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Record W2990450741 · doi:10.22329/csw.v13i1.5846

Addressing the Inequality Epidemic

2019· article· en· W2990450741 on OpenAlexvenueno aff
Elizabeth A. Bowen

Bibliographic record

VenueCritical Social Work · 2019
Typearticle
Languageen
FieldHealth Professions
TopicHomelessness and Social Issues
Canadian institutionsnot available
Fundersnot available
KeywordsOppressionInequalityPovertySocial inequalityContext (archaeology)Social determinants of healthSociologyRacismHuman immunodeficiency virus (HIV)Structural violenceHealth careEconomic growthPolitical scienceMedicineGender studiesVirologyGeographyEconomics

Abstract

fetched live from OpenAlex

Globally, HIV risk and the health of HIV positive people are linked with structural inequalities, such as poverty, racism, and homophobia. This article summarizes key features of the structural approach to social work practice and applies the perspective to working with people affected by HIV/AIDS in the United States. Structural factors influencing HIV risk and health include housing, an individual-level factor; health care access, a community-level factor; and homophobia, a societal-level factor. Structural inequalities at each level are critical to understanding the context of HIV risk and should be assessed and addressed in social work practice in the field of HIV/AIDS. KEYWORDS: critical theory, HIV/AIDS, inequality, oppression, structural social work

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.491
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0030.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0030.002

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 head0.305
GPT teacher head0.540
Teacher spread0.236 · 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; both teacher heads agree on what is shown here.

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

Citations4
Published2019
Admission routes1
Has abstractyes

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