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Record W4248534089 · doi:10.32920/ryerson.14647761.v1

Integration Of Environmental Management Systems And Lean Concepts

2021· preprint· en· W4248534089 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

Venuenot available
Typepreprint
Languageen
FieldBusiness, Management and Accounting
TopicQuality and Management Systems
Canadian institutionsToronto Metropolitan University
Fundersnot available
KeywordsProcess managementProcess (computing)Computer scienceSoftware deploymentLean manufacturingSystems engineeringRisk analysis (engineering)Management scienceBusinessEngineeringOperations managementSoftware engineering

Abstract

fetched live from OpenAlex

Organizations around the world have been implementing environmental management systems (EMSs) as an effective means to manage environmental performance. However, successful deployment of EMSs requires the effective integration of EMS considerations into existing core business functions. This has typically been challenging for many firms, as many business functions are typically not well aligned with EMS objectives. Process improvement, namely Lean concepts, is an example. The objectives of Lean concepts are very different from the objectives of EMSs, and certain differences in both systems create the potential for conflict. This report further explores the potential to integrate EMSs with Lean concepts. This report summarizes EMSs and Lean concepts across several comparable aspects including objectives, drivers, benefits, and implementation. The standards for each system, ISO 14001 and the Shingo Prize Model respectively, are also presented. After careful analysis and comparison of Lean concepts and EMSs, eight strategies are proposed to effectively integrate the approaches and succeed against individual system weaknesses. An integrated toolset of Lean concepts and methods with EMS considerations are also provided. The integration strategies are lastly discussed with respect to ISO 14001 and Shingo Prize Model requirements.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.894
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.002
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 head0.027
GPT teacher head0.248
Teacher spread0.221 · 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

Quick stats

Citations2
Published2021
Admission routes1
Has abstractyes

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