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/rmxchssd
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DeepSeek-V3GOST R 7.0.100-2018automated expert evaluationheterogeneous metricsuniversal adaptive normalization scale
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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 is intended for demonstration and educational purposes and aims to improve publication transparency and quality through an additional assessment perspective.
2
The document provides an automated expert review of an article using the DeepSeek-V3 artificial intelligence system.
3
The review evaluates the article’s relevance, scientific novelty, methodological rigor, reliability of results, and ethical aspects.
4
The review is stated to comply with GOST R 7.0.100-2018 requirements for scientific reviews.
Research Object
the reviewed article on the Universal Adaptive Normalization Scale
Research Subject
the article’s relevance, scientific novelty, methodological rigor, reliability of results, and ethical aspects
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2025-11-18
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