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Search Results (325)

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Keywords = sensory modality

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19 pages, 672 KiB  
Article
Multimodal Management and Prognostic Factors in Post-Traumatic Trigeminal Neuropathic Pain Following Dental Procedures: A Retrospective Study
by Hyun-Jeong Park, Jong-Mo Ahn, Young-Jun Yang and Ji-Won Ryu
Appl. Sci. 2025, 15(15), 8480; https://doi.org/10.3390/app15158480 - 30 Jul 2025
Viewed by 108
Abstract
Background: Post-traumatic trigeminal neuropathic pain (PTTNP) is a chronic condition often caused by dental procedures such as implant placement or tooth extraction. It involves persistent pain and sensory disturbances, negatively affecting the quality of life of patients. Methods: This retrospective observational study was [...] Read more.
Background: Post-traumatic trigeminal neuropathic pain (PTTNP) is a chronic condition often caused by dental procedures such as implant placement or tooth extraction. It involves persistent pain and sensory disturbances, negatively affecting the quality of life of patients. Methods: This retrospective observational study was conducted at Chosun University Dental Hospital and included 120 patients diagnosed with PTTNP involving the orofacial region. Patient data were collected between January 2014 and December 2023. Among them, 79 patients (65.8%) developed PTTNP following dental implant placement, with a total of 121 implants analyzed. The inferior alveolar nerve was most frequently involved. Clinical factors, including the time to treatment, removal of the causative factor, the Sunderland injury grade, and the type of treatment, were evaluated. Pain intensity and sensory changes were assessed using the visual analog scale (VAS). Results: Treatment initiated within the early post-injury period, commonly regarded as within three months, and implant removal tended to improve outcomes. Pharmacological therapy was the most commonly employed modality, particularly gabapentinoids (e.g., gabapentin, pregabalin) and tricyclic antidepressants such as amitriptyline. However, combined therapy, which included pharmacologic, physical, and surgical approaches, was associated with the greatest sensory improvement. Conclusions: Prompt, multidisciplinary intervention may enhance recovery in patients with PTTNP. Implant-related injuries require careful management, and multimodal strategies appear more effective than monotherapies. Full article
(This article belongs to the Special Issue Oral Diseases: Diagnosis and Therapy)
15 pages, 1629 KiB  
Article
Exploring the Proteomic Landscape of Cochlear Implant Trauma: An iTRAQ-Based Quantitative Analysis Utilizing an Ex Vivo Model
by Jake Langlie, Rahul Mittal, David H. Elisha, Jaimee Cooper, Hannah Marwede, Julian Purrinos, Maria-Pia Tuset, Keelin McKenna, Max Zalta, Jeenu Mittal and Adrien A. Eshraghi
J. Clin. Med. 2025, 14(14), 5115; https://doi.org/10.3390/jcm14145115 - 18 Jul 2025
Viewed by 300
Abstract
Background: Cochlear implantation is widely used to provide auditory rehabilitation to individuals with severe-to-profound sensorineural hearing loss. However, electrode insertion during cochlear implantation leads to inner ear trauma, damage to sensory structures, and consequently, loss of residual hearing. There is very limited information [...] Read more.
