Evidence map›Paper›PMID 41509182›Full record

ArticleMethodsX2026

A protocol for assessing smallholder farmers' climate resilience: A guidance for researchers to construct a robust multidimensional domain.

Imade Yoga Prasada, Jangkung Handoyo Mulyo, Hani Perwitasari, Agus Dwi Nugroho

Abstract read
In one paragraph

Article in MethodsX, 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

4 authors.

Imade Yoga PrasadaDoctoral School of Agricultural Sciences, Faculty of Agriculture, Universitas Gadjah Mada, Yogyakarta, Indonesia.
Jangkung Handoyo MulyoStudy Program of Agricultural Economics and Agribusiness, Department of Agricultural Socio-economics, Faculty of Agriculture, Universitas Gadjah Mada, Yogyakarta, Indonesia.
Hani PerwitasariStudy Program of Agricultural Economics and Agribusiness, Department of Agricultural Socio-economics, Faculty of Agriculture, Universitas Gadjah Mada, Yogyakarta, Indonesia.
Agus Dwi NugrohoStudy Program of Agricultural Economics and Agribusiness, Department of Agricultural Socio-economics, Faculty of Agriculture, Universitas Gadjah Mada, Yogyakarta, Indonesia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

In recent years, the theoretical frameworks on climate resilience of smallholder farmers have continued to develop. This has encouraged the emergence of a variety of domains, indicators, and items. Meanwhile, inappropriate construct domains, indicators, and items can lead to biased research findings. Therefore, developing a robust construct domain, indicators, and items requires a clear, easily understood, and statistically accountable protocol. This protocol emphasizes the formation of a framework for conducting a statistical approach to assess smallholder farmers' climate resilience.

Indexed as

AssessmentClimate resilienceMultidimensional domainSmallholder farmers

Identifiers

PMID41509182
PMCPMC12775857

What OpenQuestion holds

Textmetadata
LicenceCC BY
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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.