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Record W3159260848 · doi:10.1080/09502386.2021.1898041

The dead-end of ad-hocracy

2021· article· en· W3159260848 on OpenAlexaff
Charles R. Acland

Bibliographic record

VenueCultural Studies · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicDigital Economy and Work Transformation
Canadian institutionsConcordia University
Fundersnot available
KeywordsBureaucracyIdeologyUnintended consequencesPoliticsPolitical economySociologyPolitical scienceLaw

Abstract

fetched live from OpenAlex

Since the 1960s ‘ad-hocracy’, an approach to organizations that values provisionality and is especially advantaged by new technological systems, has been understood as a ‘radical’ challenge to the rigidity of bureaucratic institutions. This essay argues that commonsense championing of the temporary, the anti-institutional, and the flexible in corporate, political, educational, and daily life established the conditions that preordained the disastrous handling of the COVID-19 crisis in the United States. Most hazardously, a powerful strain of Left critique also advances on a comparable tack, one that too easily embraces temporary and flexible organizational structures over lasting institutional ones, resulting in unintended ideological support for ‘ad-hocracy’.

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)0.008
metaresearch head score (Gemma)0.010
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.012
Threshold uncertainty score0.049

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0120.067
Scholarly communication0.0100.009
Open science0.0010.010
Research integrity0.0020.006
Insufficient payload (model declined to judge)0.0060.001

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 head0.051
GPT teacher head0.333
Teacher spread0.282 · 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 designNot applicable
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
Published2021
Admission routes1
Has abstractyes

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