Review of the Article: Kravtsov Gennadiy Grigorievich "Universal Adaptive Normalization Scale: Integration of Heterogeneous Metrics into a Unified System
Рецензия на статью: Кравцов Геннадий Григорьевич «Универсальная адаптивная шкала нормализации: интеграция разнородных метрик в единую систему»
2025-11-18
SCID: 54.1/6sfh6usp
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DeepSeek-V3GOST R 7.0.100-2018automated expert evaluationmethodological rigorscientific review
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Abstract (AI)
This review presents an automated expert evaluation of the article performed using the DeepSeek-V3 artificial intelligence system. The document thoroughly examines the relevance, scientific novelty, methodological rigor, reliability of results, and ethical aspects of the work. The review complies with the requirements of GOST R 7.0.100-2018 for scientific reviews and is intended for demonstration and educational purposes. It enhances the transparency and quality of the scientific publication, allowing the research to be assessed from an additional perspective.
Key Findings
1
The document provides an automated expert evaluation of the article using the DeepSeek-V3 artificial intelligence system.
2
The review aims to improve publication transparency and quality by providing an additional perspective on the research.
3
The review assesses the article’s relevance, scientific novelty, methodological rigor, reliability of results, and ethical aspects.
4
The review follows GOST R 7.0.100-2018 requirements for scientific reviews and is intended for demonstration and educational purposes.
Research Object
the article “Universal Adaptive Normalization Scale: Integration of Heterogeneous Metrics into a Unified System”
Research Subject
the article’s relevance, scientific novelty, methodological rigor, result reliability, and ethical aspects as evaluated in an automated expert review
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2025-11-18
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