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Record W170816581 · doi:10.29173/alr33

The Future of Law School: Three Visions and a Prediction

2014· article· en· W170816581 on OpenAlexvenueno aff
Harry W. Arthurs

Bibliographic record

VenueAlberta Law Review · 2014
Typearticle
Languageen
FieldSocial Sciences
TopicLegal Education and Practice Innovations
Canadian institutionsnot available
Fundersnot available
KeywordsVisionPolityLegal professionLawVariety (cybernetics)ScholarshipPolitical scienceLegal educationPractice of lawFocus (optics)SociologyComparative lawLegal realismPolitics

Abstract

fetched live from OpenAlex

In this article, the author examines three visions of the future of law schools. The first vision is that they should focus on producing “practice ready lawyers” to meet the immediate needs of today’s legal profession. The second is that law schools should focus on training “tomorrow’s lawyers,” graduates who are able to adapt to a rapidly-changing world. The third insists that law schools are knowledge communities whose many functions include, but are not limited to, providing students with a large and liberal understanding of law that will prepare them for a variety of legal and non-legal careers and for participation as citizens in the broader economy and polity. Although the future of law schools is contested and uncertain, the author predicts, law schools will be celebrated in the long term for their distinguished scholarship, their contributions to the public good, and their role as agents of change rather than for skills training, their influence on day-to-day legal practice, and their purveying of conventional wisdom.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation 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 score0.982
Threshold uncertainty score0.984

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.024
GPT teacher head0.354
Teacher spread0.329 · 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 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

Citations9
Published2014
Admission routes1
Has abstractyes

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