The Bayesian Basis of Common Sense Medical Diagnosis
Abstract
High mortality rates among persons with HIV with a history of injection drug use (PWID) are thought to be driven in part by higher rates of external cause-related mortality. We followed 4796 persons aged 18-70 engaged in continuity HIV care from 2001 to 2015 until death or administrative censoring. We compared cause-specific (csHR) and subdistribution hazards (sdHR) of death due to external causes among PWID and persons who acquired their HIV infection through other routes (non-IDU). We standardized estimates on age, sex, race, and HIV-related health status. The standardized csHR for external cause-related death was 3.57 (95% CI 2.39, 5.33), and the sdHR was 3.14 (95% CI 2.16, 4.55). The majority of external cause-related deaths were overdose-related and standardized sdHR was 4.02 (95% CI 2.40, 6.72). Absolute rate of suicide was low but the csHR for PWID compared to non-IDU was most elevated for suicide (6.50, 95% CI 1.51, 28.03). HIV-infected PWID are at a disproportionately increased risk of death due to external causes, particularly overdose and suicide.
Cite
Text
Charniak. "The Bayesian Basis of Common Sense Medical Diagnosis." AAAI Conference on Artificial Intelligence, 1983. doi:10.1007/s10461-019-02497-6Markdown
[Charniak. "The Bayesian Basis of Common Sense Medical Diagnosis." AAAI Conference on Artificial Intelligence, 1983.](https://mlanthology.org/aaai/1983/charniak1983aaai-bayesian/) doi:10.1007/s10461-019-02497-6BibTeX
@inproceedings{charniak1983aaai-bayesian,
title = {{The Bayesian Basis of Common Sense Medical Diagnosis}},
author = {Charniak, Eugene},
booktitle = {AAAI Conference on Artificial Intelligence},
year = {1983},
pages = {70-73},
doi = {10.1007/s10461-019-02497-6},
url = {https://mlanthology.org/aaai/1983/charniak1983aaai-bayesian/}
}