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Record W4415134675 · doi:10.1163/22134514-bja10106

Comparative Analysis of Individual Case Reviews in Assisted Dying Oversight Systems Internationally

2025· article· en· W4415134675 on OpenAlexaboutno aff
Betheli O’Carroll, Madeleine Archer, Lindy Willmott, Ben White

Bibliographic record

VenueEuropean Journal of Comparative Law and Governance · 2025
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicHealth Systems, Economic Evaluations, Quality of Life
Canadian institutionsnot available
Fundersnot available
KeywordsVariety (cybernetics)State (computer science)Retrospective cohort studyMEDLINE

Abstract

fetched live from OpenAlex

Abstract As more jurisdictions consider introducing assisted dying laws, questions are raised as to optimal oversight mechanisms. There have been a variety of approaches taken internationally to oversight of individual cases of assisted dying. All jurisdictions examined in this article require clinical prospective review, where a second practitioner assesses the person’s eligibility. Jurisdictions also uniformly permit some kind of state retrospective review, whereby a patient’s death is examined after they have died although the nature of these reviews varies. Some jurisdictions have introduced state prospective review, where approval is required before assisted dying can occur, and Québec has a system of clinical retrospective review. Some recent approaches challenge the traditional dichotomy of prospective and retrospective review by also introducing the capability of undertaking some form of contemporaneous review. This article undertakes a detailed examination and comparison of the various international approaches to oversight of individual cases of assisted dying.

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)0.012
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.930
Threshold uncertainty score0.736

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0120.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0020.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.348
GPT teacher head0.434
Teacher spread0.086 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
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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