Background: Cochlear implantation is widely used to provide auditory rehabilitation to individuals with severe-to-profound sensorineural hearing loss. However, electrode insertion during cochlear implantation leads to inner ear trauma, damage to sensory structures, and consequently, loss of residual hearing. There is very limited information regarding the target proteins involved in electrode insertion trauma (EIT) following cochlear implantation. Methods: The aim of our study was to identify target proteins and host molecular pathways involved in cochlear damage following EIT utilizing the iTRAQ™ (isobaric tags for relative and absolute quantification) technique using our ex vivo model. The organ of Corti (OC) explants were dissected from postnatal day 3 rats and subjected to EIT or left untreated (control). The proteins were extracted, labelled, and subjected to ultra-high performance liquid chromatography–tandem mass spectrometry. Results: We identified distinct molecular pathways involved in EIT-induced cochlear damage. Confocal microscopy confirmed the expression of these identified proteins in OC explants subjected to EIT. By separating the apical, middle, and basal cochlear turns, we deciphered a topographic array of host molecular pathways that extend from the base to the apex of the cochlea, which are activated post-trauma following cochlear implantation. Conclusions: The identification of target proteins involved in cochlear damage will provide novel therapeutic targets for the development of effective treatment modalities for the preservation of residual hearing in implanted individuals. Full article
(This article belongs to the Section Otolaryngology)
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21 pages, 1877 KiB  
Article
Touching Emotions: How Touch Shapes Facial Emotional Processing Among Adolescents and Young Adults
by Letizia Della Longa and Teresa Farroni
Int. J. Environ. Res. Public Health 2025, 22(7), 1112; https://doi.org/10.3390/ijerph22071112 - 15 Jul 2025
Viewed by 325
Abstract
Emotion recognition is an essential social ability that continues to develop across adolescence, a period of critical socio-emotional changes. In the present study, we examine how signals from different sensory modalities, specifically touch and facial expressions, are integrated into a holistic understanding of [...] Read more.
Emotion recognition is an essential social ability that continues to develop across adolescence, a period of critical socio-emotional changes. In the present study, we examine how signals from different sensory modalities, specifically touch and facial expressions, are integrated into a holistic understanding of another’s feelings. Adolescents (n = 30) and young adults (n = 30) were presented with dynamic faces displaying either a positive (happy) or a negative (sad) expression. Crucially, facial expressions were anticipated by a tactile stimulation, either positive or negative. Across two experiments, we use different tactile primes, both in first-person experience (experiment 1) and in the vicarious experience of touch (experiment 2). We measured accuracy and reaction times to investigate whether tactile stimuli affect facial emotional processing. In both experiments, results indicate that adolescents were more sensitive than adults to the influence of tactile primes, suggesting that sensory cues modulate adolescents’ accuracy and velocity in evaluating emotion facial expression. The present findings offer valuable insights into how tactile experiences might shape and support emotional development and interpersonal social interactions. Full article
(This article belongs to the Section Behavioral and Mental Health)
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13 pages, 1071 KiB  
Review
Listening Until the End: Best Practices and Guidelines for Auditory Care in Palliative Sedation in Europe
by Ismael Rodríguez-Castellanos, María Isabel Ortega González-Gallego, Alberto Bermejo-Cantarero, Raúl Expósito-González, Julián Rodríguez-Almagro, Sandra Martínez-Rodríguez and Andrés Redondo-Tébar
Healthcare 2025, 13(14), 1664; https://doi.org/10.3390/healthcare13141664 - 10 Jul 2025
Viewed by 321
Abstract
Background/Objectives: Auditory capacity plays a fundamental role in human emotional development from prenatal stages and persists as the last sensory modality to fade during terminal phases. In palliative sedation, uncertainty about preserved hearing—despite potential unconsciousness—underscores the need to evaluate current care recommendations [...] Read more.
