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19 pages, 5190 KiB  
Article
Accuracy of Analog and Digital Full-Arch Mandibular Impressions: In Vitro and In Vivo Evaluation
by Diana Cerghizan, Kinga Mária Jánosi, Alexandra Farcas, Marcel Mihai Bojan, Mircea Horia Muntean, Andreea Ana Maria Nechiti, Izabella Éva Mureșan, Silvia Izabella Pop and Gyula Marada
Diagnostics 2025, 15(16), 2077; https://doi.org/10.3390/diagnostics15162077 - 19 Aug 2025
Viewed by 186
Abstract
Background/Objectives: Accurate full-arch impressions are crucial for predictable prosthodontic outcomes. While intraoral scanners (IOSs) are increasingly adopted, evidence comparing their accuracy with conventional analog impressions across full mandibular arches—particularly under both laboratory and clinical conditions using an objective intraoral reference—is limited. Our study [...] Read more.
Background/Objectives: Accurate full-arch impressions are crucial for predictable prosthodontic outcomes. While intraoral scanners (IOSs) are increasingly adopted, evidence comparing their accuracy with conventional analog impressions across full mandibular arches—particularly under both laboratory and clinical conditions using an objective intraoral reference—is limited. Our study aims to evaluate the in vitro and in vivo accuracy of digital impressions compared to conventional methods in full-arch scans using an intraoral reference tool. Methods: In this study, a custom stainless steel transfer aid carrying four 5 mm steel spheres in a trapezoidal configuration, provided with known reference distances, was used. Ten mandibular Frasaco models (in vitro) and ten healthy young adults (18–30 yrs) with intact lower arches (in vivo) received the bonded spheres. Six inter-sphere distances were defined: intermolar (BL-BR), interpremolar (FL-FR), diagonals (BL-FR, FL-BR), and lateral spans (BL-FL, BR-FR). Each arch underwent a digital scan (Medit i700) and a conventional monophase PVS impression, which was poured in Type IV stone and digitized (GOM Scan 1). The inter-sphere linear distances were measured in GOM Inspect, and trueness (deviation from reference) and precision (SD) were calculated. Data normality and homogeneity were verified; parametric t-tests and one-sample tests (α = 0.05) assessed differences between workflows and against reference values. Results: In vitro, analog impressions closely matched reference distances, with only the long-span BL-BR showing minor deviation (0.053 mm, p < 0.001). Digital scans showed significantly greater deviations across all spans (max 0.117 mm), particularly over long distances. In vivo, both workflows demonstrated comparable accuracy: only BL-BR (analog) and BR-FR (digital) differed significantly from the reference, and all AMEs remained within clinical thresholds (≤0.10 mm), except for BL-BR and BL-FL spans. ICC values ranged from moderate to high. Direct paired comparisons revealed statistically equivalent performance across most spans. Conclusions: Analog impressions outperformed digital scans in vitro, particularly across longer spans, confirming their superior dimensional fidelity under controlled conditions. However, in vivo, both workflows delivered statistically comparable and clinically acceptable accuracy. These findings suggest that while analog impressions remain the gold standard for precision-demanding contexts, modern intraoral scanners—when used correctly—can offer reliable full-arch mandibular impressions. The four-sphere reference system proved valuable for objective, anatomy-independent measurement. Full article
(This article belongs to the Special Issue Advances in Diagnosis and Management of Oral Disorders)
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19 pages, 1119 KiB  
Systematic Review
Effects of Tibetan Singing Bowl Intervention on Psychological and Physiological Health in Adults: A Systematic Review
by Fei-Wen Lin, Ya-Hui Yang and Jiun-Yi Wang
Healthcare 2025, 13(16), 2002; https://doi.org/10.3390/healthcare13162002 - 14 Aug 2025
Viewed by 559
Abstract
Background: Anxiety and stress are common mental health issues that affect both psychological and physiological well-being as well as quality of life. The Tibetan Singing Bowl, which combines sound and vibration, is often used in meditation and relaxation and may offer therapeutic [...] Read more.
