Conceptions of the Business-Society-Nature Interface: Implications for Management Scholarship
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.
Bibliographic record
Abstract
This article explores the implicit and explicit conceptions of the relationship between business, society, and nature that are evident in the management literature. The authors derive three conceptions, termed the disparate, intertwined, and embedded views, and consider how they relate to the economic, social, and environmental challenges of our time. It is argued that an embedded view is best able to help us address these challenges, as it infers a holarchical (or holistically hierarchical) perspective of the business— society—nature interface: the notion that the business, societal, and biospheric systems are not only interrelated but that they are most realistically (and therefore most usefully) viewed as nested systems. The embedded view highlights systemic limits and the dependency of society and economy on nature, and it thus provides a logical value ordering to these domains. The authors conclude by discussing the research implications of an embedded view.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it