Background/Objectives: Auditory capacity plays a fundamental role in human emotional development from prenatal stages and persists as the last sensory modality to fade during terminal phases. In palliative sedation, uncertainty about preserved hearing—despite potential unconsciousness—underscores the need to evaluate current care recommendations for this critical sensory dimension. This review examines European guidelines to (i) assess auditory care integration in palliative sedation protocols and (ii) propose humanization strategies for sensory-preserving end-of-life care. Methods: Narrative review of evidence from the European Palliative Sedation Repository and the European Association for Palliative Care (EAPC). Results: Three key findings emerged: (i) lack of explicit protocols for auditory care despite acknowledging environmental sound management (e.g., music, family communication); (ii) limited consensus exists regarding hearing preservation during unconsciousness. Conclusions: Although auditory perception during palliative sedation remains scientifically uncertain, the precautionary principle warrants integrating auditory care into palliative sedation through (i) family education on potential hearing preservation; (ii) therapeutic sound protocols; and (iii) staff training in sensory-inclusive practices. This approach addresses current gaps in the guidelines while enhancing patient dignity and family support during end-of-life care. Further research should clarify auditory perception thresholds during sedation. Full article
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12 pages, 1234 KiB  
Article
Establishment of Norms for Facial Discriminative Sensitivity in Healthy Women Aged 45–60 Years: A Reference Framework
by François-Régis Sarhan, Thomas Davergne, Christine Couturaud, Sylvie Testelin and Stéphanie Dakpé
J. Clin. Med. 2025, 14(14), 4884; https://doi.org/10.3390/jcm14144884 - 9 Jul 2025
Viewed by 392
Abstract
Background/Objectives: In the context of facial surgery, particularly reconstructive procedures, sensory recovery is a critical yet often underexplored aspect of functional rehabilitation. Sensory-motor recovery can be considered a key marker of integration following reconstructive surgery. Among sensory modalities, discriminative sensitivity is typically the [...] Read more.
Background/Objectives: In the context of facial surgery, particularly reconstructive procedures, sensory recovery is a critical yet often underexplored aspect of functional rehabilitation. Sensory-motor recovery can be considered a key marker of integration following reconstructive surgery. Among sensory modalities, discriminative sensitivity is typically the last to recover, making its evaluation particularly relevant. While established norms for hand sensitivity exist in the literature, there is a paucity of data regarding facial sensitivity. The objective of this study was to evaluate the discriminative sensitivity of the face in a population of healthy women aged 45–60 years. Methods: A total of 20 healthy women were included between January and March 2013. Participants had no history of facial pathologies or trauma. Discriminative sensitivity was measured using the Disk-Criminator™ device across eight facial zones. A detailed mapping of the tested areas was performed. Data obtained were compared with the existing literature. Statistical analyses included Shapiro–Wilk tests for normality, followed by Student’s t-tests for group comparisons. To account for small sample size and verify robustness, non-parametric Mann–Whitney U tests were also performed. Adjustment for multiple comparisons was applied using the Bonferroni correction (adjusted α = 0.0125). Results: The mean age of participants was 52.3 years (±4.0 years). Discrimination threshold values ranged from 2.9 to 14.3 mm. Comparison with existing studies showed no significant age-related differences in zone 2R (cheek) and zone 8 (lower lip), suggesting stable sensitivity in these regions across adulthood. However, a significant decline in sensitivity with age was observed only in zone 1R (forehead), with a p-value < 0.001 after Bonferroni correction. Conclusions: We established a reference framework for cutaneous discriminative sensitivity across eight facial zones. These norms can serve as a baseline for the assessment and monitoring of patients with facial pathologies. Furthermore, our findings contribute to a better understanding of age-related sensory changes. Full article
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18 pages, 1315 KiB  
Article
Construction of Sensory Wheel for Grape Marc Spirits by Integration of UFP, CATA, and RATA Methods
by Evangelia Anastasia Tsapou, Panagiotis Ignatiou, Michaela Zampoura and Elisabeth Koussissi
Beverages 2025, 11(4), 101; https://doi.org/10.3390/beverages11040101 - 3 Jul 2025
Viewed by 549
Abstract
Grape marc spirits represent a significant category within the alcoholic beverage sector, particularly across Mediterranean Europe. This study aimed to construct a sensory flavor wheel—covering aroma, taste, and mouthfeel modalities—specifically for non-flavored and non-wood-aged grape marc distillates. To achieve this, we explored the [...] Read more.
