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Record W2047338529 · doi:10.1353/pbm.2004.0040

Does Biomedicine Entail the Successful Reduction of Pathology to Biology?

2004· article· en· W2047338529 on OpenAlexaff
Peter Keating, Alberto Cambrosio

Bibliographic record

VenuePerspectives in biology and medicine · 2004
Typearticle
Languageen
FieldArts and Humanities
TopicPhilosophy and History of Science
Canadian institutionsUniversité du Québec à Montréal
Fundersnot available
KeywordsBiomedicineConstitutionEpistemologyEngineering ethicsBiologyPolitical sciencePhilosophyLawBioinformatics

Abstract

fetched live from OpenAlex

The idea of reducing pathology to biology has an extensive history, and the initial forms of the enterprise were unsuccessful. This article discusses the philosophical literature surrounding the notion of reduction in the sciences in general and of biology in particular; reviews several 19th-century programs that promoted the reduction of medicine to other biological disciplines; and examines the post-war origins of the notion of biomedicine. It shows how biology and medicine tend to interact in the constitution of new biomedical knowledge and how the notion of a pathological process resulting in a lesion remains central to the understanding of disease. The article proposes that while strict reduction has yet to be realized, one can speak of a continuing and successful realignment of biology and pathology since the Second World War.

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)0.013
metaresearch head score (Gemma)0.013
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
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 score0.994
Threshold uncertainty score0.068

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0130.013
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0060.114
Scholarly communication0.0090.016
Open science0.0010.008
Research integrity0.0060.008
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 head0.031
GPT teacher head0.315
Teacher spread0.284 · 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.

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

Citations48
Published2004
Admission routes1
Has abstractyes

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