AI-Driven Personalized Management for Type 2 Diabetes: A 12-Month Quasi-Experimental Study

A dataset from a 12-month, multicenter, prospective cohort study evaluating an AI-driven personalized management platform for type 2 diabetes. The study enrolled 1,452 patients between April 2022 and April 2023, with 1,343 completing the trial. The research, authored by Reziwanguli Amuti and published under a CC-BY-4.0 license, compares intervention and control groups on metrics like HbA1c, fasting plasma glucose, BMI, and lipid profiles.

Use Cases

• Compare the effectiveness of AI-driven dynamic self-management plans versus routine care based on glycemic control outcomes.
• Analyze the relationship between intervention type and diabetes remission rates based on the reported co-primary outcome.
• Investigate correlations between Self-Monitoring of Blood Glucose frequency and improvements in clinical metrics like HbA1c and BMI.
• Evaluate the impact of a personalized management platform on secondary health indicators such as Urine Albumin-to-Creatinine Ratio and blood lipids.

Strengths

• Study includes a substantial cohort of 1,452 enrolled patients with type 2 diabetes.
• Provides specific, quantified results for key metrics like HbA1c reduction (1.92% vs. 1.31%) and fasting plasma glucose.
• Describes a clear, 12-month prospective study design with intervention and control groups of equal size (n=726 each).

Limitations

• The dataset's internal structure (columns, rows) is unknown, requiring manual inspection after download.
• Column-level documentation is absent; field semantics must be inferred from the study description.
• The data file is a 198.1 KB PDF, suggesting the dataset's scope is limited and may not be in a readily analyzable tabular format.

Provenance

Source

Reziwanguli Amuti via figshare.

Collection Method

Data was collected as part of a 12-month, multicenter, prospective, open-label, quasi-experimental cohort study.

Time Range

Patients were enrolled between April 2022 and April 2023, with the study lasting 12 months.

Freshness

Last updated 2026-05-07 05:44:50; freshness should be verified.