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Record W2080535016 · doi:10.1097/qad.0b013e328354bf43

The prognostic value of baseline CD4+ cell count beyond 6 months of antiretroviral therapy in HIV-positive patients in a resource-limited setting

2012· article· en· W2080535016 on OpenAlexafffund
Edward J. Mills, Celestin Bakanda, Josephine Birungi, Sanni Yaya, Nathan Ford

Bibliographic record

VenueAIDS · 2012
Typearticle
Languageen
FieldImmunology and Microbiology
TopicHIV Research and Treatment
Canadian institutionsUniversity of Ottawa
FundersCanadian Institutes of Health Research
KeywordsMedicineHazard ratioConfidence intervalProportional hazards modelAntiretroviral therapyInternal medicineObservational studySurvival analysisViral loadHuman immunodeficiency virus (HIV)Immunology

Abstract

fetched live from OpenAlex

OBJECTIVE: The risk of death is highest in the first few months after initiation of antiretroviral therapy (ART). We examined whether initial CD4 cell count maintains a strong prognostic value among patients with at least 6 months follow-up after the initiation of ART. DESIGN: Observational study of HIV patients in Uganda aged 14 years or older enrolled in 10 clinics across Uganda. METHODS: Baseline CD4 cell count of patients with more than 6 months of follow-up were stratified into categories (<50, 50-99, 100-149, 150-249, >250 cells/μl). A Kaplan-Meier survival analysis and Cox proportional hazards regression was used to model the associations between baseline CD4 cell count and mortality. RESULTS: Of 22 315 patients, 20 730 (92.8%) had more than 6 months of follow-up. Six hundred and eleven (2.9%) patients died during follow-up and 737 (3.6%) were lost to follow-up. Relative to a baseline CD4 cell counts of less than 50 cells/μl, the adjusted hazard ratios for death were 0.83 [95% confidence interval (CI) 0.67-1.02], 0.71 (95% CI 0.57-0.88), 0.52 (95% CI 0.42-0.64), and 0.55 (95% CI 0.42-0.70) favouring those with baseline CD4 cell counts of 50-99, 100-149, 150-249, and at least 250 cells/μl, respectively. Differing ages and male sex increased the likelihood of mortality. CONCLUSION: Among patients with more than 6 months of follow-up after initiation of ART, baseline CD4 cell count at initiation still has important prognostic value. This suggests that active engagement and earlier treatment initiation is important for long-term survival.

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)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.049
Threshold uncertainty score0.299

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.007
GPT teacher head0.235
Teacher spread0.228 · 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.

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

Citations19
Published2012
Admission routes2
Has abstractyes

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