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Record W2394712844

The Holonic Enterprise and Theory Emergence: On emergent features of self-organization in distributed virtual agents.

2004· article· en· W2394712844 on OpenAlex
Mihaela Ulieru, Robert Andrew Este

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

VenueCybernetics & human knowing · 2004
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicCollaboration in agile enterprises
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsExplicationPhenomenonParallelsConceptual frameworkEpistemologyConceptual changeWork (physics)Knowledge managementManagement scienceComputer scienceDemiseProcess managementPolitical scienceEngineeringOperations management
DOInot available

Abstract

fetched live from OpenAlex

In this paper we explore the holonic enterprise as an example of the phenomenon of emergence. To conduct this exploration, we describe some of the development work now being carried out in the holonic enterprise field and examine anticipated near-future outcomes of this work. We then provide a brief overview of significant achievements and innovations such as the Copernican revolution, the development of the calculus, and the explication of conceptual analysis as a methodological consequence of the demise of the logicism project, for example. We briefly discuss the paradigmshifting consequences of these achievements, suggesting that the holonic enterprise development work discussed in this paper as a phenomenon of emergence may have distinct parallels with such well-known innovation events. Developing a framework of 1st, 2nd and 3rd order conceptual analysis based on the demands and circumstances of unfolding technical, political and conceptual change, we then explore some implications of paradigm shifts in general, and speculate on the nature of the holonic enterprise in light of that overview. We suggest that a new 4th order of conceptual analysis may well be necessary to fully understand and embrace the concept of emergence, and finally conclude that the technical and conceptual work being done to create the holonic enterprise necessarily addresses theory emergence.

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)0.000
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 score0.776
Threshold uncertainty score0.579

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.008
GPT teacher head0.236
Teacher spread0.228 · 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