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Record W4319317305 · doi:10.18103/mra.v11i1.3558

The Practitioner’s Paradox: Conscientious but …Without Conscience

2023· article· en· W4319317305 on OpenAlexaff
Tom Koch

Bibliographic record

VenueMedical Research Archives · 2023
Typearticle
Languageen
FieldHealth Professions
TopicEthics in medical practice
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsConscienceConscientious objectorPerspective (graphical)Argument (complex analysis)PaternalismAutonomyContext (archaeology)EpistemologyReflexivityPsychologyMedicineSocial psychologySociologyLawPhilosophyPolitical scienceSocial scienceComputer science

Abstract

fetched live from OpenAlex

Over the last decade a group of moral philosophers concerned with medicine have argued, some stridently, that conscience has no place in the conscientious practice of medicine. And yet, it is hard to separate conscience from conscientiousness. This paper reviews and critiques the argument against conscience and the assumptions underlying it. It argues that it is often difficult to separate conscience, a moral perspective on appropriate practice, from the clinical knowledge and experience that practitioners possess and patients do not. The result is not paternalistic although it challenges the assumption that the patient in distress often knows best. The focus in this paper shifts from simple autonomy as a reflexive rule to the social and broadly clinical context in which decisions about procedures like abortion and medically assisted death are made.

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)0.030
metaresearch head score (Gemma)0.075
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 score0.030
Threshold uncertainty score0.156

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0300.075
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0050.048
Scholarly communication0.0070.012
Open science0.0020.007
Research integrity0.0110.019
Insufficient payload (model declined to judge)0.0050.001

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 head0.262
GPT teacher head0.619
Teacher spread0.357 · 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

Citations0
Published2023
Admission routes1
Has abstractyes

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