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Record W4409397815 · doi:10.1057/s41292-025-00351-8

Styles of thought in healthcare governance: A situational analysis of English PrEP discourse 2016–2020

2025· article· en· W4409397815 on OpenAlexfundno aff
Adam Christianson

Bibliographic record

VenueBioSocieties · 2025
Typearticle
Languageen
FieldMedicine
TopicGlobal Maternal and Child Health
Canadian institutionsnot available
FundersSocial Sciences and Humanities Research CouncilSocial Sciences and Humanities Research Council of CanadaWellcome Trust
KeywordsDiathesis–stress modelDopamine hypothesis of schizophreniaCorporate governanceHealth careSituational ethicsPsychologyDiscourse analysisMedical tourismDiscursive psychologySociologyPolitical scienceSocial psychologyLinguisticsManagement

Abstract

fetched live from OpenAlex

Attending to competing styles of thought in healthcare controversies may be helpful to critical health scholarship. This article reexamines the debate over the introduction of a new HIV prevention technology in England as a tension between epidemiological and molecular style of thoughts. I argue English HIV services were organised according to an epidemiological style of thought. The introduction of biomedical pre-exposure prophylaxis (PrEP) to the health system brought this rationality into question in ways the English health system was ill-prepared to manage. A situational analysis of English PrEP discourse in the lead up and following NHS-England's 'U-turn' on PrEP illustrates a split along epidemiologically and biomedically informed styles of thought. These networks have their dedicated administrators, experts, activists and ways of thinking about their target population and preferred organisation of HIV services. Though they often collaborate, these two groups have distinct moral and political agendas that relate to their style of thinking. This analysis further nuances existing critical interpretations of the PrEP controversy in England. Beyond England, this debate suggests a potential departure from the conventional biopolitical subject and rationality of advanced liberalism.

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)0.017
metaresearch head score (Gemma)0.019
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.021
Threshold uncertainty score0.088

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0170.019
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0120.021
Scholarly communication0.0120.010
Open science0.0010.008
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0030.000

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 head0.007
GPT teacher head0.304
Teacher spread0.297 · 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 designQualitative
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

Citations1
Published2025
Admission routes1
Has abstractyes

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