MétaCan
Menu
Back to cohort
Record W4249933271 · doi:10.1108/s1521-6136(2001)3

Legal Professions: Work, Structure and Organization

2001· book· en· W4249933271 on OpenAlexaboutno aff

Bibliographic record

Venuenot available
Typebook
Languageen
FieldSocial Sciences
TopicLegal Education and Practice Innovations
Canadian institutionsnot available
Fundersnot available
KeywordsWork (physics)Engineering ethicsSociologyPolitical scienceEngineeringMechanical engineering

Abstract

fetched live from OpenAlex

During recent decades legal professions have changed dramatically. Legal work has become more specialized, women have entered legal professions in large numbers, and the number of nonwhite legal practitioners has increased. Equally important as the demographic changes among legal professionals, have been movements in several countries to make legal practice more responsive to competitive markets for services - both nationally and globally. This volume introduces a collection of research articles that explore the important changes among legal practitioners in the US, England, Germany and Canada. The articles are organized around three general themes: changes in the structure and organization of legal professions and legal practices (in the US, England and Germany); legal culture, professional time and job satisfaction (in the US and England); and the changing nature of legal work practices in various fields of law. The volume addresses many of the newest and most exciting themes in the sociology of law, including the global law firm, the dilemma of part-time employment for legal professionals, the sociolegal construction of time, and the unique dynamics of legal practices in different fields of law

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)0.001
Version: codex-gemma-dda1882f352aValidation 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 score0.475
Threshold uncertainty score0.987

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0130.000

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 head0.027
GPT teacher head0.350
Teacher spread0.323 · 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 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

Citations6
Published2001
Admission routes1
Has abstractyes

Explore more

Same topicLegal Education and Practice InnovationsFrench-language works237,207