Evidence map›Paper›PMID 37449119›Full record

ArticleHeliyon2023

Data driven analysis of social capital in Farmer Producer Companies.

Aishwarya Jayaraman, Palaniappan Ramu, Sudhir Chella Rajan, Sidhant PravinKumar Thole

Open access · goldAbstract read
In one paragraph

Article in Heliyon, 2023. 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
4.1field-weighted citation impact, top 6% of its field
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, 6 citations in OpenAlex.

  1. Individual Work Attitudes and Work Ability.European journal of investigation in health, psychology and education · 2025
    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

4 authors at 1 institution in 1 country.

Aishwarya JayaramanAdvanced Design, Optimization, and Probabilistic Techniques laboratory, Department of Engineering Design, Indian Institute of Technology Madras, Tamil Nadu, India.
Palaniappan RamuAdvanced Design, Optimization, and Probabilistic Techniques laboratory, Department of Engineering Design, Indian Institute of Technology Madras, Tamil Nadu, India.
Sudhir Chella RajanDepartment of Humanities and Social Sciences, Indian Institute of Technology Madras, Tamil Nadu, India.
Sidhant PravinKumar TholeAdvanced Design, Optimization, and Probabilistic Techniques laboratory, Department of Engineering Design, Indian Institute of Technology Madras, Tamil Nadu, India.
Indian Institute of Technology Madras · IN

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The Farmer Producer Company (FPC), a subset of the Farmer Producer Organization (FPO), is an important institutional form designed to organize farmer groups towards better coordinated farming and marketing. In the Indian context, as FPCs have emerged as new forms of members-led agribusiness, their ability to identify prevailing social ties and tap them effectively towards business growth needs to be better understood. Although social capital is studied broadly for its potential to drive organizational performance, it has been poorly researched in farmer collectives such as FPCs. The current work examines the effect of social capital on benefits and business performance at the level of member groups in FPCs. An empirical analysis was conducted in which two FPCs, which differed significantly in their mobilization strategies, farming methods, and supply chain linkages, were surveyed. Data collected from the surveys were visualized and clustering analysis was carried out using Self Organizing Maps (SOM), an unsupervised Artificial Neural Network (ANN) tool. Insights from clustering reveal the importance of pre-existing social ties, leadership, participation in group activities and the geographical affinity of groups in benefits realization and business performance of FPCs. The importance of bottom-up approaches in establishing robust supply chain linkages in emerging FPCs was keyed out through this work. The inferences through SOM, distilled strategies for FPCs' stakeholders in prioritizing interventions for member groups and in generating broader implications for policy makers accounting social capital in new institutional models.

Identifiers

PMID37449119
PMCPMC10336443
OpenAlexW4381847947

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.