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Record W2104359618 · doi:10.1002/bse.707

The Adoption of Sustainable Manufacturing Practices in the Caribbean

2011· article· en· W2104359618 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueBusiness Strategy and the Environment · 2011
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicEnvironmental Sustainability in Business
Canadian institutionsSaint Mary's University
Fundersnot available
KeywordsSustainabilityBusinessCaribbean regionDimension (graph theory)MarketingPolitical scienceLatin Americans

Abstract

fetched live from OpenAlex

ABSTRACT The Caribbean region is awakening to the reality that environmental sustainability is fast becoming a major business performance dimension that is shaping the competitive landscape for manufacturers. This research attempts to gain a picture of the current level of emphasis on environmental sustainability among manufacturers in five Caribbean countries. This paper reports on the level of awareness of the concept of sustainable manufacturing, the sustainability practices Caribbean manufacturers are currently engaged in, and the barriers preventing the adoption of sustainability practices. The findings from our survey show that the majority of Caribbean manufacturers have little knowledge of the concept of sustainable manufacturing and the adoption of sustainability practices is low. In light of these findings, the paper discusses potential roles for Caribbean governments, manufacturing associations, and educational institutions in addressing the need for greater emphasis on sustainable manufacturing in the region. Copyright © 2011 John Wiley & Sons, Ltd and ERP Environment.

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)0.002
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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.857
Threshold uncertainty score0.649

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0000.001
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 head0.021
GPT teacher head0.205
Teacher spread0.185 · 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