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Record W4409959866 · doi:10.1186/s12954-025-01208-w

Moral foundations underpinning attitudes toward supervised consumption services across Canada’s prairie provinces

2025· article· en· W4409959866 on OpenAlexafffundabout
Em M. Pijl, Michael Golding, Sai Krishna Gudi, Nichole Nayak, John Serieux, Christopher J. Fries, Annie Billings, Souradet Y. Shaw, Rasheda Rabbani, Francine Laurencelle, Jonny Mexico

Bibliographic record

VenueHarm Reduction Journal · 2025
Typearticle
Languageen
FieldMedicine
TopicSubstance Abuse Treatment and Outcomes
Canadian institutionsManitoba Harm Reduction NetworkUniversity of Manitoba
FundersSocial Sciences and Humanities Research CouncilSocial Sciences and Humanities Research Council of Canada
KeywordsReciprocity (cultural anthropology)Public healthStigma (botany)Health psychologyHarm reductionPsychologyHarmSocial psychologyConsumption (sociology)Social norms approachNormativeMedicineSociologyPolitical sciencePsychiatryNursingSocial science

Abstract

fetched live from OpenAlex

BACKGROUND: Although there is indisputable evidence that supervised consumption services (SCS) help to keep people safe and decrease significant harms associated with substance use, the Canadian public often holds divergent and polarized views towards SCS. Polarized perspectives can be resistant to evidence and can prevent productive discourse that might otherwise lead to better public health services and outcomes. OBJECTIVE: The main objective of the study was to determine the degree to which individuals' moral foundations predict attitudes toward SCS and whether attitudes are impacted by stigmatizing views of, and proximity to, people who use drugs. METHODS: The study was based upon conceptual frameworks related to moral foundations theory (MFT), stigma, and personal experience with people who use drugs (PWUD), using associated instruments to determine alignment with public attitudes towards SCS. A series of hierarchical multiple linear regression analyses were employed to identify variables that significantly predict support for SCS. RESULTS: The panel sample comprised 2116 participants from the three prairie provinces in Canada (Manitoba, n = 716; Saskatchewan, n = 700; and Alberta, n = 700). Higher scores on the Harm/Care and Fairness/Reciprocity subscales were associated with higher levels of support for SCS. Conversely, higher scores on the Authority/Respect and Purity/Sanctity subscales predicted lower levels of support for SCS. Greater support for SCS was found to be predicted by lower levels of stigma towards people who use drugs. Overall, participants from Alberta and Saskatchewan were less supportive of SCS than those from Manitoba, although Manitoba lacked an SCS at the time of the study. CONCLUSION: The results enhance our understanding of factors that predict support levels for SCS among the public in Canada's Prairie Provinces. These findings can inform researchers, policy and decision-makers in developing strategies for bringing the public on board to increase the acceptance of SCS in their communities by specifically addressing underlying concerns that may not be overtly articulated by those with opposing views.

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 score0.046
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
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 head0.056
GPT teacher head0.351
Teacher spread0.295 · 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

Citations1
Published2025
Admission routes3
Has abstractyes

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