Background: Anxiety and stress are common mental health issues that affect both psychological and physiological well-being as well as quality of life. The Tibetan Singing Bowl, which combines sound and vibration, is often used in meditation and relaxation and may offer therapeutic benefits. However, current research findings are scattered and lack systematic integration and quantitative validation. Methods: This study is a systematic review that included 14 quantitative studies from the past 16 years investigating the effects of Tibetan Singing Bowl interventions on adult psychological and physiological health. Data were sourced from six major databases and supplemented through citation tracking. Inclusion criteria were adults aged 18 and over, with interventions primarily involving Tibetan Singing Bowls, and reporting quantitative outcomes related to psychological indicators (e.g., anxiety and depressive symptoms) and physiological indicators (e.g., Heart Rate Variability and brainwave activity). Study quality was assessed using Joanna Briggs Institute (JBI) criteria, and findings were synthesized narratively to identify patterns and trends. Results: Study populations included general adults, individuals with emotional distress, and patients with cancer or chronic illnesses. Interventions ranged from single sessions to multiple courses, with some incorporating breathing or other practices. Most studies reported significant reductions in anxiety and depressive symptoms, improvements in well-being and quality of life, increases in Heart Rate Variability, and decreases in heart rate. Some studies also found increased Delta and Theta brainwave activity. Due to heterogeneity in study design and limited articles, no meta-analysis was conducted. Conclusions: Tibetan Singing Bowl interventions demonstrate potential for stress reduction and psychological well-being, offering a non-invasive, low-risk, and widely accepted complementary method supporting therapeutic processes, which can be suitable for clinical and community settings. Future research should focus on rigorously designed controlled trials and consider follow-up assessments to more accurately evaluate the effectiveness of TSB interventions. Full article
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18 pages, 8141 KiB  
Review
AI-Driven Aesthetic Rehabilitation in Edentulous Arches: Advancing Symmetry and Smile Design Through Medit SmartX and Scan Ladder
by Adam Brian Nulty
J. Aesthetic Med. 2025, 1(1), 4; https://doi.org/10.3390/jaestheticmed1010004 - 1 Aug 2025
Viewed by 907
Abstract
The integration of artificial intelligence (AI) and advanced digital workflows is revolutionising full-arch implant dentistry, particularly for geriatric patients with edentulous and atrophic arches, for whom achieving both prosthetic passivity and optimal aesthetic outcomes is critical. This narrative review evaluates current challenges in [...] Read more.
The integration of artificial intelligence (AI) and advanced digital workflows is revolutionising full-arch implant dentistry, particularly for geriatric patients with edentulous and atrophic arches, for whom achieving both prosthetic passivity and optimal aesthetic outcomes is critical. This narrative review evaluates current challenges in intraoral scanning accuracy—such as scan distortion, angular deviation, and cross-arch misalignment—and presents how innovations like the Medit SmartX AI-guided workflow and the Scan Ladder system can significantly enhance precision in implant position registration. These technologies mitigate stitching errors by using real-time scan body recognition and auxiliary geometric references, yielding mean RMS trueness values as low as 11–13 µm, comparable to dedicated photogrammetry systems. AI-driven prosthetic design further aligns implant-supported restorations with facial symmetry and smile aesthetics, prioritising predictable midline and occlusal plane control. Early clinical data indicate that such tools can reduce prosthetic misfits to under 20 µm and lower complication rates related to passive fit, while shortening scan times by up to 30% compared to conventional workflows. This is especially valuable for elderly individuals who may not tolerate multiple lengthy adjustments. Additionally, emerging AI applications in design automation, scan validation, and patient-specific workflow adaptation continue to evolve, supporting more efficient and personalised digital prosthodontics. In summary, AI-enhanced scanning and prosthetic workflows do not merely meet functional demands but also elevate aesthetic standards in complex full-arch rehabilitations. The synergy of AI and digital dentistry presents a transformative opportunity to consistently deliver superior precision, passivity, and facial harmony for edentulous implant patients. Full article
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15 pages, 2489 KiB  
Article
Trueness of Implant Positioning Using Intraoral Scanning and Dental Photogrammetry for Full-Arch Implant-Supported Rehabilitations: An In Vitro Study
by João Carlos Faria, Manuel António Sampaio-Fernandes, Susana João Oliveira, Rodrigo Malheiro, João Carlos Sampaio-Fernandes and Maria Helena Figueiral
Appl. Sci. 2025, 15(14), 8016; https://doi.org/10.3390/app15148016 - 18 Jul 2025
Viewed by 438
Abstract
This in vitro study aims to compare the trueness of digital impressions obtained using two intraoral scanners (IOS) and one photogrammetry device for full-arch implant-supported rehabilitations. According to the Caramês Classification I, three models were produced with Straumann implants arranged in different spatial [...] Read more.
This in vitro study aims to compare the trueness of digital impressions obtained using two intraoral scanners (IOS) and one photogrammetry device for full-arch implant-supported rehabilitations. According to the Caramês Classification I, three models were produced with Straumann implants arranged in different spatial distributions: Option A with six implants and Options B and C with four implants each. The three models were scanned using a 12-megapixel scanner to create digital master casts. For each reference model, 30 digital impressions were acquired: 10 with the 3Shape Trios 3 intraoral scanner, 10 with the Medit i500 intraoral scanner, and 10 with the PIC Dental photogrammetry device. Trueness was assessed through best-fit superimpositions between the digital master casts and the corresponding virtual models. The Shapiro–Wilk test was applied to assess the normality of the data distribution, and Levene’s test was used to evaluate the homogeneity of variances. The non-parametric Kruskal–Wallis test was employed to compare group differences, with post hoc adjustments made using the Bonferroni correction. A significance threshold of p = 0.05 was adopted for all statistical tests. Statistically significant differences were observed in the root mean square values among the three devices. The Medit i500 demonstrated the highest trueness, with a median (interquartile range) deviation of 24.45 (18.18) µm, whereas the PIC Dental exhibited the lowest trueness, with a median deviation of 49.45 (9.17) µm. Among the implant distribution, the Option C showed the best trueness, with a median deviation of 19.00 (27.83). Considering the results of this in vitro study, intraoral scanners demonstrated comparable trueness, whereas the photogrammetry-based system exhibited lower trueness values. Additionally, a smaller number of implants and reduced inter-implant distances were associated with improved trueness in digital impressions for full-arch implant rehabilitation. Full article
(This article belongs to the Special Issue Recent Advances in Digital Dentistry and Oral Implantology)
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23 pages, 2320 KiB  
Article
Visualizing Relaxation in Wearables: Multi-Domain Feature Fusion of HRV Using Fuzzy Recurrence Plots
by Puneet Arya, Mandeep Singh and Mandeep Singh
Sensors 2025, 25(13), 4210; https://doi.org/10.3390/s25134210 - 6 Jul 2025
Viewed by 517
Abstract
Traditional relaxation techniques such as meditation and slow breathing often rely on subjective self-assessment, making it difficult to objectively monitor physiological changes. Electrocardiograms (ECG), which are commonly used by clinicians, provide one-dimensional signals to interpret cardiovascular activity. In this study, we introduce a [...] Read more.
Traditional relaxation techniques such as meditation and slow breathing often rely on subjective self-assessment, making it difficult to objectively monitor physiological changes. Electrocardiograms (ECG), which are commonly used by clinicians, provide one-dimensional signals to interpret cardiovascular activity. In this study, we introduce a visual interpretation framework that transforms heart rate variability (HRV) time series into fuzzy recurrence plots (FRPs). Unlike ECGs’ linear traces, FRPs are two-dimensional images that reveal distinctive textural patterns corresponding to autonomic changes. These visually rich patterns make it easier for even non-experts with minimal training to track changes in relaxation states. To enable automated detection, we propose a multi-domain feature fusion framework suitable for wearable systems. HRV data were collected from 60 participants during spontaneous and slow-paced breathing sessions. Features were extracted from five domains: time, frequency, non-linear, geometric, and image-based. Feature selection was performed using the Fisher discriminant ratio, correlation filtering, and greedy search. Among six evaluated classifiers, support vector machine (SVM) achieved the highest performance, with 96.6% accuracy and 100% specificity using only three selected features. Our approach offers both human-interpretable visual feedback through FRP and accurate automated detection, making it highly promising for objectively monitoring real-time stress and developing biofeedback systems in wearable devices. Full article
(This article belongs to the Special Issue Sensors for Heart Rate Monitoring and Cardiovascular Disease)
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14 pages, 1341 KiB  
Article
Accuracy of New-Generation Intraoral Scanners in Digitizing All-on-Four Implant Models with Varying Posterior Implant Angulations: An In Vitro Trueness and Precision Evaluation
by Noha Taymour, Shereen Moselhy Abdul Hameed, Maram A. AlGhamdi, Zainab Refaey El Sharkawy, Zienab S. Farid and Yousra Ahmed
Prosthesis 2025, 7(4), 74; https://doi.org/10.3390/prosthesis7040074 - 30 Jun 2025
Cited by 1 | Viewed by 480
Abstract
Background: The increasing adoption of digital workflows in implant dentistry necessitates rigorous assessment of intraoral scanning, particularly for complex full-arch rehabilitations like All-on-Four prostheses, where posterior implant angulation may impact the accuracy of optical data acquisition. Objectives: This in vitro study aimed [...] Read more.
