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Record W4394914678 · doi:10.22329/wyaj.v39.8301

The Nightingale Court Experiment: Lessons for Access to Justice in a Post-Pandemic World

2023· article· en· W4394914678 on OpenAlexvenueno aff
Natasha Naidu

Bibliographic record

VenueWindsor Yearbook of Access to Justice · 2023
Typearticle
Languageen
FieldHealth Professions
TopicMedical Malpractice and Liability Issues
Canadian institutionsnot available
FundersUniversity of New South Wales
KeywordsPandemicEconomic JusticeCriminologyPolitical scienceLawCoronavirus disease 2019 (COVID-19)SociologyMedicine

Abstract

fetched live from OpenAlex

The literature is yet to consider the contribution of Nightingale Courts to access to justice in England and Wales during the COVID-19 pandemic. Nightingale Courts are courts that have been set up in repurposed buildings, such as town halls, hotels, and theatres, to facilitate socially distanced trials and hearings. I fill this gap by asking: to what extent have Nightingale Courts addressed access to justice concerns during the pandemic, and what lessons do Nightingale Courts hold for access to justice across jurisdictions and in the future? I argue that though costly and complex, Nightingale Courts have helped to prevent a further worsening of delay during the pandemic. Then, I explore the lessons of the Nightingale Court experiment for access to justice across jurisdictions and in a post-pandemic world. I consider Nightingale Courts as an experiment for legal architecture, informal justice, and adaptation and resilience. I conclude that Nightingale Courts have maintained and preserved access to the legal system during a time of crisis and thereby contributed to the resilience of the system.

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)0.003
metaresearch head score (Gemma)0.012
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.222
Threshold uncertainty score0.996

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.012
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0020.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.001

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 head0.207
GPT teacher head0.526
Teacher spread0.319 · 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
Published2023
Admission routes1
Has abstractyes

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