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Record W2765588717 · doi:10.3138/utlj.2017r-0012

The definitive article

2017· article· en· W2765588717 on OpenAlexvenueno aff
Alice Ristroph

Bibliographic record

VenueUniversity of Toronto Law Journal · 2017
Typearticle
Languageen
FieldSocial Sciences
TopicLegal Education and Practice Innovations
Canadian institutionsnot available
Fundersnot available
KeywordsCriminal lawLawPolitical scienceStatuteJurisdictionInstitutionCriminal jurisdictionCriminal codeCriminal procedureSociology

Abstract

fetched live from OpenAlex

Professors teach, and scholars theorize, something called ‘the’ criminal law. A new book by Lindsay Farmer is ostensibly about criminal laws in England over the past two centuries, but it shows that in that place and time there developed a concept of criminal law as a singular, cohesive, and enduring institution that can and should be theorized independently of any particular jurisdiction, statute, case, or code. The grip of this concept is powerful, this review essay argues. This way of thinking about criminal law now spans national borders – and it creates significant obstacles to penal reform in the United States and elsewhere. This review essay focuses on two implications of the modern understanding of ‘the’ criminal law: the claim that criminal law has some extra-legal nature, core, or essence and the conceptual divide between substance and procedure.

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)0.002
metaresearch head score (Gemma)0.010
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.461
Threshold uncertainty score0.769

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0030.002
Scholarly communication0.0080.004
Open science0.0020.003
Research integrity0.0050.004
Insufficient payload (model declined to judge)0.4610.258

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 head0.037
GPT teacher head0.332
Teacher spread0.295 · 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.

Study designNot applicable
Domainnot available
GenreOther

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

Citations1
Published2017
Admission routes1
Has abstractyes

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