Background: The increasing adoption of digital workflows in implant dentistry necessitates rigorous assessment of intraoral scanning, particularly for complex full-arch rehabilitations like All-on-Four prostheses, where posterior implant angulation may impact the accuracy of optical data acquisition. Objectives: This in vitro study aimed to assess the accuracy of digital intraoral scanners in scanning All-on-Four implant models with different posterior implant angulations. Methods: Two epoxy resin All-on-Four implant models were fabricated with two posterior implant angulations (30-degree and 45-degree). Both models were digitized to obtain control datasets using a Smart Optics reference scanner (REF). Four intraoral scanners were comparatively assessed: Cerec Omnicam AC (OMN), Trios 4 (TRI), Cerec Primescan AC (PRI), and Medit i700 (MED), with nine scans per each scanner (n = 9). All STL files were exported and analyzed using Geomagic Control X with root mean square (RMS) values computed for trueness and precision assessments. Results: The comparison between IOS types in terms of trueness revealed that with 30° angulation, the MED group showed the statistically significant least deviation (p = 402). With 45° angulation, both PRI and OMN scanners showed the statistically significant highest deviation values (p = 0.047 and 0.007, respectively). MED again showed the statistically significant least deviation (p = 402). For precision evaluation in 30° angulation models, PRI and OMN scanners showed the statistically significant least deviation values (p = 402 and <0.001, respectively). While, in 45° angulation models, no statistically significant inter-scanner differences were observed. Conclusions: While MED, PRI, and OMN scanners demonstrated clinical validity for 30° angled posterior implants, only the MED system achieved sufficient accuracy for 45° tilt. These findings emphasize the critical relationship between scanner selection and extreme implant angulations in full-arch digital workflows. Full article
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18 pages, 469 KiB  
Article
Spiritual Care and Spiritual Perspective: Assessing Oncology Patients’ Perspectives and Their Implications for Healthcare Management
by Monica Elisa Meneses-La-Riva, Víctor Hugo Fernández-Bedoya, Josefina Amanda Suyo-Vega, Hitler Giovanni Ocupa-Cabrera and Giovanni di Deus Ocupa-Meneses
Healthcare 2025, 13(13), 1554; https://doi.org/10.3390/healthcare13131554 - 29 Jun 2025
Viewed by 677
Abstract
Background: Spiritual care is vital for the holistic well-being of hospitalized cancer patients, addressing their emotional, psychological, and spiritual needs. This study addresses gaps in the relevant literature by evaluating spiritual perspectives among Peruvian oncology patients, offering culturally grounded insights that can inform [...] Read more.
Background: Spiritual care is vital for the holistic well-being of hospitalized cancer patients, addressing their emotional, psychological, and spiritual needs. This study addresses gaps in the relevant literature by evaluating spiritual perspectives among Peruvian oncology patients, offering culturally grounded insights that can inform nursing practice and healthcare management. The main objective of this research was to measure the overall level of Spiritual Perspective among hospitalized oncology patients using the Spiritual Perspective Scale (SPS) developed by Pamela Reed in 1987, which reflects early aspects of spirituality later integrated into her broader Spiritual Perspective theory. Materials and methods: This study aimed to evaluate the perceived levels of Spiritual Perspective among oncology patients in a hospital setting. Adopting a quantitative, descriptive, cross-sectional design, data were gathered from 137 patients at a national hospital in Lima, Peru. Results: The majority of participants were older adults, with a high school education, and predominantly single. Findings revealed that most patients experienced moderate levels of Spiritual Perspective, spiritual practices, and beliefs. Patients commonly practiced prayer, meditation, and spiritual reading. Beliefs centered on a higher power and forgiveness. Essential support networks also provided emotional aid, complementing spiritual care. Conclusions: This study highlights the importance of spiritual care in nursing for oncology patients. Findings advance understanding of spirituality in illness and support interventions to improve patient outcomes. Full article
(This article belongs to the Section Healthcare Quality and Patient Safety)
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14 pages, 1148 KiB  
Article
AI-Assisted Design of 3D-Printed Lingual Indirect Bonding Trays: A Comparative Evaluation of Bracket Transfer Accuracy
by Viet Hoang, Thi Quynh Trang Vuong, Phuong Huyen Nguyen, Nhu Hai Pham, Kim Loan Hoang, Thi Thu Trang Hoang, Tuan Khang Nguyen, Thi Hong Thuy Pham and Viet Anh Nguyen
J. Clin. Med. 2025, 14(12), 4303; https://doi.org/10.3390/jcm14124303 - 17 Jun 2025
Viewed by 456
Abstract
Objectives: This study investigated the use of artificial intelligence (AI) in the design of lingual bracket indirect bonding trays and its association with bracket transfer accuracy using three-dimensional (3D) printing. Methods: Digital impressions of patient’s dental arches were captured using an intraoral scanner, [...] Read more.
