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Record W4400520524 · doi:10.1016/j.jpain.2024.104626

Gendered Worlds of Pain: Women, Marginalization, and Chronic Pain

2024· article· en· W4400520524 on OpenAlexafffund
Kathleen Rice, Laura Connoy, Fiona Webster

Bibliographic record

VenueJournal of Pain · 2024
Typearticle
Languageen
FieldMedicine
TopicMusculoskeletal pain and rehabilitation
Canadian institutionsWestern UniversityMcGill University
FundersCanadian Institutes of Health Research
KeywordsChronic painQualitative researchSocioeconomic statusPovertyHealth careSociologyNarrativeGender studiesPsychologyMedicinePsychiatryPolitical scienceSocial sciencePopulation

Abstract

fetched live from OpenAlex

The importance of gender is undertheorized in chronic pain research, meaning extant research cannot sufficiently shed light on how chronic pain experience and treatment are connected to institutions and societal structures. Much literature on gender and pain is not critical in orientation, making it difficult to translate data into recommendations for improved treatment and care. Our study takes a critical approach informed by social theory to understand chronic pain among women who experience socioeconomic marginalization. Drawing on a gender-based subanalysis of interview data collected in Canada as part of an institutional ethnography of chronic pain among people who are socioeconomically marginalized, from women's narratives, we identified 4 themes that speak to gender, chronic pain, and marginalization. These are 1) gendered minimization of women's health concerns, 2) managing intergenerational poverty, 3) living with violence and trauma, and 4) gendered organization of family care. Together, these themes highlight how women's experiences of chronic pain and marginalization amplify gendered vulnerabilities in health care, social services, and society in general. Our findings depict a deeply gendered experience of chronic pain that is inseparable from the daily struggle of managing one's life with pain with heavy responsibilities, the baggage of past trauma, and responsibility for others with few resources. We emphasize the importance of chronic pain care and health and social services that are both gender- and trauma-informed. PERSPECTIVE: This article draws on an institutional ethnography (a holistic qualitative methodology) of chronic pain and socioeconomic marginalization to demonstrate the importance of chronic pain care and health and social services that are both gender- and trauma-informed.

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)0.004
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.009
Threshold uncertainty score0.028

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0080.028
Scholarly communication0.0090.004
Open science0.0010.006
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0080.000

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 head0.010
GPT teacher head0.271
Teacher spread0.262 · 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 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

Citations26
Published2024
Admission routes2
Has abstractno

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