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Record W7053034486

A Taxonomy of Lawyer Regulation

2014· article· en· W7053034486 on OpenAlexaboutno aff

Bibliographic record

VenueScholarship at UWindsor (University of Windsor) · 2014
Typearticle
Languageen
FieldEngineering
TopicMagneto-Optical Properties and Applications
Canadian institutionsnot available
Fundersnot available
KeywordsCraftOrder (exchange)Taxonomy (biology)State (computer science)Regulatory stateCommon lawQuality (philosophy)
DOInot available

Abstract

fetched live from OpenAlex

What explains the dramatic contrast between legal services regulation in the United States and anglophone Canada, on one hand, and England/Wales and Australia, on the other? In order to help explain these divergent regulatory choices, and to further comparative analysis, this Essay proposes a taxonomy of theories of legal services regulation drawn from these common-law jurisdictions. Although most jurisdictions employ a combination of approaches, as well as some hybrid methods, the Essay identifies the two dominant perspectives: (1) the professionalist-independent framework, predominate in anglophone North America, and (2) the consumerist-competitive framework found in the common law jurisdictions of Northern Europe and Australia. This theoretical divide, in turn, helps explain why the United States and Canada have largely adhered to a body of self-regulation focused upon aspirations of professionalism and professional independence. Australia and England/Wales, by contrast, have embarked upon market-oriented reform that purports to promote consumer protection and consumer interests. In describing this taxonomy, we recognise jurisdictions sometimes employ hybrid regulatory strategies that combine elements of the professionalist-independent and consumerist-competitive frameworks, such as gatekeeper rules promulgated by the State (as opposed to gatekeeper regulations promulgated by judges or the legal profession). We also acknowledge that regulatory approaches are dynamic and that regulators may very well shift perspectives over time. Nevertheless, organising the claims of commentators and regulators into categories will help to promote analysis and comparison of legal services regulations, as well as to improve the quality of decision-making by those who craft and enforce the rules. We identify, for example, the crucial distinction between how these two approaches construct an understanding of legal services clients. Consumerist-competitive systems identify clients as consumers (who are similar to consumers of other goods and services) and apply this perspective to the particular context of purchasing legal services. In contrast, professionalist-independent systems understand the experience of a legal services client as fundamentally different from that of other consumers and, accordingly, require a wholly distinct regulatory approach.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.527
Threshold uncertainty score0.924

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.018
GPT teacher head0.170
Teacher spread0.153 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
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
Published2014
Admission routes1
Has abstractyes

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