The changing epidemiology of HIV/AIDS at a Minnesota hospital: Impact of demographic change and viral diversity
Bibliographic record
Abstract
The past decade has seen a dramatic influx of African-born immigrants and refugees into Minnesota. The impact of this on Hennepin County Medical Center (HCMC), a public teaching hospital located in Minneapolis, has been considerable, especially in the management of HIV-infected persons given that approximately 30% of newly diagnosed individuals seen at HCMC in the past 3 years acquired the virus in Africa. An ongoing and permanent alteration in the demographics of HIV/AIDS in this part of the American midwest is clearly occurring, therefore, accompanied by considerable diversification of the viral makeup of the epidemic. The following article describes currently available data on the viral characteristics of the African-born HIV-infected population of Minnesota and highlights the potential impact of this expanding viral diversity on the ability of the clinical laboratory at HCMC to provide the virologic information necessary to manage effectively patients infected with the HIV virus.
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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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| 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".