Grape marc spirits represent a significant category within the alcoholic beverage sector, particularly across Mediterranean Europe. This study aimed to construct a sensory flavor wheel—covering aroma, taste, and mouthfeel modalities—specifically for non-flavored and non-wood-aged grape marc distillates. To achieve this, we explored the feasibility of a novel methodological approach combining three rapid sensory techniques: Ultra Flash Profiling (UFP), Check-All-That-Apply (CATA), and Rate-All-That-Apply (RATA). Forty-five (45) samples from Greece, Cyprus, and Italy were evaluated by a trained panel of 12 assessors. UFP generated 205 initial descriptors, which were refined to 59 for CATA. Despite the long attribute list, CATA data helped identify the most relevant terms for the final RATA experiment. The sequential application of these methods, along with intermediate data filtering, led to the selection of 45 key descriptors with occurrence frequencies ranging from 33.3% to 97.7%. These were organized into a comprehensive flavor wheel grouped into 12 general categories. This approach offers a flexible framework for future flavor wheel construction in other under-characterized product categories. Full article
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21 pages, 565 KiB  
Article
Efficacy of Manual Therapy and Electrophysical Modalities for Treatment of Cubital Tunnel Syndrome: A Randomized Interventional Trial
by Michał Wieczorek and Tomasz Wolny
Life 2025, 15(7), 1059; https://doi.org/10.3390/life15071059 - 2 Jul 2025
Viewed by 490
Abstract
The aim of this study was to evaluate the efficacy of manual therapy based on neurodynamic techniques and electrophysical modalities in the conservative treatment of cubital tunnel syndrome (CuTS). A total of 128 upper limbs affected by CuTS were initially enrolled in this [...] Read more.
The aim of this study was to evaluate the efficacy of manual therapy based on neurodynamic techniques and electrophysical modalities in the conservative treatment of cubital tunnel syndrome (CuTS). A total of 128 upper limbs affected by CuTS were initially enrolled in this study, with 82 completing the full treatment protocol. The participants were divided into the following two intervention arms: the first arm (MT) (42 arms) received therapy based on sliding and tensioning neurodynamic techniques, while the second arm (EM) (40 arms) underwent physiotherapy based on electrophysical modalities, specifically low-level laser therapy (LLLT) and ultrasound therapy (US). Chi2 and Student’s t-test were used to compare the intervention arms, and no statistically significant differences were found. The evaluated outcomes included nerve conduction testing, ultrasound assessments (measuring cross-sectional area and shear modulus), pain levels, two-point discrimination, thresholds for cutaneous sensory perception, symptom severity, functional ability in specific tasks, and overall post-treatment improvement. Baseline comparisons indicated no statistically significant differences in any measured variables between the intervention groups (p > 0.05). Following treatment, each group exhibited significant improvements in their respective parameters (p < 0.01). Comparisons between groups post-intervention revealed statistically significant differences in nerve conduction results, ultrasound measurements (cross-sectional area and shear modulus), two-point discrimination, and sensory perception thresholds. These parameters improved more in the MT intervention arm. The use of neurodynamic techniques, ultrasound, and low-level laser therapy in the conservative treatment of mild to moderate forms of CuTS has a beneficial therapeutic effect. Full article
(This article belongs to the Special Issue Physical Rehabilitation for Musculoskeletal Disorders)
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18 pages, 1568 KiB  
Article
Coupling of Temporal-Check-All-That-Apply and Nose-Space Analysis to Investigate the In Vivo Flavor Perception of Extra Virgin Olive Oil and Carriers’ Impact
by Danny Cliceri, Iuliia Khomenko, Franco Biasioli, Flavia Gasperi and Eugenio Aprea
Foods 2025, 14(13), 2343; https://doi.org/10.3390/foods14132343 - 1 Jul 2025
Viewed by 319
Abstract
The perceived quality of extra virgin olive oil (EVOO) arises from the multisensory integration of multimodal stimuli, primarily driven by non-volatile and volatile organic compounds (VOCs). Given that EVOO is frequently consumed in combination with other foods, cross-modal interactions, encompassing both internal and [...] Read more.
