Evidence map›Paper›PMID 39263063›Full record

ArticleHeliyon2024

Effect of using a mobile phone on technical efficiency and productivity of climate-smart horticulture farmers in Taita-Taveta county, Kenya.

Jimson Nyambu Mwikamba, David Jakinda Otieno, Willis Oluoch-Kosura

Abstract read
In one paragraph

Article in Heliyon, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Article
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

3 authors.

Jimson Nyambu MwikambaDepartment of Agricultural Economics, University of Nairobi, Kenya.
David Jakinda OtienoDepartment of Agricultural Economics, University of Nairobi, Kenya.
Willis Oluoch-KosuraDepartment of Agricultural Economics, University of Nairobi, Kenya.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Horticulture is highly affected by climate variability. Various measures including climate-smart horticulture (CSH) practices are applied by farmers to curb the severity of climate change. Some farmers use mobile phones to access information and enhance their knowledge and skills related to CSH. However, the empirical effect of mobile phone usage on productivity of CSH farmers remains unclear. To address this, the study analyzed primary data from 403 farmers in Taita-Taveta County. Data envelopment analysis (DEA) technique was used to assess technical efficiency (TE), while a two-stage model incorporating partial factor productivity and a Tobit model was employed to examine the effect of mobile phone use on CSH productivity. Results showed that farmers' TE scores were 24.9 %, 34.3 % and 54.3 % for green grams, tomatoes and both crops, respectively. Productivity levels obtained for green grams, tomatoes and both crops were 143.3 kg/acre, 4817.1 kg/acre and 2716 kg/acre, respectively. Mobile phone usage in CSH has the potential to enhance both TE and productivity. These findings demonstrate the need for horticulture stakeholders to develop an effective information management policy to enable delivery of credible, timely and simple CSH information to farmers.

Indexed as

Climate-smart horticultureMobile phoneProductivityTechnical efficiency

Identifiers

PMID39263063
PMCPMC11388745

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
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.