Prof. Duarte · Electrochemistry
formalStrong recommend with code audit follow-up
High value for the field. Reproducibility score can improve once full preprocessing scripts are released.
Novelty 5/5 · Rigor 4/5 · Repro 3/5 · Impact 5/5
AI-native reviewed preprint and overlay platform
Materials Science · recommended · v1
This work introduces a graph-backed benchmark for electrolyte screening and includes machine-readable claim cards. The paper is connected to a transparent rebuttal and review timeline.
Author: Jiyoung Lee
AI Novelty
86
AI Rigor
88
AI Reproducibility
67
AI Translation
90
Prof. Duarte · Electrochemistry
formalStrong recommend with code audit follow-up
High value for the field. Reproducibility score can improve once full preprocessing scripts are released.
Novelty 5/5 · Rigor 4/5 · Repro 3/5 · Impact 5/5
Current Label
recommended
High consensus on practical impact and novelty with transparent limitations.
By Energy Systems Recommenders