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Record W7164900266 · doi:10.7202/1126128ar

Fostering interdisciplinarity in legal education: The quest for autonomy

2025· article· fr· W7164900266 on OpenAlexaff
William Gabriel Rioux

Bibliographic record

VenueCommunitas · 2025
Typearticle
Languagefr
FieldDecision Sciences
TopicInterdisciplinary Research and Collaboration
Canadian institutionsUniversité de Sherbrooke
Fundersnot available
KeywordsAutonomyContext (archaeology)Face (sociological concept)Independence (probability theory)Legal educationInterdisciplinarity

Abstract

fetched live from OpenAlex

This article wades into the debates in the existing literature on the place of interdisciplinarity in law schools and its contribution at a time when legal education is being brought into question. The challenges that future law students will face during their careers will require a collective awareness of the knowledge they are taught. There is a fine line between autonomy and interdisciplinarity in a context where the question of whether law is a discipline is still being debated to this day. We contend that law, so as to integrate with and not depend on interdisciplinarity, must acquire and develop greater autonomy and independence in regard to other disciplines. In this article we propose ways to achieve interdisciplinarity without depending on other disciplines, namely by gaining self-determination.

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)0.004
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.813
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0020.004
Research integrity0.0000.001
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 head0.139
GPT teacher head0.508
Teacher spread0.369 · 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
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
Published2025
Admission routes1
Has abstractyes

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