Evidence map›Paper›PMID 42427848›Full record

ArticleResearch square2026

Assessing disparities in air conditioning operation across Southern California.

Diego Ramos Aguilera, Yishi Wang, Lu Zhang, Jiachen Zhang, Kelly T Sanders

Abstract readPreprint
In one paragraph

Article in Research square, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Diego Ramos AguileraDept. of Civil and Environmental Engineering, University of Southern California, Los Angeles, CA, USA.ORCID 0000-0003-2019-0027
Yishi WangDept. of Civil and Environmental Engineering, University of Southern California, Los Angeles, CA, USA.ORCID 0009-0007-4403-9942
Lu ZhangDept. of Population and Public Health Sciences, University of Southern California, Los Angeles, CA, USA.ORCID 0000-0001-6829-703X
Jiachen ZhangDept. of Civil and Environmental Engineering, University of Southern California, Los Angeles, CA, USA.ORCID 0000-0003-4981-2328
Kelly T SandersDept. of Civil and Environmental Engineering, University of Southern California, Los Angeles, CA, USA.ORCID 0000-0003-4466-0054

Funding

The role of vulnerability and adaptation on the effects of co-occurring heat, air pollution, and wildfire on heart failure hospitalizationsP20HL176204 · NHLBI · UNIVERSITY OF SOUTHERN CALIFORNIA · PI HABRE, RIMA · 2024 to 2024
$4.1M
NHLBI NIH HHS P20 HL176204
6 · The paper itself

Abstract

We employed smart-meter data from 140,000 households to examine how residential AC operation in Southern California was associated with meteorological conditions, socioeconomic characteristics, and housing-related factors across different climate zones. We characterized AC operation patterns through two metrics that quantify the daily duration and intensity of cooling, enabling an assessment of adaptive capacity to heat beyond what traditional measures of AC ownership capture. Our results quantify how socioeconomic status and dwelling characteristics shape cooling behavior, including the likelihood, duration, and electricity consumption of AC operation, both during daytime and nighttime. After normalizing cooling metrics to account for heat exposure and dwelling size, we examined potential cooling gaps across our study region, relating these to income disparities and to the presence of vulnerable populations. Our work highlights the need for equity-oriented adaptation strategies that reduce the cost burden of cooling in order to mitigate heat-related risks.

Indexed as

adaptive capacityair conditioning useenvironmental justiceinequityurban heat

Identifiers

PMID42427848
PMCPMC13345518

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.