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Organizations as Interpretive Systems: Exploring Opportunities for Reintegration & Reinvigoration

2025· article· en· W4416005602 on OpenAlexaff
Jennifer Sloan, Christopher W. J. Steele, John Joseph, Haridimos Tsoukas, Eero Vaara

Bibliographic record

VenueAcademy of Management Proceedings · 2025
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicManagement and Organizational Studies
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsSensemakingEmbeddednessWork (physics)InterdependenceReflexivitySession (web analytics)

Abstract

fetched live from OpenAlex

Organizations have long been recognized as interpretive systems, possessing distinctive and often enduring orientations to collective sensemaking and action. However, though many streams of work provide insights into how organizations interpret the world and develop their distinctive interpretive orientations, such streams are evolving largely in separation. This panel symposium aims to resurrect an holistic notion of interpretive systems: both to synthesize insights across multiple streams of work on collective interpretation—including work on the attention-based view, sensemaking, and discourse—and to foreground opportunities for cross-fertilization. It also aims to explore the embeddedness of contemporary interpretive systems in a particular historical moment of rapid technological transformation, (digital) hyper-visibility, and a crisis in epistemic authority. In this way, the session seeks to contribute to both the reintegration and reinvigoration of an overarching interpretive model of organizations.

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 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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.881
Threshold uncertainty score0.929

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.002
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 head0.070
GPT teacher head0.272
Teacher spread0.203 · 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 teacher head, 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

Citations0
Published2025
Admission routes1
Has abstractyes

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