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Record W6941093964 · doi:10.11575/prism/40738

Beyond "Meeting Them Where They Are At" : How Nursing Students Conceptualize Harm Reduction In Their Practice With People Who Use Drugs

2022· other· en· W6941093964 on OpenAlexaboutno aff

Bibliographic record

VenueUniversity of Calgary · 2022
Typeother
Languageen
FieldAgricultural and Biological Sciences
TopicMycorrhizal Fungi and Plant Interactions
Canadian institutionsnot available
Fundersnot available
KeywordsHarm reductionConceptualizationThematic analysisHarmQualitative researchNegotiationNursing researchScope (computer science)

Abstract

fetched live from OpenAlex

This thesis presents findings from a qualitative study that explored how final year nursing students conceptualized harm reduction as a part of their practice with people who use drugs. The research was conducted using a critical social theory lens informed by the work of Habermas (1972; 1984). Data were collected in semi-structured interviews with 11 undergraduate nursing students from a western Canadian university. Data analysis was undertaken using the thematic analysis method developed by Braun and Clarke (2006). Three themes and nine sub-themes demonstrate the complex influences involved in the conceptualization of harm reduction among the participants. Participants expressed that harm reduction was congruent with nursing practice and that conceptually, harm reduction was inherent to their understanding of the profession. While participants seemed to have integrated the concept of harm reduction with their practice, their diverse experiences and identities influenced their perspectives. Contextually, these perspectives caused continued tensions for participants as they navigated questions about drug use stigma, the nature of drug use, the scope of the nurse, and the real-world application of their nursing education. These interconnected influences occurred against a backdrop of critical societal and systemic issues. Participants were negotiating oppressive systems and systemic norms, which affected their perspectives towards harm reduction and the care of people who use drugs. Participants enthusiastically perceived nurses as capable advocates and agents of change, yet they focused on individual contributions and abilities rather than collective efforts and progress. This study’s findings, reflected in four recommendations, contribute to the evidence required for educators to critically explore and prioritize educational approaches that support HR as nursing practice.

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.204
Threshold uncertainty score0.990

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 studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0140.000

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 head0.012
GPT teacher head0.204
Teacher spread0.192 · 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.

Study designNot applicable
Domainnot available
GenreOther

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
Published2022
Admission routes1
Has abstractyes

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