Evidence map›Paper›PMID 42203783›Full record

ArticleNature communications2026

Transfer learning reveals large discrepancies between air and land surface temperatures in cities.

Yiwen Zhang, Lei Zhao, T C Chakraborty, Priyam Mazumdar, Keer Zhang, Pierre Gentine

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Nature communications, 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

6 authors.

Yiwen ZhangDepartment of Civil and Environmental Engineering, University of Illinois Urbana-Champaign, Urbana, IL, USA.ORCID http://orcid.org/0009-0006-9718-9752
Lei ZhaoDepartment of Civil and Environmental Engineering, University of Illinois Urbana-Champaign, Urbana, IL, USA. leizhao@illinois.edu.ORCID http://orcid.org/0000-0002-6481-3786
T C ChakrabortyPacific Northwest National Laboratory, Richland, WA, USA.ORCID http://orcid.org/0000-0003-1338-3525
Priyam MazumdarDepartment of Electrical and Computer Engineering, University of Illinois Urbana-Champaign, Urbana, IL, USA.
Keer ZhangHigh Meadows Environmental Institute, Princeton University, Princeton, NJ, USA.
Pierre GentineDepartment of Earth and Environmental Engineering, Columbia University, New York, NY, USA. pg2328@columbia.edu.ORCID http://orcid.org/0000-0002-0845-8345

Funding

National Aeronautics and Space Administration (NASA) 80NSSC24K0505National Aeronautics and Space Administration (NASA) 80NSSC25K7322National Science Foundation (NSF) 2145362
6 · The paper itself

Abstract

Understanding of urban weather and extreme events remains severely limited by data poverty resulting from a dearth of true urban weather stations. As a result, land surface temperature (T

Identifiers

PMID42203783
PMCPMC13389406

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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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.