Innovative Deep Learning Approaches in Autism Research

Опубликована: Янв. 1, 2025

Язык: Английский

---

Using Learning Focal Point Algorithm to Classify Emotional Intelligence

Journal of Robotics and Control (JRC), Год журнала: 2024, Номер 5(1), С. 263 - 270

Опубликована: Фев. 1, 2024

Recognizing the fundamental role of learners' emotions in educational process, this study aims to enhance experiences by incorporating emotional intelligence (EI) into teacher robots through artificial and image processing technologies. The primary hurdle addressed is inadequacy conventional methods, particularly convolutional neural networks (CNNs) with pooling layers, imbuing intelligence. To surmount challenge, research proposes an innovative solution—introducing a novel learning focal point (LFP) layer replace resulting significant enhancements accuracy other vital parameters. distinctive contribution lies creation application LFP algorithm, providing approach emotion classification for robots. results showcase algorithm's superior performance compared traditional CNN approaches. In conclusion, highlights transformative impact algorithm on models and, consequently, emotionally intelligent This contributes valuable insights convergence education, implications future advancements field.

Язык: Английский

---

Smart Tattoo Sensors 2.0: A Ten-Year Progress Report through a Narrative Review

Bioengineering, Год журнала: 2024, Номер 11(4), С. 376 - 376

Опубликована: Апрель 13, 2024

The increased interest in sensing tattoos reflects a shift wearable technology, emphasizing their flexible, skin-adherent nature. These devices, driven by advancements nanotechnology and materials science, offer highly sensitive customizable sensors. growing body of research this area indicates rising curiosity design applications, with potential uses ranging from vital sign monitoring to biomarker detection. Sensing present promising avenue healthcare attracting attention researchers, clinicians, technology enthusiasts. objective study is analyze the development, application, integration health domain. A review was conducted on PubMed Scopus, applying standard checklist qualification process. outcome reported 37 studies. hold transformative physiological sensing, focus affordability, user-friendly design, versatile sensorization solutions. Despite promise, ongoing refinement essential, addressing limitations adhesion, signal quality, biocompatibility, regulatory complexities. Identified opportunities, including non-invasive monitoring, multiplexed detection, cost-effective fabrication methods, open avenues for personalized applications. However, bridging gaps medical device standards, cybersecurity, compliance imperative seamless integration. key theme calls holistic, user-centric approach, interdisciplinary collaboration. Balancing innovation practicality, prioritizing ethics, fostering collaboration are crucial evolution these technologies. dynamic state field evident, active exploration new frontiers. This overview also provides roadmap, urging scholars, industry players, regulators collectively contribute responsible into daily life.

Язык: Английский

---

Precision Metrics: A Narrative Review on Unlocking the Power of KPIs in Radiology for Enhanced Precision Medicine

Journal of Personalized Medicine, Год журнала: 2024, Номер 14(9), С. 963 - 963

Опубликована: Сен. 10, 2024

(Background) Over the years, there has been increasing interest in adopting a quality approach radiology, leading to strategic pursuit of specific and key performance indicators (KPIs). These radiology can have significant impacts ranging from radiation protection integration into digital healthcare. (Purpose) This study aimed conduct narrative review on (KPIs) with questions. (Methods) utilized standardized checklist for reviews, including ANDJ Narrative Checklist, ensure thoroughness consistency. Searches were performed PubMed, Scopus, Google Scholar using combination keywords related KPIs, Boolean logic refine results. From an initial yield 211 studies, 127 excluded due lack focus KPIs. The remaining 84 studies assessed clarity, design, methodology, 26 ultimately selected detailed review. evaluation process involved multiple assessors minimize bias rigorous analysis. (Results Discussion) overview highlights following: KPIs are crucial advancing by supporting evolution imaging technologies (e.g., CT, MRI) integrating emerging like AI AR/VR. They high standards diagnostic accuracy, image quality, operational efficiency, enhancing capabilities streamlining workflows. vital radiological safety, measuring adherence protocols that exposure protect patients. effective healthcare systems requires systematic development, validation, standardization, supported national international initiatives. Addressing challenges CAD-CAM technology home-based is essential. Developing specialized new will be continuous improvement patient care practices. (Conclusions) In conclusion, essential while future research should improving data access developing address challenges. Future expanding documentation sources, web search methods, establishing direct connections scientific associations.

Язык: Английский

---

Identification of Globally Leading Researchers in the Field of AI Medical Devices

Опубликована: Авг. 13, 2024

Язык: Английский

---