Observational studyScientific reports2023
High-resolution surface electromyographic activities of facial muscles during the six basic emotional expressions in healthy adults: a prospective observational study.
Observational study in Scientific reports, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.
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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.
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Who cites it
10 citing papers in PubMed, 14 citations in OpenAlex.
- blenderFaceUV: Toward Marker-Based Precision and Flexibility in Facial Tracking With "Invisible" Markers.Psychophysiology · 2026Article
- Review
- Continuous Emotion Recognition Using EDA-Graphs: A Graph Signal Processing Approach for Affective Dimension Estimation.Applied sciences (Basel, Switzerland) · 2026Article
- Multimodal Assessment of Biomechanical and Neuromuscular Characteristics of Zygomaticus Major in Healthy Participants.Plastic and reconstructive surgery. Global open · 2026Article
- Article
- Bilateral muscle activation in postparalytic facial synkinesis: a cross-sectional high-resolution surface electromyography study.Scientific reports · 2026Article
- Accessing the Levator Labii Superioris Alaeque Nasi (LLSAN) Muscle for the Treatment of Infraorbital Dimples-A Case Report.Journal of cosmetic dermatology · 2025Article
- Dynamic Changes in Mimic Muscle Tone During Early Orthodontic Treatment: An sEMG Study.Journal of clinical medicine · 2025Article
- Wireless high-resolution surface facial electromyography mask for discrimination of standardized facial expressions in healthy adults.Scientific reports · 2024Article
- A chemo-mechanical constitutive model for muscle activation in bat wing skins.Journal of the Royal Society, Interface · 2024Article
Corrections and comments
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Authors and funding
9 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
High-resolution facial surface electromyography (HR-sEMG) is suited to discriminate between different facial movements. Whether HR-sEMG also allows a discrimination among the six basic emotions of facial expression is unclear. 36 healthy participants (53% female, 18-67 years) were included for four sessions. Electromyograms were recorded from both sides of the face using a muscle-position oriented electrode application (Fridlund scheme) and by a landmark-oriented, muscle unrelated symmetrical electrode arrangement (Kuramoto scheme) simultaneously on the face. In each session, participants expressed the six basic emotions in response to standardized facial images expressing the corresponding emotions. This was repeated once on the same day. Both sessions were repeated two weeks later to assess repetition effects. HR-sEMG characteristics showed systematic regional distribution patterns of emotional muscle activation for both schemes with very low interindividual variability. Statistical discrimination between the different HR-sEMG patterns was good for both schemes for most but not all basic emotions (ranging from p > 0.05 to mostly p < 0.001) when using HR-sEMG of the entire face. When using information only from the lower face, the Kuramoto scheme allowed a more reliable discrimination of all six emotions (all p < 0.001). A landmark-oriented HR-sEMG recording allows specific discrimination of facial muscle activity patterns during basic emotional expressions.
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