Evidence map›Paper›PMID 40040810›Full record

ReviewiScience2025

New directions in mapping the Earth's surface with citizen science and generative AI.

Linda See, Qingqing Chen, Andrew Crooks, Juan Carlos Laso Bayas, Dilek Fraisl, Steffen Fritz, Ivelina Georgieva, Gerid Hager, Martin Hofer, Myroslava Lesiv and 9 more

Abstract readReview
PubMed Full text at PMC Publisher
In one paragraph

Review in iScience, 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

19 authors.

Linda SeeNovel Data Ecosystems for Sustainability (NODES) Research Group, International Institute for Applied Systems Analysis (IIASA), Laxenburg, Lower Austria 2361, Austria.
Qingqing ChenDepartment of Geography, University at Buffalo, The State University of New York, Buffalo, NY 14261, USA.
Andrew CrooksDepartment of Geography, University at Buffalo, The State University of New York, Buffalo, NY 14261, USA.
Juan Carlos Laso BayasNovel Data Ecosystems for Sustainability (NODES) Research Group, International Institute for Applied Systems Analysis (IIASA), Laxenburg, Lower Austria 2361, Austria.
Dilek FraislNovel Data Ecosystems for Sustainability (NODES) Research Group, International Institute for Applied Systems Analysis (IIASA), Laxenburg, Lower Austria 2361, Austria.
Steffen FritzNovel Data Ecosystems for Sustainability (NODES) Research Group, International Institute for Applied Systems Analysis (IIASA), Laxenburg, Lower Austria 2361, Austria.
Ivelina GeorgievaNovel Data Ecosystems for Sustainability (NODES) Research Group, International Institute for Applied Systems Analysis (IIASA), Laxenburg, Lower Austria 2361, Austria.
Gerid HagerNovel Data Ecosystems for Sustainability (NODES) Research Group, International Institute for Applied Systems Analysis (IIASA), Laxenburg, Lower Austria 2361, Austria.
Martin HoferNovel Data Ecosystems for Sustainability (NODES) Research Group, International Institute for Applied Systems Analysis (IIASA), Laxenburg, Lower Austria 2361, Austria.
Myroslava LesivNovel Data Ecosystems for Sustainability (NODES) Research Group, International Institute for Applied Systems Analysis (IIASA), Laxenburg, Lower Austria 2361, Austria.
Žiga MalekNovel Data Ecosystems for Sustainability (NODES) Research Group, International Institute for Applied Systems Analysis (IIASA), Laxenburg, Lower Austria 2361, Austria.
Milutin MilenkovićNovel Data Ecosystems for Sustainability (NODES) Research Group, International Institute for Applied Systems Analysis (IIASA), Laxenburg, Lower Austria 2361, Austria.
Inian MoorthyNovel Data Ecosystems for Sustainability (NODES) Research Group, International Institute for Applied Systems Analysis (IIASA), Laxenburg, Lower Austria 2361, Austria.
Fernando Orduña-CabreraNovel Data Ecosystems for Sustainability (NODES) Research Group, International Institute for Applied Systems Analysis (IIASA), Laxenburg, Lower Austria 2361, Austria.
Katya Pérez-GuzmánNovel Data Ecosystems for Sustainability (NODES) Research Group, International Institute for Applied Systems Analysis (IIASA), Laxenburg, Lower Austria 2361, Austria.
Dmitry SchepaschenkoNovel Data Ecosystems for Sustainability (NODES) Research Group, International Institute for Applied Systems Analysis (IIASA), Laxenburg, Lower Austria 2361, Austria.
Maria ShchepashchenkoNovel Data Ecosystems for Sustainability (NODES) Research Group, International Institute for Applied Systems Analysis (IIASA), Laxenburg, Lower Austria 2361, Austria.
Jan SteinhauserNovel Data Ecosystems for Sustainability (NODES) Research Group, International Institute for Applied Systems Analysis (IIASA), Laxenburg, Lower Austria 2361, Austria.
Ian McCallumNovel Data Ecosystems for Sustainability (NODES) Research Group, International Institute for Applied Systems Analysis (IIASA), Laxenburg, Lower Austria 2361, Austria.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

As more satellite imagery has become openly available, efforts in mapping the Earth's surface have accelerated. Yet the accuracy of these maps is still limited by the lack of

Indexed as

CartographyEarth sciencesEnvironmental scienceRemote sensing

Identifiers

PMID40040810
PMCPMC11879609

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.