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Record W7034548522

Using participatory arts-based research to explore the experiences of cannabis consumption among women from marginalized social positions in downtown Hamilton

2024· dissertation· en· W7034548522 on OpenAlexaboutno aff

Bibliographic record

VenueMacSphere (McMaster University) · 2024
Typedissertation
Languageen
FieldMaterials Science
TopicSilk-based biomaterials and applications
Canadian institutionsnot available
Fundersnot available
KeywordsParticipatory action researchCitizen journalismIdentity (music)Photo elicitationCannabisNarrativeConsumption (sociology)DowntownPower (physics)Action (physics)
DOInot available

Abstract

fetched live from OpenAlex

This research explores the subjective experiences and perspectives of women who occupy marginalized positions in Canadian society who consume cannabis. While cannabis use has been normalized among certain populations since legalization, it remains unclear how this new terrain will impact women's experiences of access, consumption, and disclosure, especially those experiencing marginalization along various axes of identity such as gender, race, and class. The women participated in the art-making process of creating their own personalized body map, a life- sized image of one’s body that includes shapes, images, colours, and symbols to visually represent their life story. Accompanying and complimenting the artwork, were the women’s narratives that reflected their lives, relationships, and experiences related to cannabis consumption, offering a nuanced and complex understanding of their experiences. An intersectional feminist lens foregrounds the research, drawing on the principles of Feminist Participatory Action Research (FPAR), to examine the experiences of women who consume cannabis, the ways in which their cannabis use may be perceived and understood by health and social care providers and systems, and whether they will benefit from legalization in the same way as those with more privileged identities. The theoretical and methodological choices are intended to emphasize how social positionings impact and differentiate women’s’ experiences while also considering how particular identities are influenced by structural forces, unequal social relationships, and power imbalances. Moreover, this research study seeks to centre the lived experiences and voices of women, while analyzing the complex, multi-dimensional, and overlapping factors that impact women’s decision-making processes, motives, and experiences with cannabis use. The research is essential to create new knowledge that can inform social work and allied professional policies and practices to serving women, and shift the current discourse surrounding women’s cannabis use, thereby reducing stigmatizing practices and policies in health and social related fields.

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)0.003
metaresearch head score (Gemma)0.004
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 score0.344
Threshold uncertainty score0.692

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.004
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0230.019
Scholarly communication0.0050.002
Open science0.0020.008
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0040.000

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 head0.180
GPT teacher head0.368
Teacher spread0.188 · 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

Citations0
Published2024
Admission routes1
Has abstractyes

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