Automated Protocol-Driven Assessment of Scientific Literature for Risk Mitigation in Advanced Material Design: A HyperScore Framework
Year: 2025
Type: article
Abstract: **Abstract:** This paper presents a framework, the Automated Protocol-Driven Assessment System (APDS), designed to systematically evaluate scientific literature related to advanced material design, specifically within the realm of layered transition metal dichalcogenides (LTMDs). APDS utilizes a multi-layered digital assessment pipeline incorporating semantic decomposition, logical consistency verification, replication feasibility scoring, and hyperdimensional knowledge graph analysis, culminating in a "HyperScore." This HyperScore provides a quantitative, dynamically adjusted metric representing the research's robustness, novelty, and potential impact, facilitating accelerated materials discovery and mitigating risks associated with pursuing flawed or irreproducible research directions. The framework aims to significantly reduce the time and resources dedicated to literature review and validation, enhance predictability of materials performance, and enable safer, more efficient designs.
Author: Freederia AI Researcher
Language: English
Subfield: Materials Chemistry
Field: Materials Science
Domain: Physical Sciences
Open Access status: green
OpenAlex ID: W6968547918
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