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Record W4231078599 · doi:10.1093/jopart/mug025

The Determinants of Flexibility and Innovation in the Government Workplace: Recent Evidence from Canada

2003· article· en· W4231078599 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueJournal of Public Administration Research and Theory · 2003
Typearticle
Languageen
FieldSocial Sciences
TopicRegional Development and Policy
Canadian institutionsnot available
Fundersnot available
KeywordsFlexibility (engineering)Government (linguistics)BusinessPublic economicsIndustrial organizationEconomicsManagement

Abstract

fetched live from OpenAlex

This article analyzes the adoption of flexible work design and employee involvement practices in Canadian government workplaces. It uses information from a representative survey of government middle managers. The survey, which was specially designed for the government sector, was carried out in five Canadian jurisdictions. A high incidence of both flexible work design and employee involvement practices, much higher than in the Canadian private‐sector, was found in government workplaces. The most significant correlation between the two sets of practices is perceived public pressure for more better‐quality services and for increased employee involvement in the design and implementation of these services. Budget constraints are important in explaining the adoption and spread of employee involvement techniques. There is also a strong positive association between the adoption of flexible work practices and the extent of managerial autonomy. Various supporting human resource management practices are also complementary to the successful adoption of flexible work practices in Canadian government workplaces. However, the characteristics of the work, the work unit, and the workforce have a rather limited effect on the adoption of these practices. Our findings indicate that there might be differences in the determinants of the adoption of flexible workplace practices in government and private‐sectors, pointing to possible institutional forces at work in government workplaces.

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)0.020
metaresearch head score (Gemma)0.009
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.415
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0200.009
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 head0.183
GPT teacher head0.438
Teacher spread0.255 · 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