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Record W4382449017 · doi:10.1111/capa.12519

How binding are binding guidelines? An analytical framework

2023· article· en· W4382449017 on OpenAlexaffabout
Paul Daly

Bibliographic record

VenueCanadian Public Administration · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicJudicial and Constitutional Studies
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsLegislationScope (computer science)CLARITYPolitical scienceManagement scienceLaw and economicsLawComputer scienceSociologyEngineeringChemistry

Abstract

fetched live from OpenAlex

Abstract Guidelines are a type of “soft law” that play an important role in contemporary public administration. Despite the propagation of guidelines in recent decades, their legal effects are often difficult to classify. Clearly, guidelines are neither legislation nor delegated or subordinate legislation, but they are nonetheless designed to influence people's behaviour. Distinguishing binding from non‐binding guidelines is an important issue because the permissible scope of their use often depends on bindingness. Yet there is no analytical framework available to determine bindingness. To fill this gap in the literature, I develop an analytical framework consisting of three indicia which help to distinguish binding guidelines from non‐binding guidelines: the presence or absence of imperative language, the level of detail and precision and the extent of effects on third parties. With the help of numerous examples drawn from the Canadian legal system, I explain how to distinguish binding from non‐binding guidelines, bringing analytical clarity to an important area of contemporary public administration.

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)0.001
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
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 score0.955
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0020.000
Scholarly communication0.0010.001
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 head0.171
GPT teacher head0.383
Teacher spread0.213 · 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.

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

Citations4
Published2023
Admission routes2
Has abstractyes

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