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Abstract: Generalist vision language models (VLMs) have made significant strides in computer vision, but they fall short in specialized fields like healthcare, where expert knowledge is essential.
Background Out-of-hours primary care (OOH-PC) services are complex clinical environments where suboptimal care may occur.