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Record W4391467311 · doi:10.1016/j.jclepro.2024.140960

Social accountability 8000: A quarter century review

2024· article· en· W4391467311 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueJournal of Cleaner Production · 2024
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicQuality and Management Systems
Canadian institutionsnot available
Fundersnot available
KeywordsQuarter (Canadian coin)AccountabilitySocial accountingPolitical scienceEconomicsHistoryAccountingArchaeologyLaw

Abstract

fetched live from OpenAlex

Social Accountability 8000 (SA8000) is the most prominent certification-based standard in the field of working conditions and sustainability. Twenty-five years after the release of the standard, a literature review is needed to highlight the knowledge in the field of SA8000 and identify the impacts of its adoption on companies, employees, supply chains and stakeholders. To this end, this study aims to summarise the findings in the literature focusing on SA8000 and evolution of SA8000 research by providing a review based on the most influential scientific articles published between 1997 and 2022. A 10-step method that combines the best methodological practices for conducting a literature review is used for the analysis, ensuring the study's transparency and reproducibility. The following seven research areas emerged from the SA8000 literature: standard structure, purpose and diffusion; standard comparison and integrated management system; human resources management and working conditions; supply chain management; sustainability disclosure and reporting; drivers and barriers to SA8000 adoption; and performance and outcomes. The contributions included in each area were analysed, and open questions were identified. An agenda for future research is presented.

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.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.612
Threshold uncertainty score0.400

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.002
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.032
GPT teacher head0.298
Teacher spread0.267 · 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