Estimation of the Prevalence of AIDS, Opportunistic Infections, and Standard of Care among Patients with HIV/AIDS Receiving Care Along the U.S.-Mexico Border through the Special Projects of National Significance: A Cross-Sectional Study
Bibliographic record
Abstract
There is high demand for care among the Hispanic population in states along the U.S.-Mexico border. The objective is to describe the standard of care received by people living with HIV/AIDS (PLWH/A) at enrollment into one of five Special Projects of National Significance (SPNS) Sites located along the U.S.-Mexico border. This cross-sectional study describes the presence of opportunistic infections (OIs), AIDS status and two types of standard of care received by 707 PLWH/A participating in SPNS. Patients receiving care through SPNS in one of the five sites between June 1, 2002 and December 31, 2003 were invited to participate to the medical chart review component of the study. The association between sociodemographic variables and the prevalence of OIs and AIDS at enrollment was estimated using multivariate hierarchical logistic models. More than one quarter of the 707 participants had at least one OI recorded and 58% of new and 60% of existing patients had AIDS at enrollment in SPNS. The association between being Hispanic and having higher prevalence of OI and AIDS at entry varied by SPNS site. Standard of care was well followed overall. This is the first study describing HIV stage and OI prevalences and standard of care in PLWH/A in all U.S.-Mexico bordering states. Being of Hispanic ethnicity may not fully explain discrepancy in access to care along the border.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".