MétaCan
Menu
Back to cohort
Record W3006647981 · doi:10.3138/utlj.2019-0066

Criminal law as public ordering

2020· article· en· W3006647981 on OpenAlexvenueno aff
Alice Ristroph

Bibliographic record

VenueUniversity of Toronto Law Journal · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicCriminal Law and Evidence
Canadian institutionsnot available
Fundersnot available
KeywordsCriminal lawOrder (exchange)LawRelation (database)Meaning (existential)VerbNounPhilosophy of lawLeverage (statistics)PhrasePublic lawSociologyPolitical scienceLinguisticsEpistemologyComputer sciencePhilosophyBusinessArtificial intelligence

Abstract

fetched live from OpenAlex

Though ‘law and order’ is a familiar phrase, the precise meaning of order and its relation to law are issues that criminal law theorists have only recently begun to study closely. This article contributes to that growing literature by exploring order as a verb rather than as a noun. As a noun, order suggests a state of stability and peace. But as a verb, to order may be to command, or more interestingly, to arrange or organize. Indeed, order, the noun, is intelligible to us only after we have engaged in the activity of ordering, only after we have invented or been taught some principle of organization. To see criminal law as public ordering is to see it as the ongoing activity of constructing, maintaining, and revising an order or multiple orders. This account is more descriptively accurate than prevailing theories of criminal law, I suggest, and it also may provide greater leverage for critiques of existing legal practices.

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)0.005
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: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.049
Threshold uncertainty score0.131

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.013
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.003
Science and technology studies0.0080.058
Scholarly communication0.0150.012
Open science0.0010.006
Research integrity0.0050.005
Insufficient payload (model declined to judge)0.0090.001

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 head0.054
GPT teacher head0.277
Teacher spread0.223 · 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 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

Citations17
Published2020
Admission routes1
Has abstractyes

Explore more

Same venueUniversity of Toronto Law JournalSame topicCriminal Law and EvidenceFrench-language works237,207