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(C) Private LLMs: EHR data can be shared with a local hospital LLM, and prompt entry with question curation can be used to gain oncologic insights. EHR: electronic health record.
This study was approved by the Institutional Review Board of the Icahn School of Medicine at Mount Sinai (no. 22‐00347). Informed consent was waived given the retrospective nature of the study. To ensure confidentiality of patient data, only authorized research study personnel were permitted access to patient data.
JMIR Form Res 2025;9:e64544
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Table S4 in Multimedia Appendix 1 reports additional rating subgroups (ie, by topic and clinician persona).
b GPT: generative pretrained transformer.
c“GPT-3.5” conversations used GPT-3.5-Turbo as the virtual patient (N=36 because these did not include 12 self-chat conversations). All other conversations used GPT-4.0-Turbo.
d GPT did not rate user experience.
We report final ratings subgroup comparisons in Table 5. Differences between topics were small.
J Med Internet Res 2025;27:e68486
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deal: samen werken aan duurzame zorg [Article in Dutch](https://www.rvo.nl/sites/default/files/2024-12/C-
J Med Internet Res 2025;27:e67538
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User interface of Wise App showcasing demo account data: (A) main menu, (B) dashboard with medication adherence status, (C) chat interface, (D) My Stats tab, (E) Videos and Information tab, (F) My Alerts tab, and (G) My Meds tab and Edit Schedule interface.
The Clever Cap pill bottle (Figure 2) tracked medication adherence by recording when the bottle was opened, with a dose marked as “taken” only if the cap remained off for at least 5 seconds.
JMIR Form Res 2025;9:e67997
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Participant identifiers beginning with “C” denote control arm participants, and those beginning with “I” indicate intervention arm participants in the results. We constructed three themes through our analysis: (1) making meaning of transitions in care; (2) perceptions and impact of the biopsychosocial transition intervention; and (3) considerations for future transition care, including the importance of tailored supports.
JMIR Pediatr Parent 2025;8:e64618
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