The perceived quality of extra virgin olive oil (EVOO) arises from the multisensory integration of multimodal stimuli, primarily driven by non-volatile and volatile organic compounds (VOCs). Given that EVOO is frequently consumed in combination with other foods, cross-modal interactions, encompassing both internal and external elements, play a crucial role in shaping its sensory perception. A more realistic representation of EVOO perception can be achieved by considering these cross-modal effects and their temporal dynamics. This study employed dynamic sensory and instrumental techniques to investigate the product-related mechanisms that influence EVOO flavor perception. Ten trained panelists (mean age = 41.5 years; 50% female) evaluated two EVOO samples under two consumption conditions: alone and accompanied by a solid carrier (bread or chickpeas). Temporal Check-All-That-Apply (TCATA) and nose-space analysis using Proton-Transfer-Reaction Time-of-Flight Mass Spectrometry (PTR-ToF-MS) were conducted simultaneously. Sensory descriptors and mass spectral peaks were analyzed through temporal curve indices (Area Under the Curve, Maximum Citation/Concentration, Time to Maximum), which were then used to construct multi-dimensional sensory and VOC release maps. Findings revealed that the composition and texture of the food carriers had a greater influence on temporal flavor perception than the variability in VOCs released by the different EVOO samples. These results underscore the importance of considering cross-modal sensory interactions when predicting EVOO flavor perception. The carriers modulated both the perception and VOC release, with effects dependent on their specific composition and texture. This methodological approach enabled a deeper understanding of the dynamic relationship between VOC release and EVOO sensory experience. Full article
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32 pages, 4414 KiB  
Article
Multisensory Digital Heritage Spaces as Smart Environments in Sustainable Architectural Design
by Weidi Zhang and Ningxin Du
Buildings 2025, 15(13), 2181; https://doi.org/10.3390/buildings15132181 - 22 Jun 2025
Viewed by 492
Abstract
In the context of sustainable architecture, buildings are no longer isolated entities but are integral components of a broader built environment that shapes and responds to human life. As part of this evolving architectural landscape, immersive digital cultural heritage spaces—such as virtual museums—are [...] Read more.
In the context of sustainable architecture, buildings are no longer isolated entities but are integral components of a broader built environment that shapes and responds to human life. As part of this evolving architectural landscape, immersive digital cultural heritage spaces—such as virtual museums—are emerging as dynamic environments that contribute not only to cultural preservation but also to human well-being. This study examines how multisensory spatial design in virtual heritage environments can meet the physical, psychological, and emotional needs of users, aligning with the principles of smart, responsive architecture. A total of 325 participants experienced three immersive VR scenarios integrating different sensory inputs: visual–auditory, visual–auditory–tactile, and visual–auditory–olfactory. Through factor analyses, a three-dimensional model of user experience was identified, encompassing immersion, cultural engagement, and personalization. Structural equation modeling revealed that informational clarity significantly enhanced immersion (β = 0.617, p < 0.001), while emotional resonance was central to personalization (β = 0.571, p < 0.001). Moreover, ANOVA results indicated significant experiential differences among sensory conditions (F = 4.324, p = 0.014), with the visual–auditory modality receiving the highest user ratings. These findings demonstrate how digital cultural spaces—when designed with human sensory systems in mind—can foster emotionally rich, informative, and sustainable environments. By extending the role of architecture into the digital domain, this study offers insight into how technology, when guided by human-centered design, can create smart environments that support both ecological responsibility and enhanced human experience. Full article
(This article belongs to the Section Architectural Design, Urban Science, and Real Estate)
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17 pages, 360 KiB  
Review
Influence of Sensory Needs on Sleep and Neurodevelopmental Care in At-Risk Neonates
by Axel Hübler
Children 2025, 12(6), 781; https://doi.org/10.3390/children12060781 - 16 Jun 2025
Viewed by 669
Abstract
Objective: The development of a normal sleep–wake rhythm in the first weeks of life depends on the physiological sensory needs of the newborn as well as the environment surrounding them. This includes, for example, avoiding pain, exposure to bright light at night and [...] Read more.
