Back to search

Article

A Combined Predictive and Causal Approach for Neighborhood-Level Diabetes Detection

2025-03-05

Abstract excerpt

<h4>Objective: </h4> Develop a neighborhood-level framework using machine learning and causal inference to identify socioeconomic and behavioral drivers of Type 2 diabetes for targeted public health interventions. <h4>Materials and Methods:</h4> Data from 1,149 Census Tracts in Toronto were integrated, linking demographic, health, and marginalization indices. Seven machine learning models classified neighborhoods...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work
9b361fd3-deed-5bf4-9e6c-be63d2f706f1
DOI
10.1101/2025.02.28.25323125
Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest
Interactive article relationship graphSelect a related publication card to move it into the centre and load its closest explainable connections. Solid lines are source-backed structured connections. Dashed lines are semantic discovery signals and are not scientific evidence.
A Combined Predictive and Causal Approach for Neighborhood-Level Diabetes DetectionDOI 10.1101/2025.02.28.25323125
Select a neighboring publication to make it the new centre.