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Record W2147578424 · doi:10.1177/1049732303257190

Experiences of Contemplating Returning to Work for People Living with HIV/AIDS

2003· article· en· W2147578424 on OpenAlexaff
Stephanie Nixon, Rebecca Renwick

Bibliographic record

VenueQualitative Health Research · 2003
Typearticle
Languageen
FieldMedicine
TopicHIV/AIDS Research and Interventions
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsPerspective (graphical)Qualitative researchMeaning (existential)Work (physics)Human immunodeficiency virus (HIV)Identity (music)SociologyHierarchySocial psychologyPsychologyGerontologyMedicineSocial sciencePolitical sciencePsychotherapistFamily medicine

Abstract

fetched live from OpenAlex

In the mid-1990s, medical advances dramatically altered the experience of living with HIV/AIDS. The shifting medical climate spurred new social and financial questions, such as the possibility of returning to work. In this qualitative study, the authors examine how people living with HIV/AIDS perceive, attach meaning to, and approach the experience of returning to work. Findings demonstrate that the participants are influenced by, and wrestle with, both the dominant societal perspective that "people should return to work," and the oppositional perspective that people living with HIV/AIDS "should not return to work." Theoretical understanding of the results is enhanced using the concepts of the "sick role" and the "hierarchy of identities." Findings have conceptual and methodological implications for literature in HIV/AIDS, return to work, and identity.

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)0.014
metaresearch head score (Gemma)0.020
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.025
Threshold uncertainty score0.988

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0140.020
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.294
GPT teacher head0.566
Teacher spread0.272 · 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 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

Citations41
Published2003
Admission routes1
Has abstractyes

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