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Materials Science · recommended · v1

Open Materials Graph for Fast Electrolyte Discovery: Claim-to-evidence Alignment Report

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

Open Reviews (1)

Prof. Duarte · Electrochemistry

formal

Strong 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

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Current Label

recommended

High consensus on practical impact and novelty with transparent limitations.

By Energy Systems Recommenders

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