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Record W7126283232

Osborough and Legal Education and Scholarship for Irish University Law Schools: Marking the Dawn of a New Era

2021· article· en· W7126283232 on OpenAlexaboutno aff
Imelda Maher

Bibliographic record

VenueResearch Repository UCD (University College Dublin) · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicLegal Education and Practice Innovations
Canadian institutionsnot available
Fundersnot available
KeywordsIrishScholarshipLegal educationLegal researchLegal professionHigher education
DOInot available

Abstract

fetched live from OpenAlex

Official reports could prompt keen analysis by Nial Osborogh as can be seen in his 1985 article, “Scholarship and the University Law School: Thoughts Prompted by a Recent Canadian Study”, which is the primary concern of this essay. The article is of interest as Professor Osborough is the only person to have been Head of School (and, in the case of UCD, Dean) of Trinity College School of Law and of the UCD School of Law. In this article Osborough took this “thoroughly uncomfortable” report on university legal education and scholarship in Canada as an opportunity to reflect on Irish law schools and scholarship. The report was concerned with the dearth of fundamental research in Canadian law at that time, with little doctoral research undertaken and few applications to the Canadian research council for research funding. It discussed the need for academic research about law as well as doctrinal research in law. Osborough while mindful of the differences between the two educational systems, saw the report as an unmissable opportunity to reflect on Irish scholarship.

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)0.010
metaresearch head score (Gemma)0.021
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.916
Threshold uncertainty score0.973

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.021
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0030.005
Science and technology studies0.0340.021
Scholarly communication0.0260.007
Open science0.0030.013
Research integrity0.0060.009
Insufficient payload (model declined to judge)0.0200.001

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 head0.104
GPT teacher head0.402
Teacher spread0.298 · 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 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

Citations0
Published2021
Admission routes1
Has abstractyes

Explore more

Same venueResearch Repository UCD (University College Dublin)Same topicLegal Education and Practice InnovationsFrench-language works237,207