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Record W4411123804 · doi:10.1016/j.drugpo.2025.104872

Countering the institutionalization of harm reduction through critical pragmatism

2025· article· en· W4411123804 on OpenAlexafffund
Andie MacNeil

Bibliographic record

VenueInternational Journal of Drug Policy · 2025
Typearticle
Languageen
FieldMedicine
TopicHIV, Drug Use, Sexual Risk
Canadian institutionsUniversity of Toronto
FundersSocial Sciences and Humanities Research CouncilSocial Sciences and Humanities Research Council of Canada
KeywordsInstitutionalisationPragmatismHarm reductionHarmReduction (mathematics)Political sciencePoison controlCriminologySociologyMedicineMedical emergencyLawPhilosophyEpistemologyPublic health

Abstract

fetched live from OpenAlex

Although harm reduction practices have been increasingly adopted within health and social service systems globally over the last few decades, this process of institutionalization has not brought conceptual or theoretical clarity to the field of harm reduction. Instead, the growth of harm reduction practices within institutions has revealed the tension between grassroots approaches to harm reduction that focus on social activism and changing the underlying structural harms surrounding substance use, and the depoliticized institutional uses of harm reduction that focus on pragmatically managing individual substance use behaviour. In response to this tension and lack of theoretical clarity, the current paper proposes a critical pragmatist theoretical framework for harm reduction. First, I outline the basic principles of critical theory and pragmatism, and situate various harm reduction movements within these two theoretical foundations. Second, I explain how institutionalization has contributed to pragmatism being positioned as the primary underlying theory of harm reduction and the resulting limitations of this theoretical framing. Finally, I propose a theoretical framework that explicitly integrates both pragmatism and critical theory to help resist this process of institutionalization. I describe the key characteristics of critical pragmatism and outline the epistemological considerations of this pluralist approach as a theoretical framework for harm reduction. To conclude, I reflect on some of the challenges for harm reduction within a shifting political landscape in North America.

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)0.137
metaresearch head score (Gemma)0.095
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 score0.137
Threshold uncertainty score0.726

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.1370.095
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.002
Science and technology studies0.0160.179
Scholarly communication0.0200.022
Open science0.0050.024
Research integrity0.0110.026
Insufficient payload (model declined to judge)0.0020.000

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 head0.039
GPT teacher head0.434
Teacher spread0.394 · 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

Citations3
Published2025
Admission routes2
Has abstractyes

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