Evidence map›Paper›PMID 40044814›Full record

ArticleScientific reports2025

LCZ4r package R for local climate zones and urban heat islands.

Max Anjos, Dayvid Medeiros, Francisco Castelhano, Fred Meier, Tiago Silva, Ezequiel Correia, António Lopes

Abstract read
In one paragraph

Article in Scientific reports, 2025. 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

7 authors.

Max AnjosDepartment of Geography, Federal University of Rio Grande do Norte, Natal, Brazil. maxanjos@campus.ul.pt.
Dayvid MedeirosDepartment of Geography, Federal University of Rio Grande do Norte, Natal, Brazil.
Francisco CastelhanoDepartment of Geography, Federal University of Rio Grande do Norte, Natal, Brazil.
Fred MeierChair of Climatology, Institute of Ecology, Technische Universität Berlin, Rothenburgstraße 12, 12165, Berlin, Germany.
Tiago SilvaInstitute of Geography and Spatial Planning (IGOT), Centre of Geographical Studies (CEG), University of Lisbon, Lisbon, Portugal.
Ezequiel CorreiaInstitute of Geography and Spatial Planning (IGOT), Centre of Geographical Studies (CEG), University of Lisbon, Lisbon, Portugal.
António LopesInstitute of Geography and Spatial Planning (IGOT), Centre of Geographical Studies (CEG), University of Lisbon, Lisbon, Portugal.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The LCZ4r is a novel toolkit designed to streamline Local Climate Zones (LCZ) classification and Urban Heat Island (UHI) analysis. Built on the open-source R statistical programming platform, the LCZ4r package aims to improve the usability of the LCZ framework for climate and environment researchers. The suite of LCZ4r functions is categorized into general and local functions ( https://bymaxanjos.github.io/LCZ4r/index.html ). General functions enable users to quickly extract LCZ maps for any landmass of the world at different scales, without requiring extensive GIS expertise. They also generate a series of urban canopy parameter maps, such as impervious fractions, albedo, and sky view factor, and calculate LCZ-related area fractions. Local functions require measurement data to perform advanced geostatistical analysis, including time series, thermal anomalies, air temperature interpolation, and UHI intensity. By integrating LCZ data with interpolation techniques, LCZ4r enhances air temperature modeling, capturing well-defined thermal patterns, such as vegetation-dominated areas, that traditional methods often overlook. The openly available and reproducible R-based scripts ensure consistent results and broad applicability, making LCZ4r a valuable tool for researchers studying the relationship between land use-cover and urban climates.

Indexed as

Crowdsourcing air temperatureLCZ4rLocal climate zonesSoftwareUrban heat islands

Identifiers

PMID40044814
PMCPMC11882999

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.