Exploring the risk factors of impaired fasting glucose in middle-aged population living in South Korean communities by using categorical boosting machine

• Published in: Frontiers in Endocrinology Vol. 13; p. 1013162
• Main Author: Byeon, Haewon
• Format: Journal Article
• Language: English
• Published: Frontiers Media SA 29.09.2022; Frontiers Media S.A
• Subjects: Adult; Aged; Blood Glucose; CatBoost; Cholesterol; Diseases of the endocrine glands. Clinical endocrinology; Endocrinology; Fasting; Glycated Hemoglobin; Humans; impaired fasting glucose; machine learning; Middle Aged; middle-aged population; Prediabetic State; RC648-665; Republic of Korea; risk factor; Risk Factors

This epidemiological study (1) identified factors associated with impaired fasting glucose using 3,019 subjects (≥30 years old and <60 years old) without diabetes mellitus from national survey data and (2) developed a nomogram that could predict groups vulnerable to impaired fasting glucose by us...