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From "Analogue" Science to AI-powered Digital Science

2021/08/04 by Angelina Lesnikova, Lesnikova, Angelina
Computer Science · Decision Sciences · #Digital Libraries (cs.DL) #FOS: Computer and information sciences #Research Data Management Practices #Scientific Computing and Data Management

paper · pdf · doi:10.48550/arxiv.2108.02265

openalex publication_date 2021/08/04 · openalex created_date 2025/10/10 · openalex updated_date 2026/07/28

Abstract

Phase transition from the human-limited, "analogue" way of research enquiry to the silicon-based, artificial intelligence (AI)-powered digital science is forthcoming. To facilitate this transition, I propose three project ideas: 1) CryptoScience platform, aimed to provide tools for endemic digitalization & open access of the research data, with attribution of the work credit of all involved individuals and parties using blockchain technology; 2) Computational Publication Standard, designed for publishing research findings in an AI-friendly format of knowledge graphs; 3) data modelling from publications, meant to extract key pieces of knowledge (entities and their relationships) contained in manuscript publications using natural language processing and image recognition, to enable their incorporation into the digital knowledge databases. These three ideas could be implemented separately by different research groups and institutions, however, they will strongly benefit from each other's synergistic effect.

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