Cell Segmentation Beyond 2D—A Review of the State‐of‐the‐Art
Cell segmentation underpins many biological image analysis tasks, yet most deep learning methods remain limited to 2D despite the inherently 3D nature of cellular processes. This review surveys segmentation approaches beyond 2D, comparing 2.5D and fully 3D methods, analyzing 31 models and 32 volumetric datasets, and introducing a unified reference ...
Fabian Schmeisser +6 more
wiley +1 more source
Toward fairness in digital consumer protection: a comparative legal and socio-regulatory perspective on digital platform governance. [PDF]
Akkhateerathitiphum R.
europepmc +1 more source
Conditions of the Single Market of Digital Services in the European Union
openaire +2 more sources
An Autonomous Large Language Model‐Agent Framework for Transparent and Local Time Series Forecasting
Architecture of the proposed large language model (LLM)‐based agent framework for autonomous time series forecasting in thermal power generation systems. The framework operates through a vertical pipeline initiated by natural language queries from users, which are processed by the LLM Agent Core powered by Llama.cpp and a ReAct loop with persistent ...
William Gouvêa Buratto +5 more
wiley +1 more source
Vertical Integration in Healthcare Systems: A Systematic Review of the Literature. [PDF]
Afonso-Henriques CJ +2 more
europepmc +1 more source
Current Standards of Monitoring Models in Healthcare Settings
AI/ML‐enabled medical devices are entering clinical practice faster than monitoring standards mature. This review highlights gaps in postmarket surveillance, limited use of predetermined change‐control plans, and the need for ongoing performance tracking, drift detection, explainability, and workflow‐aware governance to support safer, more reliable ...
Alan Kay +5 more
wiley +1 more source
Smart Bioinspired Material‐Based Actuators: Current Challenges and Prospects
This work gathers, in a review style, an extensive and comprehensive literature overview on the development of autonomous actuators based on synthetic materials, bringing together valuable knowledge from several studies. Furthermore, the article identifies the fundamental principles of actuation mechanisms and defines key parameters to address the size
Alejandro Palacios +4 more
wiley +1 more source
The interplay of legal norms in regulating digital platform mergers: comparative insights from China, ASEAN, and the European Union with policy implications for Thailand. [PDF]
Yaseen M, Phattanasin K.
europepmc +1 more source
Platform-Mediated Visibility of Exploitation Indicators: A Cross-Platform Analysis of AdultWork (UK) and CallEscort (US). [PDF]
Barbin A +3 more
europepmc +1 more source
Which drugs will Medicare negotiate next? Predicting selected drugs for Initial Price Applicability Year 2029. [PDF]
Li KH, Cousin EM, Sullivan SD.
europepmc +1 more source

