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Record W2160988522 · doi:10.1177/0018726707075288

Strategizing in pluralistic contexts: Rethinking theoretical frames

2007· article· en· W2160988522 on OpenAlexaff
Jean‐Louis Denis, Ann Langley, Linda Rouleau

Bibliographic record

VenueHuman Relations · 2007
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicManagement and Organizational Studies
Canadian institutionsHEC MontréalUniversité de Montréal
Fundersnot available
KeywordsPluralism (philosophy)EpistemologySociologyPerspective (graphical)Focus (optics)Power (physics)Computer science

Abstract

fetched live from OpenAlex

Pluralistic organizations characterized by multiple objectives, diffuse power and knowledge-based work processes present a complex challenge both for strategy theorists and for strategy practitioners because the very nature of strategy as usually understood (an explicit and unified direction for the organization) appears to contradict the natural dynamics of these organizations. Yet pluralism is to some extent always present in organizations and perhaps increasingly so. This article explores the usefulness of three alternate and complementary theoretical frames for understanding and influencing strategy practice in pluralistic contexts: Actor-Network Theory, Conventionalist Theory and the social practice perspective. Each of these frameworks has a predominant focus on one of the fundamental attributes of pluralism: power, values and knowledge. Together, they offer a multi-faceted understanding of the complex practice of strategizing in pluralistic contexts.

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)0.017
metaresearch head score (Gemma)0.011
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 score0.021
Threshold uncertainty score0.089

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0170.011
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0060.004
Science and technology studies0.0080.082
Scholarly communication0.0210.021
Open science0.0040.009
Research integrity0.0040.006
Insufficient payload (model declined to judge)0.0020.000

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 head0.023
GPT teacher head0.262
Teacher spread0.239 · 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

Citations582
Published2007
Admission routes1
Has abstractyes

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