VALIDATION

ID GPT's Summary Sample's type Experimental grouping Experiemental methods Gestational weeks Machine learning algorithms Article's title Year Journal PMID Evidence type
Hb This study found that higher first-trimester maternal hemoglobin (Hb) levels are… Whole Blood GDM(n=958),Normal Glucose Tolerance(n=870)
A Point-of-Care-Test before 13th gestational weeks Higher hemoglobin levels are an independent risk factor for gestational diabetes 2022 Scientific Reports 35102239 Risk factor
SF This retrospective cohort study examined the relationship between maternal serum… Serum GDM(n=2160),Normal Glucose Tolerance(n=15400)
Commercialized Maglumi Ferritin Immunoluminometric Assay 8th to 13.6th gestational weeks&29th to 31.6th gestational weeks Associations of maternal serum ferritin levels across gestation with gestational diabetes mellitus: A longitudinal cohort study 2024 journal of diabetes 39523925 Risk factor
SF This prospective study investigated the relationship between serum ferritin leve… Serum GDM(n=300),Normal Glucose Tolerance(n=1058)
ELISA 12th to 16th gestational weeks Serum ferritin concentration in early pregnancy and risk of subsequent development of gestational diabetes: A prospective study 2017 International Journal of Reproductive Biomedicine 28580448 Risk factor
SF This prospective study investigated the association between elevated serum ferri… Serum GDM(n=45),Normal Glucose Tolerance(n=1411)
Two-Site Immunoradiometric Assay 15th to 16th gestational weeks Association of elevated serum ferritin levels and the risk of gestational diabetes mellitus in pregnant women: The Camden study 2006 Diabetes Care 16644640 Risk factor
SF This study investigated the relationship between serum ferritin levels and the r… Serum Divided into four groups by quartiles of serum ferritin levels (Q1–4)
ELISA 10th to 14th gestational weeks Association of gestational hypertriglyceridemia, diabetes with serum ferritin levels in early pregnancy: a retrospective cohort study 2023 Frontiers in Endocrinology 37547304 Risk factor
SHBG Gestational diabetes mellitus (GDM) is characterized by glucose intolerance aris… Endogenous SHBG levels correlate with that of glucose transporters in insulin resistance model cells 2019 Mol Biol Rep 31270755 Mechanism
SHBG This nationwide case-control study investigated the associations of androgen exc… Serum GDM(n=1045),Normal Glucose Tolerance(n=963)
Chemiluminescence Microparticle Immunoassay 10th to 12th gestational weeks Logistic Regression Associations of low sex hormone-binding globulin and androgen excess in early pregnancy with fasting and post-prandial hyperglycaemia, gestational diabetes, and its severity 2023 Diabetes-metabolism Research And Reviews 36484476 Risk factor
SHBG This study explored the association between prepregnancy sex hormone-binding glo… Serum GDM(n=256),Normal Glucose Tolerance(n=497)
ELISA prepregnancy Prepregnancy SHBG concentrations and risk for subsequently developing gestational diabetes mellitus 2014 Diabetes Care 24561392 Risk factor
UA This study explored the relationship between first-trimester serum uric acid (UA… Serum GDM(n=1744),Normal Glucose Tolerance(n=4256);UA:Q1(153.81±18.22)Q2(191.60±8.62)Q3(222.44±10.03)Q4(285.41±43.72μmol/L)
Enzymatic methods 8th to 12th gestational weeks New perspective on first-trimester serum uric acid level in predicting the risk of gestational diabetes mellitus 2024 Scientific Reports 38191612 Risk factor
UA This study investigated the relationship between serum uric acid (UA) levels in… Serum GDM(n=311),Normal Glucose Tolerance(n=311)
Enzymatic methods before 24th gestational weeks Logistic Regression Uric acid and risk of gestational diabetes mellitus: an observational study and mendelian randomization analysis 2024 Reproductive Biology And Endocrinology 39192295 Risk factor