Objectives: This study investigated the use of artificial intelligence (AI) in the design of lingual bracket indirect bonding trays and its association with bracket transfer accuracy using three-dimensional (3D) printing. Methods: Digital impressions of patient’s dental arches were captured using an intraoral scanner, and orthodontic setups were virtually constructed. Brackets were virtually positioned in their ideal locations using the digital setups guided by virtual archwire templates. Indirect bonding trays were automatically generated using the AI-powered Auto Creation function of the Medit Splints application, which analyzes anatomical features to streamline design. Bracket transfer accuracy was evaluated in vivo by comparing planned and actual bracket positions across grouped and individual tray configurations. Linear and angular deviations were measured using conventional 3D inspection software. Results: Most bracket transfer errors were within clinically acceptable thresholds, although torque accuracy remained suboptimal. Grouped trays generally exhibited greater precision than individual trays in several dimensions. Conclusions: These findings support the application of AI-assisted design tools to enhance digital workflows and improve consistency in appliance fabrication. Full article
(This article belongs to the Special Issue Latest Advances in Orthodontics)
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18 pages, 811 KiB  
Systematic Review
Effects of Dispositional Mindfulness and Mindfulness-Based Interventions on the Psychosocial Consequences of Burn Injuries: A Systematic Review
by Luca Simione
Eur. Burn J. 2025, 6(2), 25; https://doi.org/10.3390/ebj6020025 - 15 May 2025
Viewed by 622
Abstract
Burn injuries lead to significant physical and psychological consequences, including chronic pain, post-traumatic stress, depression, and social isolation. Mindfulness-based interventions (MBIs) have been proposed as a holistic approach to address these challenges in burn rehabilitation. This systematic review evaluates the efficacy of dispositional [...] Read more.
Burn injuries lead to significant physical and psychological consequences, including chronic pain, post-traumatic stress, depression, and social isolation. Mindfulness-based interventions (MBIs) have been proposed as a holistic approach to address these challenges in burn rehabilitation. This systematic review evaluates the efficacy of dispositional mindfulness and MBIs, including mindfulness meditation, yoga, and self-compassion training, in managing pain, emotional distress, and psychosocial adaptation in burn survivors. A comprehensive literature search was conducted through MEDLINE and Web of Science, covering studies up to February 2025, with additional papers retrieved from Google Scholar and Semantic Scholar. Studies were included if they reported quantitative data on the effects of MBIs in burn patients and/or their families, excluding opinion pieces, editorials, reviews, and qualitative studies. After screening 91 studies retrieved from the databases and adding a compelling paper retrieved from the other sources explored, 12 studies were included in the final pool, categorized into cross-sectional studies (n = 6), and intervention studies (n = 6). The extracted data included publication year, research design, sample characteristics, intervention details, main findings, and data for quality assessment. The synthesis of the results suggests that mindfulness is associated with reduced psychological symptoms, improved emotional regulation, and enhanced self-compassion, leading to better coping strategies and social reintegration. However, the long-term efficacy of MBIs remains inconclusive, and further research is needed to differentiate mindfulness-specific effects from those of general physical exercise. Evidence also suggests that mindfulness interventions may reduce anxiety and secondary trauma in children with burns and their caregivers. This review highlights the potential of MBIs as adjuncts to conventional burn rehabilitation programs, but further high-quality trials are needed to establish their sustained efficacy and to understand the specific benefits of mindfulness. Full article
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21 pages, 1574 KiB  
Article
Healthy Pills: A Physical Activity and Meditation Program to Enhance Mental Health and Well-Being in Spanish University Students
by Laura García-Pérez, Rosario Padial-Ruz, Mar Cepero-González and José Luis Ubago-Jiménez
Behav. Sci. 2025, 15(4), 549; https://doi.org/10.3390/bs15040549 - 18 Apr 2025
Viewed by 978
Abstract
(1) Background: University students’ mental health (MH) is in crisis due to academic stress, lack of physical activity (PA), and low self-esteem. This study evaluated a 12-week PA and meditation intervention to enhance psychological well-being in Spanish university students. (2) Methods: A quasi-experimental [...] Read more.
