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Record W4221025235 · doi:10.1002/cjas.1668

Toward a digital transformation of the theory of the firm: Emergence as framework for organizational sustainability

2022· article· en· W4221025235 on OpenAlexaffvenue
Vladislav Valentinov, Kristof Van Assche, Frans Hermans

Bibliographic record

VenueCanadian Journal of Administrative Sciences / Revue Canadienne des Sciences de l Administration · 2022
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicManagement and Organizational Studies
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsOpportunismTransaction costBounded rationalityTheory of the firmRationalitySociologyEmbeddednessSustainabilityEconomicsInstitutional theoryPositive economicsEpistemologyNeoclassical economicsMicroeconomicsSocial scienceEcologyMarket economy

Abstract

fetched live from OpenAlex

Abstract Embracing methodological individualism, the mainstream economic theory of the firm has little to say about the precarious nature of the firm's embeddedness in encompassing socioecological systems. The digital transformation of the theory of the firm can address this gap by deconstructing the standpoint of methodological individualism. In transaction cost economics, this standpoint is manifest in two assumptions about human nature, namely bounded rationality and opportunism. Drawing on Chester Barnard's insights on the firm, the present paper seeks to construct a view of organizations as emergent systems irreducible to the activities of participating individuals. By inverting the assumptions of bounded rationality and opportunism, the paper differentiates between two varieties of the emergent nature of the firm, cognitive and moral. The ideas of the cognitive and moral emergence of the firm expand the pallet of options for the firm to adapt to socioecological systems and illuminate the notion of sustainability transitions. This way, the digitally enhanced understanding of the firm offers hope for a better dialogue between the economic theory of the firm, sustainability scholarship, and business ethics.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.008
Threshold uncertainty score0.048

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0030.002
Science and technology studies0.0020.032
Scholarly communication0.0080.007
Open science0.0020.005
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0030.000

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 head0.055
GPT teacher head0.278
Teacher spread0.223 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations12
Published2022
Admission routes2
Has abstractyes

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