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Record W2140041840 · doi:10.1002/bse.728

Integrating Sustainability into Firms' Processes: Performance Effects and the Moderating Role of Business Models and Innovation

2011· article· en· W2140041840 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 institutionsSimon Fraser University
Fundersnot available
KeywordsModerationPanacea (medicine)SustainabilityStructural equation modelingBusinessCorporate sustainabilityStakeholderIndustrial organizationStrategic managementSustainable developmentSustainable businessKnowledge managementProcess managementMarketingEconomicsManagementComputer sciencePolitical science

Abstract

fetched live from OpenAlex

ABSTRACT Innovation has been widely regarded as a panacea for sustainable development, but there remains considerable uncertainty about how it will lead to a more sustainable society. We analyze the role of innovation and business models for the link between the integration of sustainable management with other corporate functions and the economic and environmental performance of companies. Drawing on survey data in the manufacturing sector, we apply structural equation modeling to compare differences between business models and the role of different stakeholder groups in a moderation analysis. We find a positive association of the integration of strategic issues and environmental management with the economic and environmental performance of firms. The results also suggest differences in the link between integration and economic and environmental performance, respectively, depending on the type of business model or innovation pursued, and that secondary stakeholders influence sustainability integration. 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)0.001
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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.345
Threshold uncertainty score0.838

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.002
Scholarly communication0.0000.002
Open science0.0000.001
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 head0.010
GPT teacher head0.188
Teacher spread0.178 · 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