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Record W2151298956 · doi:10.1177/135965350300800601

Age, Adherence and Injection Drug use Predict Virological Suppression among Men and Women Enrolled in a Population-Based Antiretroviral Drug Treatment Programme

2003· article· en· W2151298956 on OpenAlexaff
Jacqueline M O'Connell, Paula Braitstein, Robert S. Hogg, Benita Yip, Kevin J.P. Craib, Michael V. O’Shaughnessy, Julio Montaner, David R. Burdge

Bibliographic record

VenueAntiviral Therapy · 2003
Typearticle
Languageen
FieldMedicine
TopicHIV/AIDS drug development and treatment
Canadian institutionsUniversity of British ColumbiaAIDS Vancouver
Fundersnot available
KeywordsMedicineViral loadInternal medicineOdds ratioPopulationLogistic regressionImmunologyLentivirusHuman immunodeficiency virus (HIV)Viral disease

Abstract

fetched live from OpenAlex

OBJECTIVES: To characterize 1-year virological response to antiretroviral therapy and its determinants by sex. METHODS: This is a population-based analysis of antiretroviral therapy naive HIV-positive adult men and women. Factors associated with sex and with plasma HIV RNA viral load suppression to below 500 copies/ml were examined using non-parametric tests and logistic regression analyses. RESULTS: A total of 739 subjects (92 women and 647 men) were eligible. Female participants were younger (34 vs 37 years; P < 0.001), less likely to have AIDS (6.5 vs 14.4%; P = 0.039), more frequently injection drug users (44.6 vs 25.2%; P = 0.001) and were less likely to be adherent to therapy (34.8 vs 62.9%; P < 0.001) than male participants. There was no difference in baseline median CD4 count (P = 0.424) or HIV RNA levels (P = 0.140), physician experience (P = 0.057), or with respect to antiretroviral regimens containing protease inhibitors or non-nucleoside reverse transcriptase inhibitors (P = 0.911). With treatment, 46.7% (43/92) of women and 64.8% (419/647) of men (P = 0.001) suppressed HIV RNA viral load to below 500 copies/ml at 1 year. In a multivariate analysis, the association of sex with HIV RNA response to antiretroviral therapy fell from statistical significance (odds ratio 1.18; 95% CI: 0.72-1.95) after adjusting for adherence, injection drug use and age. CONCLUSION: Our data indicate that in this population-based setting, sex differences in 1-year virological response to antiretroviral therapy are explained by age, adherence and injection drug use.

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)0.001
metaresearch head score (Gemma)0.003
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.005

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.022
GPT teacher head0.267
Teacher spread0.245 · 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

Citations22
Published2003
Admission routes1
Has abstractyes

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