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Illustrative examples of talk turns in Topic 6 include instances of RAs “sending emails [with] instructions on how to register” for the research study, as well as “email[s] with the link to the [All of Us] website for more information and also a link to start an account if [the participant is] ready for that.” We also found many examples of RAs walking participants through challenges accessing their portals once created.
JMIR Form Res 2025;9:e65320
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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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