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A total of 200 patients with a mean age of 56.44 years (range: 21‐84 y) participated. Of these patients, 67% had comorbid conditions such as hypertension, diabetes mellitus, and ischemic heart disease. The demographic profile of the participants is given in Table 1.
Demographic profile of patients (N=200).
a SBP: systolic blood pressure.
b DBP: diastolic blood pressure.
We defined hypertension according to the European Society of Hypertension (ESH) guidelines [25].
JMIR Form Res 2025;9:e60455
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Implementing the H&P 360 in Three Medical Institutions: Usability Study
JMIR Med Educ 2025;11:e66221
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Notably, while all incorporated studies reported participant age and intervention duration in tabular formats, significant heterogeneity was observed in these variables (eg, age range: 21.16‐35.42 y and intervention duration: 3 d to 32 mo). Although the authors conducted sensitivity analyses, these failed to identify the sources of heterogeneity. In addition, publication bias assessments confirmed that a subset of studies exhibited publication bias.
J Med Internet Res 2025;27:e70266
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The loss during fine-tuning is defined as:
where yi is the true category index of the ith sample, and y^i,yi is the probability that the ith sample predicted by the model belongs to category yi.
After a careful hyperparameter search, we determined the optimal model configuration: an 8-layer BERT architecture including an input layer, six 384-unit hidden layers, and an output layer, which together form the encoder-decoder transformer components with 5 transformer blocks.
JMIR Form Res 2025;9:e67311
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