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Moreover, including only 2 nephrologists limits the diversity of clinical perspectives, and evaluations by a single senior nephrologist may introduce bias; future studies should include multiple reviewers to strengthen evaluation reliability and validity. Lastly, we did not assess AI responses’ clarity or helpfulness from the patient perspective, highlighting the need for user-centered evaluations in future research.
JMIR Diabetes 2025;10:e65846
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Hematologist and nephrologist encounters were identified using the National Provider Identifier of the rendering provider, as listed in the Medicaid claims records [21]. Providers with any health care provider taxonomy code listed as hematologist (207 RH0000 X, 207 RH0003 X, or 2080 P0207 X) were categorized as a hematologist; nephrologists were categorized as such if they had any health care provider taxonomy code listed as a nephrologist (207 RN0300 X).
JMIR Public Health Surveill 2024;10:e57290
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Despite this increased need, there is only 1 nephrologist for every 593,000 population compared with every 44,000 population in Bangkok [3]. In 2008, the Thai government adopted the Peritoneal Dialysis First policy for renal replacement therapy under its universal health care coverage scheme, increasing access in low-resource settings, with approximately 21% of patients on peritoneal dialysis (PD) in northeast Thailand [4].
JMIR Form Res 2022;6(7):e37291
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