Table 1_Augmented intelligence with voice assistance and automated machine learning in Industry 5.0.docx by Alexandros Bousdekis (20821778)

“…However, existing research works on voice assistants relies on knowledge management and simulation methods instead of data-driven algorithms. In addition, practical application and evaluation in real-life scenarios are scarce and limited in scope. …”

A systematic review of ionizing radiation-induced glaucoma: clinical manifestations, pathogenesis, and current treatment approaches by Anqi Wu (3413069)

“…The lack of consensus-driven protocols and heterogeneity across studies underscore ongoing clinical challenges.…”

Table 1_Advances in the application of human-machine collaboration in healthcare: insights from China.docx by Wuzhen Wang (20675405)

“…In view of this, human-computer collaboration, an innovation-driven technology, is a groundbreaking solution to the outstanding healthcare issues of today. …”

Supplementary file 1_Scutellarin attenuated tubule cell apoptosis by modulating HIF-1α for the treatment of DKD: the insight integrating network analysis, machine learning and sing... by Li Jiang (120930)

“…RNA transcriptome were employed to deepen the understanding of candidate targets in key signaling pathways. Core targets were optimized through 8 machine learning algorithms. Single-cell transcriptome were utilized to clarify the expression locations and temporal trajectories of core targets, identifying high-expression cell types. …”

Data used to drive the Double Layer Carbon Model in the Qinling Mountains. by Huiwen Li (17705280)

“…The model divides the soil profile into topsoil (0-20 cm) and subsoil (20–100 cm) layers to match the SOC maps of the corresponding two layers generated by data-driven models. Each of these layers contains a young carbon pool (CY) with a higher decomposition rate and an old carbon pool (CO) with a lower decomposition rate. …”

Table 1_Explainable machine learning model for predicting the outcome of acute ischemic stroke after intravenous thrombolysis.docx by Fanhai Bu (22315168)

“…LR model was subsequently employed as classification method demonstrating optimal performance with (AUC = 0.777) in the test dataset. …”

Title: Hydro-Aerial Urban Mobility System (HAUMS): Integrated Tubular Network for Clean Transport, Urban Cooling, and Water Recovery / Título: Sistema Hidro-Aéreo de Movilidad Urba... by Ricardo Riveros (22484566)

“…Movement is generated by the natural decline of water flow, assisted by solar-powered pumps and compressors.At height differences or intersections, hydraulic elevators —inspired by the lock mechanism of the Panama Canal— lift or lower the capsules smoothly, without traditional mechanical friction systems.The network can expand like a web around the city, creating circumferential routes that connect polluted or congested areas with cleaner, greener peripheries.This dual system provides zero-emission mobility while improving urban air circulation and water recycling, helping to stabilize microclimates in dense urban zones.Before physical construction, the project proposes computational simulation through hydrodynamic and atmospheric modeling, to evaluate flow behavior, energy balance, and safety parameters.This phase will also allow optimization of materials, urban integration, and control algorithms for automated guidance and scheduling.This concept integrates engineering, environmental design, and ethics:a transport technology that serves both people and nature, symbolizing a future where cities breathe, flow, and move sustainably together.Ricardo RiverosIndependent ResearcherEnvironmental Innovation-- EspañolSistema Tubular Hidráulico de Transporte Urbano para Ciudades SosteniblesEsta propuesta presenta un concepto innovador de transporte urbano sostenible: una red tubular hidráulica que opera sobre las calles existentes, impulsada por una combinación de fuerza del agua y del aire, asistida por energía solar.El sistema se compone de tubos gemelos semicerrados con forma de ocho:La sección inferior transporta un flujo continuo y de baja turbulencia de agua, que impulsa las cápsulas.La sección superior canaliza corrientes de aire controladas que complementan el movimiento hidráulico y aumentan la eficiencia.Las cápsulas, ligeras y aerodinámicas, se desplazan dentro de los tubos. …”

Figures and Tables by Divya C D (22799186)

“…Robots Comput. Vision XXXI: Algorithms and Techniques, Burlingame, CA, USA, Jan. 23–24, 2012.…”