Objective: The development of a normal sleep–wake rhythm in the first weeks of life depends on the physiological sensory needs of the newborn as well as the environment surrounding them. This includes, for example, avoiding pain, exposure to bright light at night and high noise levels. In high-risk newborns, this process can be influenced by immaturity of the central and peripheral nervous systems, therapeutic strategies and the work organization of an intensive care unit. Methods: This study used a narrative review to examine the literature on the interrelationship of sensory modalities on sleep–wake behavior in the context of neonatal intensive care. The current Cochrane reviews on cycled lighting’s effect on premature infants’ circadian rhythm development and noise or sound management in the neonatal intensive care unit, as well as the World Health Organization (WHO) global position paper on kangaroo mother care, were included. Results: An extensive body of literature relates to fetal and neonatal development of the five sensory modalities: touch, taste, smell, hearing and sight. In contrast, there is a lack of evidence regarding the choice of optimal lighting and suitable measures for noise reduction. Since 2023, the WHO has recommended that, from the moment of birth, every “small and sick” newborn should remain in skin-to-skin contact (SSC) with their mother. Developmental support pursues a multimodal approach with the goal of fostering early parent–child bonding, including the child’s needs and environmental conditions. Discussion: The implementation of early SSC and attention to the sleep–wake cycle require systemic changes in both the obstetric and neonatal settings to ensure seamless perinatal management and subsequent neonatal intensive care. Since there is a lack of evidence on the optimal sensory environment, well-designed, well-conducted and fully reported randomized controlled trials are needed that analyze short-term effects and long-term neurodevelopmental outcomes. Full article
(This article belongs to the Special Issue Current Advances in Paediatric Sleep Medicine)
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25 pages, 2023 KiB  
Article
Recovery and Protective Effect of Direct Transcutaneous Electrical Nerve Stimulation in the Treatment of Acute and Subacute Fibular Tunnel Syndrome
by Mustafa Al-Zamil, Inessa A. Minenko, Natalia A. Shnayder, Marina M. Petrova, Zarina M. Babochkina, Darya S. Kaskaeva, Vladimir G. Lim, Olga V. Khripunova, Irina P. Shurygina and Natalia P. Garganeeva
J. Clin. Med. 2025, 14(12), 4247; https://doi.org/10.3390/jcm14124247 - 14 Jun 2025
Viewed by 797
Abstract
Background: Previous studies have indicated that transcutaneous electrical nerve stimulation (TENS) is highly effective in improving the treatment of neuropathy and achieving maximum recovery in the shortest time. However, its effectiveness in the early stages of the disease has not been studied, and [...] Read more.
Background: Previous studies have indicated that transcutaneous electrical nerve stimulation (TENS) is highly effective in improving the treatment of neuropathy and achieving maximum recovery in the shortest time. However, its effectiveness in the early stages of the disease has not been studied, and no comparative analysis has been conducted between different modalities of TENS. Materials and Methods: This study included 82 patients with acute and subacute fibular tunnel (FT) syndrome lasting no more than 15 days. Patients were randomized into the following four groups depending on the modality of TENS used: sham TENS (20 patients), HF TENS (20 patients), LF TENS (21 patients), and a combined HF/LF TENS group (21 patients). Before treatment, immediately after treatment, and 3 months after the end of treatment patients were examined to determine the severity of hypoesthesia, motor deficit, and gait disturbance. Results: The reduction in hypoesthesia averaged after HF TENS, LF TENS, and sham TENS was 50.7% (p ≤ 0.01), 37.8 (p ≤ 0.01), and 11.4% (p > 0.05), respectively. The regression of motor deficit and gate disorders reached 61% after LF TENS (p ≤ 0.01), 6% after HF TENS (p > 0.05), and 6% (p > 0.05) after sham TENS. The combination of HF and LF TENS resulted in a 54.8% (p ≤ 0.01) reduction in hypoesthesia and 61.3% (p ≤ 0.01) regression of motor deficit, with a superior 30% (p ≤ 0.05) improvement in quality of life compared to separate use of HF and LF TENS. Conclusions: Early use of TENS in the treatment of FT syndrome turned out to be highly effective compared to sham TENS in reducing hypoesthesia, motor deficit, and gait disturbance. The analgesic effect and sensory recovery were higher after HF TENS. Motor and gait disturbances were reduced only after LF TENS, with evidence of prolonged regenerative and protective effect for at least 3 months after the end of treatment. The combination of HF TENS and LF TENS increases the therapeutic range of TENS with the achievement of the maximum positive effect of HF TENS and LF TENS after treatment and during the long-term period, which leads to a more pronounced improvement in the quality of life of patients with this pathology. Full article
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11 pages, 462 KiB  
Review
Management of Chronic Pain Associated with Small Fiber Neuropathy Secondary to SARS-CoV-2
by Anirudh Bhimavarapu, Hana Mucevic, Sadiq Rahman and Amruta Desai
Int. J. Transl. Med. 2025, 5(2), 24; https://doi.org/10.3390/ijtm5020024 - 13 Jun 2025
Viewed by 1486
Abstract
Neuropathic pain has emerged as a significant concern for patients dealing with persistent post-COVID-19 symptoms. Small fiber neuropathy (SFN) has been identified as a potential underlying mechanism contributing to long-term pain in these patients. Despite an increasing body of evidence associating post-COVID-19 SFN [...] Read more.
