Analytical science as a framework for reliable artificial intelligence

Artificial intelligence (AI) has become a valuable instrument of scientific discovery, capable of identifying correlations, optimizing processes, and accelerating hypothesis generation. Yet despite its computational power, AI still struggles with a fundamental problem: it often lacks grounding in how knowledge is generated. It can predict outcomes without understanding causes. The next generation of AI will require not just improved algorithms, but a theory of measurement: a structured way to connect data, meaning, and physical reality. Analytical science offers precisely such a framework.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-10-25
DOI
https://doi.org/10.5281/zenodo.17442521
Primary Topic
Science, Technology, and Education in Latin America
Type
article
Field-Weighted Citation Impact
0.00
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article

Analytical science as a framework for reliable artificial intelligence

Zenodo (CERN European Organization for Nuclear Research)
Science, Technology, and Education in Latin America
article

Analytical science as a framework for reliable artificial intelligence

article en

Abstract

Artificial intelligence (AI) has become a valuable instrument of scientific discovery, capable of identifying correlations, optimizing processes, and accelerating hypothesis generation. Yet despite its computational power, AI still struggles with a fundamental problem: it often lacks grounding in how knowledge is generated. It can predict outcomes without understanding causes. The next generation of AI will require not just improved algorithms, but a theory of measurement: a structured way to connect data, meaning, and physical reality. Analytical science offers precisely such a framework.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 27%
Science, Technology, and Education in Latin America
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Analytical science as a framework for reliable artificial intelligence · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS