzerland) · 2023Article
- Reactivity of observers' facial skin blood flow depending on others' facial expressions and blushing.Frontiers in psychology · 2023Article
- Face Thermal Map of the Mexican Population in the Basal State.International journal of environmental research and public health · 2022Article
- Classification of Drivers' Mental Workload Levels: Comparison of Machine Learning Methods Based on ECG and Infrared Thermal Signals.Sensors (Basel, Switzerland) · 2022Article
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
No grant is acknowledged in the PubMed record.
Abstract
Functional infrared thermal imaging (fITI) is considered a promising method to measure emotional autonomic responses through facial cutaneous thermal variations. However, the facial thermal response to emotions still needs to be investigated within the framework of the dimensional approach to emotions. The main aim of this study was to assess how the facial thermal variations index the emotional arousal and valence dimensions of visual stimuli. Twenty-four participants were presented with three groups of standardized emotional pictures (unpleasant, neutral and pleasant) from the International Affective Picture System. Facial temperature was recorded at the nose tip, an important region of interest for facial thermal variations, and compared to electrodermal responses, a robust index of emotional arousal. Both types of responses were also compared to subjective ratings of pictures. An emotional arousal effect was found on the amplitude and latency of thermal responses and on the amplitude and frequency of electrodermal responses. The participants showed greater thermal and dermal responses to emotional than to neutral pictures with no difference between pleasant and unpleasant ones. Thermal responses correlated and the dermal ones tended to correlate with subjective ratings. Finally, in the emotional conditions compared to the neutral one, the frequency of simultaneous thermal and dermal responses increased while both thermal or dermal isolated responses decreased. Overall, this study brings convergent arguments to consider fITI as a promising method reflecting the arousal dimension of emotional stimulation and, consequently, as a credible alternative to the classical recording of electrodermal activity. The present research provides an original way to unveil autonomic implication in emotional processes and opens new perspectives to measure them in touchless conditions.
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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.