(1) Background: University students’ mental health (MH) is in crisis due to academic stress, lack of physical activity (PA), and low self-esteem. This study evaluated a 12-week PA and meditation intervention to enhance psychological well-being in Spanish university students. (2) Methods: A quasi-experimental design was used, with a non-randomized control group and pretest-posttest assessments. The study lasted 14 weeks (12 weeks of intervention and two for evaluations). Initially, 149 students were recruited, but the final sample included 136 (82 intervention, 54 control) due to attrition. Participants were selected through convenience sampling, respecting university-established groups. The intervention consisted of six PA sessions (aerobic, cardiovascular, and strength exercises) and six meditation sessions (yoga and mindfulness). Validated questionnaires assessed resilience, psychological distress, self-esteem, mood, personality traits, sedentary behavior, PA levels, and sleep duration. (3) Results: Significant improvements were found in resilience (p < 0.001), depression (p < 0.01), and sleep duration (p < 0.05), with greater mood benefits in men. No major changes were observed in other variables. (4) Conclusions: PA- and meditation-based interventions can improve students’ MH, particularly in key psychological aspects. Further research should explore long-term effects and refine strategies by distinguishing between preventive and therapeutic approaches. Full article
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16 pages, 2227 KiB  
Article
Emotion Recognition Using a Siamese Model and a Late Fusion-Based Multimodal Method in the WESAD Dataset with Hardware Accelerators
by Hyun-Sik Choi
Electronics 2025, 14(4), 723; https://doi.org/10.3390/electronics14040723 - 13 Feb 2025
Cited by 3 | Viewed by 1611
Abstract
Emotion recognition, which includes stress analysis, is a critical research topic. In particular, emotion recognition using wearable applications that offer rapid feedback can significantly assist in emotion regulation. A key dataset for this purpose is the wearable stress and affect detection (WESAD) dataset, [...] Read more.
Emotion recognition, which includes stress analysis, is a critical research topic. In particular, emotion recognition using wearable applications that offer rapid feedback can significantly assist in emotion regulation. A key dataset for this purpose is the wearable stress and affect detection (WESAD) dataset, which is well-suited for wearable environments. This study aims to evaluate the accuracy and processing time of the proposed neural network using the WESAD dataset. However, data collected in wearable environments often have limitations in terms of their accuracy and channel count, making classification challenging. To address this issue, this study utilizes only wrist-measured blood volume pulse (BVP) data measured by photo-plethysmography (PPG) and electro-dermal activity (EDA) data, classifying them through a late fusion-based multimodal method. For accurate classification, the BVP data are preprocessed using the empirical mode decomposition (EMD) method, and a Siamese model is employed for learning on small datasets, with an additional structure of dense layers for detailed classification. The Siamese network generates a similarity score, which is then fed into a dense layer to classify multiple classes. Meta-classes are used to compute pairwise similarities, ultimately classifying the data into one of four emotional states: neutral, stress, amusement, and meditation. The proposed multitasking model simultaneously trains the Siamese network and multi-classifier, achieving an accuracy of 99.8% in classifying four emotion states in the WESAD dataset. Moreover, the model is designed to operate with minimal hardware resources, making it easy to implement using hardware accelerators. This study demonstrates the applicability of neural network-based wearable systems in the field of emotion recognition. Full article
(This article belongs to the Section Artificial Intelligence)
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33 pages, 8161 KiB  
Article
Comparison of LSTM- and GRU-Type RNN Networks for Attention and Meditation Prediction on Raw EEG Data from Low-Cost Headsets
by Fernando Rivas, Jesús Enrique Sierra-Garcia and Jose María Camara
Electronics 2025, 14(4), 707; https://doi.org/10.3390/electronics14040707 - 12 Feb 2025
Cited by 4 | Viewed by 5018
Abstract
This study bridges neuroscience and artificial intelligence by developing advanced models to predict cognitive states—specifically attention and meditation—using raw EEG data collected from low-cost commercial devices such as NeuroSky and Brainlink. Leveraging the temporal capabilities of recurrent neural networks (RNNs), particularly long short-term [...] Read more.
