ReviewScience advances2022
Theory-guided experimental design in battery materials research.
Review in Science advances, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 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
14 citing papers in PubMed.
- Triple-Helix Biomolecules Construct Self-Adaptive Multi-Phase Interfaces for Dendrites Immunized Zinc Metal Anodes.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Boosting LiNano-micro letters · 2026Review
- Lithium-Sulfur Batteries: 3D Printed Tools and Assembly Techniques for Repeatable Lab-Scale Coin Cell Manufacturing.ACS omega · 2026Article
- Cryogenic nanoscale visualization of intrinsic magnesium deposition in magnesium metal batteries.Nature communications · 2025Article
- Uncovering battery electrochemical mechanisms by artificial intelligence.National science review · 2025Review
- Advancing Zinc-Manganese Oxide Batteries: Mechanistic Insights, Anode Engineering, and Cathode Regulation.Nanomaterials (Basel, Switzerland) · 2025Review
- Predicting lithium metal anode failure at an early stage.National science review · 2025Article
- Article
- Toward waterproof magnesium metal anodes by uncovering water-induced passivation and drawing water-tolerant interphases.Nature communications · 2024Article
- Insights into Nano- and Micro-Structured Scaffolds for Advanced Electrochemical Energy Storage.Nano-micro letters · 2024Review
- A Polytetrafluoroethylene-Based Solvent-Free Procedure for the Manufacturing of Lithium-Ion Batteries.Materials (Basel, Switzerland) · 2023Review
- TowardAnalytical chemistry · 2023Article
- Additive-Driven Interfacial Engineering of Aluminum Metal Anode for Ultralong Cycling Life.Nano-micro letters · 2022Article
- Machine Learning in the Development of Adsorbents for Clean Energy Application and Greenhouse Gas Capture.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2022Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
11 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
A reliable energy storage ecosystem is imperative for a renewable energy future, and continued research is needed to develop promising rechargeable battery chemistries. To this end, better theoretical and experimental understanding of electrochemical mechanisms and structure-property relationships will allow us to accelerate the development of safer batteries with higher energy densities and longer lifetimes. This Review discusses the interplay between theory and experiment in battery materials research, enabling us to not only uncover hitherto unknown mechanisms but also rationally design more promising electrode and electrolyte materials. We examine specific case studies of theory-guided experimental design in lithium-ion, lithium-metal, sodium-metal, and all-solid-state batteries. We also offer insights into how this framework can be extended to multivalent batteries. To close the loop, we outline recent efforts in coupling machine learning with high-throughput computations and experiments. Last, recommendations for effective collaboration between theorists and experimentalists are provided.
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.