ArticleNature2024
Chemical reservoir computation in a self-organizing reaction network.
Article in Nature, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
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.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
15 citing papers in PubMed.
- Soft Hardware, Flowing Software: Reconfigurable Microfluidics for Adaptable Chemical Computation.Advanced materials (Deerfield Beach, Fla.) · 2026Article
- Reservoir Computing-Based Glucose Sensing With an Enzymatic Reaction Network.Angewandte Chemie (International ed. in English) · 2026Article
- Article
- Comprehensive Mapping of Compositional Dynamics in the Formose Reaction Network.Angewandte Chemie (International ed. in English) · 2026Article
- Making chemistry compute with non-steady-state chemical dynamics.Nature reviews. Chemistry · 2026Article
- A recursive enzymatic competition network capable of multitask molecular information processing.Nature chemistry · 2026Article
- Very-large-scale mimetic optogenetic synapses for physical reservoir computing.Nature communications · 2026Article
- Reservoir computing from collective dynamics of active colloidal oscillators.Communications AI & computing · 2026Article
- A Modular T7 RNA Polymerase Toolbox Linking Selective miRNA Detection to Signal Amplification and Protein Expression.Journal of the American Chemical Society · 2025Article
- Article
- Limits on the computational expressivity of non-equilibrium biophysical processes.Nature communications · 2025Article
- Thermodynamics Analysis of a Reaction-Diffusion Matrix Multiplication Computing Unit under the Linear Non-Equilibrium Regime.The journal of physical chemistry letters · 2025Article
- The second wave of formose research.BBA advances · 2025Article
- A synthetic protein-level neural network in mammalian cells.Science (New York, N.Y.) · 2024Article
- Exploring the programmability of autocatalytic chemical reaction networks.Nature communications · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Chemical reaction networks, such as those found in metabolism and signalling pathways, enable cells to process information from their environment
Indexed as
Identifiers
What OpenQuestion 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 OpenQuestion graph.