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Record W1970836797 · doi:10.1016/j.polsoc.2010.12.005

Still budgeting by muddling through: Why disjointed incrementalism lasts

2011· article· en· W1970836797 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenuePolicy and Society · 2011
Typearticle
Languageen
FieldSocial Sciences
TopicPublic Policy and Administration Research
Canadian institutionsUniversity of Victoria
Fundersnot available
KeywordsIncrementalismPoliticsGovernment (linguistics)Context (archaeology)EconomicsRelevance (law)Positive economicsSociologyPolitical scienceLaw

Abstract

fetched live from OpenAlex

Abstract This paper examines Charles Lindblom’s ‘science of muddling through’ and its transport and transformation to budgeting through the work of Aaron Wildavsky by analyzing its impact on budget theory and assessing its continued relevance to the practice of budgeting in the context of the Canadian federal government. We find that: the concept is of fundamental importance and yet considerably elastic to capture key features of political, economic, and organizational life; the criticisms of it have been overstated although, perhaps surprisingly, with the exception of budgeting, little empirical testing of the concept has been undertaken; the impact on budget theory and practice has been considerable especially since much of the initial application was undertaken at a time of relative economic and political stability in government and in budgeting; and yet even today, in a more turbulent world, the concept remains surprisingly relevant, although not complete, for understanding and explaining some of the most central and enduring features of budgetary behaviour. It is a key to our understanding of how budget participants deal with complexity and manage conflict.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation 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 score0.827
Threshold uncertainty score0.953

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
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 head0.096
GPT teacher head0.387
Teacher spread0.291 · 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