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Record W4386489613 · doi:10.60082/2817-5069.3744

Law & Leviathan: Redeeming the Administrative State by Cass R. Sunstein and Adrian Vermeule

2022· article· en· W4386489613 on OpenAlexaffvenue
Luke Devine

Bibliographic record

VenueOsgoode Hall law journal · 2022
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicLegal and Constitutional Studies
Canadian institutionsYork University
Fundersnot available
KeywordsLawmakingConstitutionLawPolitical scienceState (computer science)BureaucracySeparation of powersArgument (complex analysis)Interpretation (philosophy)Administrative lawLaw and economicsSociologyLegislaturePolitics

Abstract

fetched live from OpenAlex

As the argument goes: Over the last hundred years or so, Congress has steadily delegated away its law-making responsibility through broad grants of rule-making and discretionary authority to an unelected and unaccountable federal bureaucracy. And the US Court, in decisions such as Chevron and Auer v Robbins, has similarly relinquished any right it once asserted to oversee the interpretation and performance of that delegated authority. On this reading, the sprawling federal administrative apparatus, which touches on virtually every aspect of American life, exists in contravention of the proper division of powers under the Constitution and is, therefore, not legitimate. In Law & Leviathan: Redeeming the Administrative State (“Law & Leviathan”), Cass R. Sunstein and Adrian Vermeule set out to confront this (in their view, exaggerated) narrative and to inspire some conservative confidence in the administrative state.

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)0.004
metaresearch head score (Gemma)0.013
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 score0.068
Threshold uncertainty score0.135

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.013
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0090.019
Scholarly communication0.0110.006
Open science0.0020.003
Research integrity0.0130.014
Insufficient payload (model declined to judge)0.0030.001

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 head0.052
GPT teacher head0.235
Teacher spread0.183 · 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
Published2022
Admission routes2
Has abstractyes

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