MétaCan
Menu
Back to cohort
Record W4410245268 · doi:10.1017/jme.2025.46

Origin of “Conscientious Objection” in Health Care: How Care Denials Became Enshrined into Law Because of Abortion

2025· article· en· W4410245268 on OpenAlexaff
Christian Fiala, Joyce Arthur, Amelia Martzke

Bibliographic record

VenueThe Journal of Law Medicine & Ethics · 2025
Typearticle
Languageen
FieldMedicine
TopicReproductive Health and Contraception
Canadian institutionsUniversity of British Columbia, Okanagan CampusKelowna General Hospital
Fundersnot available
KeywordsConscientious objectorConscienceAbortionLawDignityDutyAutonomyHealth careMedicineFiduciaryPolitical science

Abstract

fetched live from OpenAlex

The United Kingdom was the first country to legalize the refusal to provide health care in the name of "conscientious objection", allowing doctors to refuse to provide abortions based on personal or religious beliefs.A historical review into the origins and motivation behind the "conscientious objection" clause in the 1967 Abortion Act found that Parliamentarians and the medical profession wanted to preserve doctors' authority over patients, protect objecting doctors from liability, and appease religious anti-abortion beliefs.These factors point to an unprincipled basis for the introduction of "conscientious objection" into healthcare, which ultimately came at the expense of patients' rights and health. The "conscience clause" also represented a negation of basic ethical directives in medical practice including patient autonomy and physicians' fiduciary duty to patients. The term "conscientious objection"- borrowed from the military but misapplied to healthcare - helped mask the practice as a moral "right" of doctors, even while it disregarded patients' health and dignity.Refusing to provide treatment on the basis of "conscience" is harmful and discriminatory, and should be phased out gradually using disincentives and other measures to encourage objectors to choose other fields.

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)0.020
metaresearch head score (Gemma)0.046
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.023
Threshold uncertainty score0.167

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0200.046
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.002
Science and technology studies0.0110.095
Scholarly communication0.0110.020
Open science0.0020.009
Research integrity0.0090.015
Insufficient payload (model declined to judge)0.0050.000

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 head0.049
GPT teacher head0.415
Teacher spread0.367 · 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 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

Citations5
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueThe Journal of Law Medicine & EthicsSame topicReproductive Health and ContraceptionFrench-language works237,207