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Record W4412671499 · doi:10.5539/jsd.v18n4p199

Analysis of Social Enterprises in the Republic of Korea - Proposal for a Viable Model: The ReBag Project

2025· article· en· W4412671499 on OpenAlexvenueno aff
Maristella De Carolis, Chiara Di Gerio, Gloria Fiorani

Bibliographic record

VenueJournal of Sustainable Development · 2025
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicEntrepreneurship Studies and Influences
Canadian institutionsnot available
FundersEuropean Commission
KeywordsSocial enterpriseBusinessRegional sciencePolitical scienceGeographyPublic relations

Abstract

fetched live from OpenAlex

Social entrepreneurship plays a crucial role in addressing economic and social challenges, particularly in rapidly developing nations like South Korea. This study examines the potential of social enterprises to foster sustainability and innovation, with a focus on the ReBag project. ReBag integrates sustainable practices, shared value creation, and innovation to tackle issues in the textile sector, reducing waste while promoting fair employment practices. Using a multidimensional integrated approach, the research employs the System Thinking Map, the Social Business Model Canvas, and impact assessments aligned with the Sustainable Development Goals of the 2030 Agenda. This methodology allows for an in-depth evaluation of stakeholder interactions and the economic, social, and environmental effects of the ReBag initiative. Findings indicate that ReBag has a positive impact by improving working conditions for local artisans and enhancing sustainability in the textile industry. The model’s flexibility and replicability suggest it could generate benefits on both regional and global scales. However, challenges remain, including the need for long-term impact evaluations and financial sustainability, given the reliance on external funding. Despite these limitations, the study underscores ReBag’s potential as a scalable framework for reducing textile waste and fostering ethical employment practices. The study contributes to the discourse on social entrepreneurship by presenting ReBag as an adaptable model for addressing labour market challenges in South Korea and beyond. By demonstrating how businesses can integrate sustainability with economic and social objectives, this research encourages further innovation and policy development in the field.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.017
Threshold uncertainty score0.038

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0010.002
Scholarly communication0.0030.002
Open science0.0010.003
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0030.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.017
GPT teacher head0.270
Teacher spread0.253 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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