MétaCan
Menu
Back to cohort
Record W7027888237

The Discursive Construction of Substance Use and Harm Reduction in Canadian Health Policy

2021· article· en· W7027888237 on OpenAlexaffabout

Bibliographic record

VenueScholarship@Western (Western University) · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicRisk Perception and Management
Canadian institutionsWestern University
Fundersnot available
KeywordsHarm reductionHarmHumanismHealth carePoliticsPublic policyPublic health
DOInot available

Abstract

fetched live from OpenAlex

Harm reduction as a philosophy has been widely recognized by healthcare professionals in Canada, yet the topic remains controversial in both political and public discourses. Understanding these discourses will allow health care providers to better respond to political and public concerns, as well as ensuring that services are aligned well with public health needs. This study explored the discursive use of the term “harm reduction” in Canadian health care and nursing policy documents’ contexts by using a Foucauldian framework and Bacchi’s ‘what’s the problem represented to be?’ approach. I propose three discursive themes: self-responsible citizen, evidenced-based practice, and what nurses must do. The findings indicate possibilities for designing favorable and humanistic policies and strategies for people who use substances. This study reveals the problem of how language is an enactment of power over people who use substances and recommends more humanistic policies and empowering language.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.883
Threshold uncertainty score0.919

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.103
GPT teacher head0.361
Teacher spread0.258 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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
Published2021
Admission routes2
Has abstractyes

Explore more

Same venueScholarship@Western (Western University)Same topicRisk Perception and ManagementFrench-language works237,207