Neuropathic pain has emerged as a significant concern for patients dealing with persistent post-COVID-19 symptoms. Small fiber neuropathy (SFN) has been identified as a potential underlying mechanism contributing to long-term pain in these patients. Despite an increasing body of evidence associating post-COVID-19 SFN with immune dysregulation and neuroinflammation, the exact pathophysiology and optimal treatment remains unclear. This review aims to explore the pathophysiology, diagnosis, proposed mechanisms, and treatment of post-COVID-19 SFN. A comprehensive literature review was conducted, examining studies on SFN, as well as SFN in the context of COVID-19, including clinical manifestations, diagnostic criteria, and potential treatment modalities. Evidence was gathered from case studies, observational reports, and clinical trials addressing post-COVID-19 neuropathy and SFN. SFN in long COVID presents a heterogeneous range of sensory and autonomic symptoms. Diagnosis relies on clinical evaluation, quantitative sensory testing, and confirmatory skin biopsy. Proposed mechanisms include autoimmune dysregulation, molecular mimicry, direct viral invasion of neural structures, and inflammatory responses. Pharmacological treatments—such as gabapentin, antidepressants, and corticosteroids—have demonstrated symptom relief, while immunomodulatory therapies show promise in immune-mediated cases. Non-pharmacological strategies warrant further investigation. Post-COVID-19 SFN represents a complex and multifactorial condition requiring a multidisciplinary approach to diagnosis and management. While merging evidence supports immune-mediated pathogenesis, further research is needed to establish definitive mechanisms and optimize targeted therapeutic strategies. Continued investigation into post-COVID-19 SFN will be crucial in addressing the long-term neurological sequelae of SARS-CoV-2 infection. Full article
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27 pages, 3094 KiB  
Review
Innovations in Upper Limb Rehabilitation Robots: A Review of Mechanisms, Optimization, and Clinical Applications
by Yang Wang, Xu Han, Baiye Xin and Ping Zhao
Robotics 2025, 14(6), 81; https://doi.org/10.3390/robotics14060081 - 11 Jun 2025
Viewed by 2486
Abstract
With the continuous increase in the global aging population, stroke has become one of the major diseases affecting the health of the elderly, and the upper limb motor dysfunction it causes often requires long-term rehabilitation. To improve rehabilitation outcomes for hemiplegic patients and [...] Read more.
