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Record W3121411357

Safe and Inclusive Schools – Expensive … Quality Education – Priceless, for Everything Else There's Lawyers!

2008· article· en· W3121411357 on OpenAlexaboutno aff
Wayne A. Mackay

Bibliographic record

VenueKnowledge@SchulichLaw · 2008
Typearticle
Languageen
FieldSocial Sciences
TopicLegal Education and Practice Innovations
Canadian institutionsnot available
Fundersnot available
KeywordsCharterJurisprudencePolitical scienceLawQuality (philosophy)Legal educationSociology
DOInot available

Abstract

fetched live from OpenAlex

In this article, drawn from his keynote address to the 2008 annual conference of the Canadian Association for the Practical study of Law in Education, the author considers the contentions question of whether the law and its agents, namely, lawyers, tribunals and courts, have been a boon or a burden to education and educators, whether frontline teachers or administrators and policy makers. He concludes that there is much evidence that the jurisprudence produced by courts and tribunals and the cooperative spirit that he believes has grown between educators and lawyers have benefited education, in general, and students' rights in particular. While he acknowledges that much remains to be done, the author argues that the equality jurisprudence that has developed, particularly since the adoption of the Charter, has provided a beacon guiding educators toward the provision of more inclusive and respectful educational environments.

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)0.005
metaresearch head score (Gemma)0.015
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: Commentary · Consensus signal: Commentary
Teacher disagreement score0.017
Threshold uncertainty score0.055

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.015
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0070.021
Scholarly communication0.0150.021
Open science0.0010.009
Research integrity0.0060.008
Insufficient payload (model declined to judge)0.0170.004

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 head0.070
GPT teacher head0.447
Teacher spread0.377 · 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
GenreCommentary

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
Published2008
Admission routes1
Has abstractyes

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