Evidence map›Paper›PMID 40772110›Full record

ArticleNPJ sustainable agriculture2025

A framework for EO-based National Agricultural Monitoring (EO-NAM) for the African Context.

Catherine Nakalembe, Hannah R Kerner, Ivan Zvonkov, Michael Humber, Antonio S Galvez, Esther Makabe, Sara Venturini, Inbal Becker-Reshef

Abstract readLetter
PubMed Full text at PMC Publisher
In one paragraph

Article in NPJ sustainable agriculture, 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

8 authors.

Catherine NakalembeDepartment of Geographical Science, University of Maryland, College Park, College Park, MA USA.
Hannah R KernerSchool of Computing and Augmented Intelligence, Arizona State University, Tempe, AZ USA.
Ivan ZvonkovDepartment of Geographical Science, University of Maryland, College Park, College Park, MA USA.
Michael HumberDepartment of Geographical Science, University of Maryland, College Park, College Park, MA USA.
Antonio S GalvezDepartment of Geographical Science, University of Maryland, College Park, College Park, MA USA.
Esther MakabeGEO Secretariat, Geneva, Switzerland.
Sara VenturiniGEO Secretariat, Geneva, Switzerland.
Inbal Becker-ReshefDepartment of Geographical Science, University of Maryland, College Park, College Park, MA USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Effective agriculture monitoring is vital for food security and achieving UN Sustainable Development Goal 2: Zero Hunger. Earth-observations (EO) offer unparalleled potential for scalable data, yet many developing nations, particularly in Africa, face challenges due to limited investments in human capacity and technology. We present a phased framework for EO-based agriculture monitoring systems, emphasizing national commitment and leveraging existing structures for long-term sustainability and adopting and adapting future advancements.

Indexed as

Environmental sciencesSustainability

Identifiers

PMID40772110
PMCPMC12321565

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.