With the continuous increase in the global aging population, stroke has become one of the major diseases affecting the health of the elderly, and the upper limb motor dysfunction it causes often requires long-term rehabilitation. To improve rehabilitation outcomes for hemiplegic patients and alleviate the shortage of rehabilitation physicians, upper limb rehabilitation robots have shown great potential in enhancing motor function and improving stroke patients’ rehabilitation outcomes in clinical research. This paper first classifies rehabilitation robots based on their driving mechanisms and interaction modes, describing the application of their structural features in various scenarios. It then analyzes the optimization methods used in the trajectory planning process of rehabilitation robots at different stages. Finally, based on existing shortcomings, the paper summarizes the future development directions of upper limb rehabilitation robots, providing prospects for the development of upper limb rehabilitation robots in the areas of artificial intelligence and compliant control, multi-sensory feedback and interactive training, ergonomics and new driving technologies, modular and customizable designs, and multi-modal brain stimulation techniques. Full article
(This article belongs to the Section Medical Robotics and Service Robotics)
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18 pages, 983 KiB  
Review
Sensory Methodologies and Methods: A Scoping Review
by Kathleen C. Sitter, Carly-Ann Haney, Ana Herrera, Mica Pabia, Fiona C. Schick and Stacey Squires
Societies 2025, 15(6), 160; https://doi.org/10.3390/soc15060160 - 10 Jun 2025
Viewed by 1387
Abstract
This scoping review examines the application of sensory research methodologies and methods in primary research, guided by Arksey and O’Malley’s five-stage framework. The scoping review addresses two primary questions: (1) what is the extent and nature of research activities that use multisensory methodologies [...] Read more.
This scoping review examines the application of sensory research methodologies and methods in primary research, guided by Arksey and O’Malley’s five-stage framework. The scoping review addresses two primary questions: (1) what is the extent and nature of research activities that use multisensory methodologies and (2) what is the extent and nature of research activities that use multisensory methods? The Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews (PRISMA-ScR) Checklist was used to guide the reporting and mapping process. A total of 80 sources (45 peer-reviewed articles and 35 dissertations) met the inclusion criteria. Findings reveal ethnographic-based methodologies were the most common sensory approach, whereas combined visual and audio methods were the most commonly used techniques. There is the potential for more innovative and inclusive methodologies and methods to expand the use of taste and smell, which remain underrepresented in the literature. Additionally, greater attention is needed to address power dynamics and reflexivity in sensory research to avoid essentializing or misrepresenting participants’ experiences. Future research could improve methodological clarity and consistency while emphasizing accessibility and community engagement. This scoping review contributes to the field of sensory research by synthesizing current practices and identifying gaps that warrant future exploration, particularly in underrepresented sensory modalities. Full article
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16 pages, 6601 KiB  
Article
Dynamic Tuning and Multi-Task Learning-Based Model for Multimodal Sentiment Analysis
by Yi Liang, Turdi Tohti, Wenpeng Hu, Bo Kong, Dongfang Han, Tianwei Yan and Askar Hamdulla
Appl. Sci. 2025, 15(11), 6342; https://doi.org/10.3390/app15116342 - 5 Jun 2025
Viewed by 533
Abstract
Multimodal sentiment analysis aims to uncover human affective states by integrating data from multiple sensory sources. However, previous studies have focused on optimizing model architecture, neglecting the impact of objective function settings on model performance. Given this, this study introduces a new framework, [...] Read more.
Multimodal sentiment analysis aims to uncover human affective states by integrating data from multiple sensory sources. However, previous studies have focused on optimizing model architecture, neglecting the impact of objective function settings on model performance. Given this, this study introduces a new framework, DMMSA, which utilizes the intrinsic correlation of sentiment signals and enhances the model’s understanding of complex sentiments. DMMSA incorporates coarse-grained sentiment analysis to reduce task complexity. Meanwhile, it embeds a contrastive learning mechanism within the modality, which decomposes unimodal features into similar and dissimilar ones, thus allowing for the simultaneous consideration of both unimodal and multimodal emotions. We tested DMMSA on the CH-SIMS, MOSI, and MOEI datasets. When only changing the optimization objectives, DMMSA achieved accuracy gains of 3.2%, 1.57%, and 1.95% over the baseline in five-class and seven-class classification tasks. In regression tasks, DMMSA reduced the Mean Absolute Error (MAE) by 1.46%, 1.5%, and 2.8% compared to the baseline. Full article
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