This study bridges neuroscience and artificial intelligence by developing advanced models to predict cognitive states—specifically attention and meditation—using raw EEG data collected from low-cost commercial devices such as NeuroSky and Brainlink. Leveraging the temporal capabilities of recurrent neural networks (RNNs), particularly long short-term memory (LSTM) and gated recurrent units (GRUs), the study evaluates their effectiveness in predicting future cognitive states. These predictions have applications in real-time brain–computer interface (BCI) systems, enhancing responsiveness and adaptability in dynamic environments like robotic control. The proposed LSTM model demonstrated superior predictive accuracy for meditation states, achieving a Root Mean Squared Error (RMSE) of 10.90, while the GRU model excelled in predicting attention states, with an RMSE of 11.79. Both models outperformed the results provided by the proprietary eSense algorithm, reinforcing the potential of raw EEG data in cognitive-state analysis. Notably, inference times were optimized to under 50 milliseconds, making the models suitable for real-time applications. These findings underline the feasibility of using raw EEG signals from affordable devices for robust real-time prediction, offering a significant step forward in applied neuroscience. This research lays the groundwork for further exploration of RNN architectures in BCI applications, enabling safer, more intuitive, and personalized interactions in assistive technologies and beyond. Full article
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12 pages, 5903 KiB  
Article
Precision of Photogrammetry and Intraoral Scanning in Full-Arch Implant Rehabilitation: An In Vitro Comparative Study
by João Carlos Faria, Manuel António Sampaio-Fernandes, Susana João Oliveira, Rodrigo Malheiro, João Carlos Sampaio-Fernandes and Maria Helena Figueiral
Appl. Sci. 2025, 15(3), 1388; https://doi.org/10.3390/app15031388 - 29 Jan 2025
Cited by 1 | Viewed by 2577
Abstract
The objective of this in vitro study is to evaluate and compare the precision of digital impressions obtained using intraoral scanners and photogrammetry devices for full-arch implant-supported oral rehabilitation. Three reference models were created with various spatial distributions of Straumann implants, according to [...] Read more.
The objective of this in vitro study is to evaluate and compare the precision of digital impressions obtained using intraoral scanners and photogrammetry devices for full-arch implant-supported oral rehabilitation. Three reference models were created with various spatial distributions of Straumann implants, according to the Caramês I Classification: (i) option A with six implants; (ii) option B with four implants; and (iii) option C with four implants. Thirty digital impressions were taken for each of the reference models: ten with the Intraoral 3Shape Trios 3 scanner, ten with the Medit i500 intraoral scanner, and ten with the PIC Dental photogrammetry device. Intra-group best-fit overlaps were performed between the virtual models obtained, and accuracy was evaluated using root mean square (RMS) values. A significance level of p = 0.05 was defined. Mean values were statistically analyzed using the Kruskal–Wallis test. All scanners studied showed high precision, with RMS values similar for each implant distribution. The PIC Dental photogrammetry device demonstrated the best results for the CCI A and B distributions, with mean values of 11.28 µm and 14.44 µm, respectively. For the CCI C distribution, the 3Shape Trios 3 scanner achieved the best result, with a mean value of 5.96 µm. Among all devices, the implant distribution showing the highest RMS values was the CCI B, with mean values between 14.44 µm and 16.96 µm. The PIC Dental device was the only method that did not exhibit statistically significant differences in RMS values across the different distributions studied, indicating that its performance is unaffected by distribution variations. No statistically significant differences (p < 0.05) were observed in the RMS values among the three types of scanners. Overall, a smaller number of implants and closer distribution between them resulted in improved precision for digital impressions in full-arch implant rehabilitation. Full article
(This article belongs to the Special Issue Dental Implants: Latest Advances and Prospects)
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15 pages, 695 KiB  
Article
Effect of a Healing Program Using Marine Resources on Reducing Pain and Improving Physical Function in Patients with Non-Specific Chronic Low Back Pain: A Randomized Controlled Trial Study
by Ji-Eun Baek, Sung-Hyeon Kim, Ho-Jin Shin and Hwi-Young Cho
Medicina 2025, 61(2), 172; https://doi.org/10.3390/medicina61020172 - 21 Jan 2025
Viewed by 1748
Abstract
Background and Objectives: Chronic low back pain is a widespread condition, particularly in older populations, contributing to physical, mental, and social burdens. Traditional treatments, such as medications and surgery, carry long-term risks, including dependency, side-effects, and complications from invasive procedures. Additionally, healthcare [...] Read more.
