Outcomes Among Persons with HIV Following a Mental Health Admission: A Population-Based Study
Bibliographic record
Abstract
To compare outcomes following psychiatric hospitalization between people with and without HIV. Population-based study of people with (n = 1,089) and without (n = 280,888) HIV who were hospitalized for psychiatric illness between January 1, 2006 and December 31, 2014. Overall, 9 (0.8%) people with HIV died within 30 days of discharge, compared with 3,710 (1.3%) HIV-negative individuals. Following multivariable adjustment, there was no difference in the risk of readmission or emergency department (ED) visits for psychiatric illness in the 90 days following discharge. Conversely, people with HIV were at higher risk of ED visits for substance use disorders and less likely to receive psychiatry follow-up during this period. HIV is associated with ED use for substance use disorders and less psychiatry follow-up within 90 days of hospital discharge for psychiatric illness. Interventions facilitating continuity of care following discharge are warranted.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".