Comparative assessment of predicting the risk of cardiovascular diseases in people with type 2 diabetes mellitus: indicators, geography, artificial intelligence models

Адылова Фатима Туйчиевна, Тригулова Раиса Хусаиновна, Давронов Рифкат Рахимович

Journal of cardiorespiratory research/Kardiorespirator tadqiqotlar jurnali · 2024-yil

Annotatsiya

Type 2 diabetes mellitus (DM 2) is a common chronic disease caused by impaired insulin secretion. Due to complications of DM 2, the outcomes of this disease lead to severe cardiovascular diseases (CVD). Today, considering the constant increase in the number of patients with diabetes mellitus, it is necessary to find new tools to identify patients at high risk of cardiovascular complications. There are two key points in this process: a set of features and mathematical forecasting models. Therefore, the article provides answers to three questions:1. Is there a significant difference in the sets of features from different studies (purpose, geography, ethnicity)? 2. Is there a need to create your own feature sets rather than using well-known predictive indicators? 3. Is there an effect of using deep learning methods in comparison with traditional methods (statistics and machine learning)? The answers to these questions are based on the analysis of extensive recent publications on the problem under study.

Maqola ma’lumotlari
MualliflarАдылова Фатима Туйчиевна, Тригулова Раиса Хусаиновна, Давронов Рифкат Рахимович
JurnalJournal of cardiorespiratory research/Kardiorespirator tadqiqotlar jurnali
NashriyotСамарқанд давлат тиббиёт университети
Nashr sanasi2024-11-25
Jild5
Son3
TilIngliz
Ilmiy sohaTibbiyot
Indeksga qo‘shilgan2026-08-26

Kalit so‘zlar

сердечно-сосудистые заболевания, сахарный диабет, прогноз, машинное обучение, искусственный интеллект, Cardiovascular diseases, diabetes mellitus, prediction, machine learning, artificial intelligence, Yurak-qon tomir kasalliklari, qandli diabet, asoratlari rivojlanishini, mashinali o'qitish, sun'iy intellekt

Ilmiy soha

Iqtibos keltirish

APAАдылова Фатима Туйчиевна, Тригулова Раиса Хусаиновна, & Давронов Рифкат Рахимович (2024). COMPARATIVE ASSESSMENT OF PREDICTING THE RISK OF CARDIOVASCULAR DISEASES IN PEOPLE WITH TYPE 2 DIABETES MELLITUS: INDICATORS, GEOGRAPHY, ARTIFICIAL INTELLIGENCE MODELS. Journal of cardiorespiratory research/Kardiorespirator tadqiqotlar jurnali, 5(3). https://www.tadqiqot.uz/index.php/cardio/article/view/10485
GOST (OAK)Адылова Фатима Туйчиевна, Тригулова Раиса Хусаиновна, Давронов Рифкат Рахимович COMPARATIVE ASSESSMENT OF PREDICTING THE RISK OF CARDIOVASCULAR DISEASES IN PEOPLE WITH TYPE 2 DIABETES MELLITUS: INDICATORS, GEOGRAPHY, ARTIFICIAL INTELLIGENCE MODELS // Journal of cardiorespiratory research/Kardiorespirator tadqiqotlar jurnali. – 2024. – T. 5, № 3.
MLAАдылова Фатима Туйчиевна, Тригулова Раиса Хусаиновна, and Давронов Рифкат Рахимович. “COMPARATIVE ASSESSMENT OF PREDICTING THE RISK OF CARDIOVASCULAR DISEASES IN PEOPLE WITH TYPE 2 DIABETES MELLITUS: INDICATORS, GEOGRAPHY, ARTIFICIAL INTELLIGENCE MODELS.” Journal of cardiorespiratory research/Kardiorespirator tadqiqotlar jurnali, 5(3), 2024. https://www.tadqiqot.uz/index.php/cardio/article/view/10485
ChicagoАдылова Фатима Туйчиевна, Тригулова Раиса Хусаиновна, and Давронов Рифкат Рахимович. “COMPARATIVE ASSESSMENT OF PREDICTING THE RISK OF CARDIOVASCULAR DISEASES IN PEOPLE WITH TYPE 2 DIABETES MELLITUS: INDICATORS, GEOGRAPHY, ARTIFICIAL INTELLIGENCE MODELS.” Journal of cardiorespiratory research/Kardiorespirator tadqiqotlar jurnali, 5(3) (2024). https://www.tadqiqot.uz/index.php/cardio/article/view/10485
HarvardАдылова Фатима Туйчиевна, Тригулова Раиса Хусаиновна, and Давронов Рифкат Рахимович (2024) ‘COMPARATIVE ASSESSMENT OF PREDICTING THE RISK OF CARDIOVASCULAR DISEASES IN PEOPLE WITH TYPE 2 DIABETES MELLITUS: INDICATORS, GEOGRAPHY, ARTIFICIAL INTELLIGENCE MODELS’, Journal of cardiorespiratory research/Kardiorespirator tadqiqotlar jurnali, 5(3). https://www.tadqiqot.uz/index.php/cardio/article/view/10485
BibTeX
@article{article2024,
  title = {COMPARATIVE ASSESSMENT OF PREDICTING THE RISK OF CARDIOVASCULAR DISEASES IN PEOPLE WITH TYPE 2 DIABETES MELLITUS: INDICATORS, GEOGRAPHY, ARTIFICIAL INTELLIGENCE MODELS},
  author = {Адылова Фатима Туйчиевна and Тригулова Раиса Хусаиновна and Давронов Рифкат Рахимович},
  journal = {Journal of cardiorespiratory research/Kardiorespirator tadqiqotlar jurnali},
  year = {2024},
  volume = {5},
  number = {3},
  url = {https://www.tadqiqot.uz/index.php/cardio/article/view/10485}
}

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