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Record W2771611331 · doi:10.22329/wyaj.v34i1.5012

ENHANCING THE LEGAL PROFESSION’S CAPACITY FOR INNOVATION: THE PROMISE OF REFLECTIVE PRACTICE AND ACTION RESEARCH FOR INCREASING ACCESS TO JUSTICE

2017· article· en· W2771611331 on OpenAlexvenueaboutno aff
Michele Leering

Bibliographic record

VenueWindsor Yearbook of Access to Justice · 2017
Typearticle
Languageen
FieldSocial Sciences
TopicLegal Education and Practice Innovations
Canadian institutionsnot available
Fundersnot available
KeywordsTransformative learningEnablingEconomic JusticeSociologyPublic relationsAction (physics)Action researchLegal professionReflective practiceEngineering ethicsPolitical scienceLawPsychologyPedagogyEngineering

Abstract

fetched live from OpenAlex

Recent national reports have documented growing justice gaps in Canada and have identified a compelling need for innovation in the justice sector to better meet the needs of the public. Nurturing a greater capacity for individual, collective, and critical reflection will ensure the legal profession is much better equipped to respond creatively and strategically to a lack of equal access to justice. In this article, I explore the generative and transformative potential of reflective practice – an important professional competency in other professional disciplines, but under-theorized in law, and action research – a dynamic and flexible form of qualitative research for supporting a culture of innovation in the legal profession and the justice system. Reflective capacity is a crucial enabler of innovative thinking, and it undergirds approaches to encouraging individual and systems change emerging from the organizational learning and innovation literature. An enhanced capacity for reflection will also support more generative and “future-forming” dialogues within the profession and between justice system stakeholders. Furthermore, systematically reflecting on disorienting empirical data about the troubling state of access to justice could develop an “access to justice consciousness” in law students and legal professionals, leading to a stronger willingness to take action to narrow the justice gaps. Introducing action research as an unpretentious and effective enabler of profound transformation and innovation in individual and organizational practices offers significant promise for tackling the “wicked problem” of access to justice. Practical illustrations of action research as an enabler of innovation drawn from legal practice are provided.

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)0.011
metaresearch head score (Gemma)0.099
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Science and technology studies, Scholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.714
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0110.099
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0040.000
Scholarly communication0.0010.004
Open science0.0010.000
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 head0.389
GPT teacher head0.579
Teacher spread0.190 · 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

Citations4
Published2017
Admission routes2
Has abstractyes

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