Background and Objectives: Chronic low back pain is a widespread condition, particularly in older populations, contributing to physical, mental, and social burdens. Traditional treatments, such as medications and surgery, carry long-term risks, including dependency, side-effects, and complications from invasive procedures. Additionally, healthcare accessibility is limited due to high costs, long waiting times, and geographic disparities in healthcare services, particularly in rural areas. For these reasons, non-pharmacological approaches that address both physical and psychological aspects are increasingly recognized as effective. This study aimed to evaluate the effectiveness of a marine resource-based healing program in Taean, South Korea, in improving pain, physical function, and mental health in patients with non-specific chronic low back pain. Materials and Methods: This randomized controlled trial involved 46 participants with non-specific chronic low back pain (mean age, 68.7 ± 5.1 years), randomly allocated to either an experimental group (marine healing program) or a control group (core exercises). The experimental group participated in a 4-night, 5-day intervention comprising heated peat pack therapy, mindfulness meditation, core exercises, and local tourism. The control group performed core exercises without additional interventions. Key outcomes included pain, muscle properties, functional disability, lower extremity function, balance, gait, and depression. Results: The experimental group demonstrated significant reductions in resting pain (p < 0.001), improved pressure pain threshold at L3 (p < 0.001), decreased L3 muscle tone (p = 0.015), and improved functional disability scores (p < 0.001). Functional gains were observed in lower extremity function scores (p < 0.001), balance (sway area: p = 0.046), gait velocity (p < 0.001), and depression levels (p < 0.001). Conclusions: The marine healing program significantly improved pain, functional abilities, and mental well-being in patients with non-specific chronic low back pain, highlighting its potential as an integrative approach to chronic low back pain management. Further studies are recommended to explore long-term and generalized effects. Full article
(This article belongs to the Topic New Advances in Physical Therapy and Occupational Therapy)
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18 pages, 1384 KiB  
Article
Randomized Trial: A Pilot Study Investigating the Effects of Transcendental Meditation and Yoga Through Retinal Microcirculation in Cardiac Rehabilitation
by Adam Saloň, Karin Schmid-Zalaudek, Bianca Steuber, Maximilian Elliot Rudlof, Till Olaf Bartel, Petra Mächler, Andreas Dorr, Rainer Picha, Per Morten Fredriksen, Benedicta Ngwenchi Nkeh-Chungag and Nandu Goswami
J. Clin. Med. 2025, 14(1), 232; https://doi.org/10.3390/jcm14010232 - 3 Jan 2025
Cited by 2 | Viewed by 1617
Abstract
Background/Objectives: Cardiovascular diseases are a leading cause of death, and psychosocial stress is considered a contributing factor to these issues. With the rising number of heart surgeries, proper rehabilitation post-surgery is essential. Previous studies have demonstrated the positive impact of yoga and transcendental [...] Read more.
Background/Objectives: Cardiovascular diseases are a leading cause of death, and psychosocial stress is considered a contributing factor to these issues. With the rising number of heart surgeries, proper rehabilitation post-surgery is essential. Previous studies have demonstrated the positive impact of yoga and transcendental meditation on the cardiovascular system. This pilot study aimed to investigate the effects of yoga and transcendental meditation on retinal microcirculation in cardiac patients before (admission), after (discharge), and following (3 weeks after discharge) rehabilitation. Methods: This study examined changes in retinal microcirculation in three rehabilitation groups of patients after heart surgery. The control group received standard exercise therapy, while the meditation group incorporated 20 min of meditation, and the yoga group incorporated 20 min of yoga practice, twice per day for the duration of four weeks of rehabilitation. Retinal images were captured using a non-mydriatic digital retinal camera (Canon CR-2, Canon Medical Systems Europe B.V., Netherlands), and the microcirculation parameters central retinal artery equivalent, central retinal vein equivalent, and artery-to-vein ratio were analyzed using MONA REVA software ((version 2.1.1), VITO, Mol, Belgium). Repeated measures ANOVA was performed to evaluate differences between the three groups in the course of rehabilitation. Results: None of the parameters revealed significant differences in retinal microcirculation between the three rehabilitation groups. Conclusions: The study evaluating changes in retinal microcirculation, as an indicator of central circulation in cardiac patients undergoing rehabilitation, did not observe any significant changes. As yoga and meditation are underestimated approaches in cardiac rehabilitation, this pilot study acts as a basis for providing preliminary information for future studies to encourage the research community to fill the gap in this area. Full article
(This article belongs to the Special Issue Recent Clinical Advances in Cardiac Rehabilitation)
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