Articles: health.
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Large language models (LLMs) can assist in various health care activities, but current evaluation approaches may not adequately identify the most useful application areas. ⋯ Existing evaluations of LLMs mostly focus on accuracy of question answering for medical examinations, without consideration of real patient care data. Dimensions such as fairness, bias, and toxicity and deployment considerations received limited attention. Future evaluations should adopt standardized applications and metrics, use clinical data, and broaden focus to include a wider range of tasks and specialties.
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Human papillomavirus (HPV) infection is a major risk factor for the development of multiple cancers. Active duty service members have higher rates of HPV infection than civilians, while Veterans are diagnosed with a disproportionately high burden of HPV-associated cancers compared to civilians without prior service. While a highly effective HPV vaccine has been available for over a decade, vaccination rates in the United States remain suboptimal. The objective of this study was to investigate HPV vaccination rates among male and female Veterans compared with their non-Veteran counterparts. ⋯ Veterans of both sexes are more likely to be vaccinated than their non-Veteran civilian counterparts. However, vaccination rates overall remain low. To our knowledge, ours is the first study of its kind to establish HPV vaccination rates among female Veterans. These findings underscore the important role of DoD and VA health care systems in improving HPV vaccine uptake and mitigating HPV-associated cancer risk among Veterans.