Opportunities · 01Expanding CGM for Diabetes Care
1,076 papers22.1% of this theme group
Extensive literature explores how continuous glucose monitoring can improve outcomes across diabetes types.
Continuous glucose monitoring (958) · Diabetes mellitus (835) · Type 2 diabetes (382) · Type 1 diabetes (395)
Clinical Use of Continuous Glucose Monitoring in Adults with Type 2 Diabetes
Continuous Glucose Monitoring with Multiple Daily Insulin Treatment: Outcome Studies
View research history
Opportunities · 02CGM Applications in Hospital Medicine
964 papers19.8% of this theme group
Papers identify promising roles for continuous glucose monitoring in internal and intensive care medicine.
Continuous glucose monitoring (853) · Intensive care medicine (135) · Glycemic (256) · Internal medicine (154)
Advances in Continuous Glucose Monitoring: Clinical Applications
[Continuous glucose monitoring. Utility and indications].
View research history
Opportunities · 03Predictive Tools for Hypoglycemia Risk
856 papers17.6% of this theme group
Research develops models to forecast low‑glucose events and personalize diabetes management.
Diabetes mellitus (518) · Glycemic (339) · Type 1 diabetes (204) · Hypoglycemia (195)
Computing the Risk of Postprandial Hypo- and Hyperglycemia in Type 1 Diabetes Mellitus considering Intrapatient Variability and other Source
Development and validation of a hypoglycemia risk prediction tool for hospitalized patients with type 2 diabetes mellitus treated with insul
View research history
Opportunities · 04Non‑Invasive Wearable Glucose Sensors
559 papers11.5% of this theme group
Studies showcase emerging biosensor technologies aiming to measure glucose without skin penetration.
Biosensor (135) · Wearable computer (124) · Biomedical engineering (110) · Nanotechnology (64)
Noninvasive Glucose Monitoring: Increasing Accuracy by Combination of Multi-Technology and Multi-Sensors
Non-invasive wearable electrochemical sensors for continuous glucose monitoring
View research history
Opportunities · 05Structured Self‑Monitoring Benefits
521 papers10.7% of this theme group
Evidence suggests systematic self‑monitoring can enhance glycemic control and quality of life.
Diabetes mellitus (415) · Blood Glucose Self-Monitoring (173) · Glycemic (187) · Continuous glucose monitoring (233)
Systematic Review of Self-Monitoring of Blood Glucose in Patients With Type 2 Diabetes
Contribution of Structured Self-Monitoring of Blood Glucose to the Glycemic Control and the Quality of Life in Both Insulin- and Noninsulin-
View research history
Opportunities · 06Advanced Insulin Delivery Systems
498 papers10.2% of this theme group
Research highlights next‑generation pump and closed‑loop solutions for tighter diabetes regulation.
Insulin pump (192) · Insulin (265) · Insulin delivery (126) · Type 1 diabetes (249)
Use of Continuous Glucose Monitoring in Pump Therapy Sensor Augmented Pump or Automated Insulin Delivery in Different Age Groups (0.5 to <
Safety and Efficacy of Sustained Automated Insulin Delivery Compared to Sensor and Pump Therapy in Adults with Type 1 Diabetes at High Risk
View research history
Opportunities · 07Machine‑Learning Enhancements for CGM
388 papers8.0% of this theme group
Works demonstrate how predictive algorithms can improve glucose forecasting and risk assessment.
Continuous glucose monitoring (239) · Mean squared error (29) · Predictive modelling (21) · Diabetes mellitus (153)
Improving blood glucose level predictability using machine learning
Development and Validation of a Machine Learning Model to Predict Weekly Risk of Hypoglycemia in Patients with Type 1 Diabetes Based on Cont
View research history