ReviewAnalytical sciences : the international journal of the Japan Society for Analytical Chemistry2026
Beyond ensemble averages: single-entity approaches for complex systems.
Review in Analytical sciences : the international journal of the Japan Society for Analytical Chemistry, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Authors and funding
3 authors.
Funding
Abstract
Analytical chemistry is undergoing a paradigm shift from measuring ensemble-averaged properties to directly probing the individuality, heterogeneity, and fluctuations of molecules and particles. Single-Entity analytical chemistry addresses this need by resolving structure, dynamics, and reactions at the level of single molecules or single particles using techniques such as nanopores, nanogap electrodes, surface-enhanced Raman scattering, and nanofluidic devices. In this Mini-Review, we highlight recent developments in Single-Entity measurements with a particular focus on studies reported in Analytical Sciences during 2024-2025, while also placing them in the context of global advances. We first discuss the conceptual significance of Single-Entity approaches as a framework for accessing "chemistry of individuality." We then summarize emerging detection technologies and nanodevice platforms that provide nanoscale spatiotemporal resolution, and outline how machine learning (ML) and artificial intelligence (AI) enable high-dimensional signal interpretation and robust extraction of rare events. Finally, we discuss future directions, including multimodal Single-Entity platforms and statistical schemes that connect event-level fluctuations to bulk properties, positioning Single-Entity analytical chemistry as a next-generation foundation for complex systems analysis.
Indexed as
Identifiers
41663682What Socratic holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.