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This is also reflected in cluster 1’s increased message volume and messaging behavior, most likely highlighting their role in clinical decision-making. However, such a centralized communication structure may also increase physicians’ workload and cognitive burden arising from an increased messaging volume [57].
Similarly, there was one cluster (cluster 4) of nurses and medical assistants who had fewer connections and were not as central within the network.
JMIR Med Inform 2025;13:e66544
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We aim to expand on the previous literature by assessing the readability of heart failure–related online PEMs from renowned cardiology institutions, assessing GPT-4’s ability to improve the readability of these PEMs, and comparing the accuracy and comprehensiveness between institutional PEMs and GPT-4’s revised PEMs.
JMIR Cardio 2025;9:e68817
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Despite Chat GPT-4.0’s advances, the study demonstrated that human oversight in AI-generated communication remains essential [3].
Such initiatives demonstrate AI’s potential to reduce administrative workload, but they also underscore its role in improving patient education. Patients often recall less than half of the information provided during visits, highlighting the need for accessible postvisit resources [4-6].
JMIR Dermatol 2025;8:e72706
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