Related Experiment Video
Updated: Jun 13, 2026

Façade-Level Monitoring of CO2 Variability under Urban Heat Island Conditions using Low-Cost Sensor Data Loggers
Published on: December 12, 2025
Assessing Intraurban Variation in Heat-Attributable Health Burden to Inform Local Interventions
K Burley Farr1,2, E M McInroe3, W L Tsai4
1Department of Public Policy University of North Carolina at Chapel Hill Chapel Hill NC USA.
None:
Extreme heat exposure leads to excess cardiovascular morbidity and mortality among older adults, but misalignment in the geographic scales of health data and intraurban heat exposure make it challenging to inform local interventions. We introduce an adaptable framework for developing health burden estimates at finer geographic scales by connecting small area analysis (SAA) techniques with an epidemiologic model of heat related health risks in three steps: (a) estimating an exposure response function using individual level cardiovascular disease (CVD) hospitalizations for adults aged 65 and over; (b) downscaling daily CVD hospitalization incidence rates at the ZCTA-level to census block groups (CBG) using SAA, adjusting for individual- and community-level demographic factors, and (c) linking exposure-response with daily incidence rates to estimate heat-attributable burden at the CBG scale. Using the data for a metropolitan area in the southeastern United States for the summer of 2018, we estimated 1.8 to 22.0 excess hospitalizations per 10,000 people across CBG. We demonstrate the utility of this 3-step approach to help inform localized intervention strategies by classifying neighborhoods as one of four risk groups: Low, Health-driven, Heat-driven, and Dual-channel (driven by both heat and health). In comparison, using coarse-resolution temperature resulted in a significantly smaller heat-attributable health burden with different geographic distribution across the CBGs, highlighting the importance of using appropriately scaled exposure data. The findings from this study can support more effective heat interventions to address heat-health related outcomes, rather than exposure alone.
Related Concept Videos
Quantifying Heat
Properties of Limits in Multivariable Calculus
Factors Affecting Body Temperature
Factors may include:
Assessing Body Temperature - Axilla
Step 1: Perform hand hygiene and put on clean gloves to maintain infection control and prevent cross-contamination.
Step 2: Prepare the patient by explaining the procedure to ensure understanding and cooperation. Ensure privacy, expose the axilla, and inform the patient that minimal movement is crucial for an accurate reading.
Step 3: Adjust the patient’s clothing to expose only the axilla. It minimizes...
Strategies for Assessing and Addressing Confounding
Confounding can be addressed at both the design phase of a study and through analytical methods after data...
Assessing Body Temperature - Temporal Artery
Step 1: Perform hand hygiene and don a fresh pair of gloves to prevent cross-infection and ensure patient safety.
Step 2: Explain the procedure to the patient to establish trust. Clear communication establishes trust with the patient, ensures they understand what to expect, promotes cooperation, and enhances comfort during the procedure.
Step 3: Assess the patient's forehead...
