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Skip search results from other journals and go to results- 1689 Journal of Medical Internet Research
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Instead of relying on a conventional training-test set or nonnested k-fold cross-validation approaches, we used nested 10-fold cross-validation (10 F-CV) with 10 repetitions and grid-search [127]. Nested 10 F-CV provides more robust performance estimates for small sample sizes, maximizes data utilization, minimizes bias, and controls for overfitting more than the split train-test approach [128,129]. It subsets the dataset into 10 outer and 10 inner folds [130].
JMIR Ment Health 2025;12:e67210
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The authorship was previously published as:
Paul Farrand1,2*, Ph D; Patrick J Raue3*, Ph D; Earlise Ward4*, Ph D; Dean Repper5*, MSc; Patricia Areán3*, Ph D
The following author, equal contribution tag, ORCID, and associated affiliation have been added in the fifth position of the authorship:
Jonathon Baker6*, MA (ORCID 0009 0000 9923 5042)
Iona Mind Inc, Romford, United Kingdom
The Authors' Contributions was revised from:
PF, PA, and PJR conceptualized and designed the project with EW and DR providing theoretical
JMIR Mhealth Uhealth 2025;13:e76573
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The total scores on the Korean National Institutes of Health Stroke Scale (K-NIHSS), modified Rankin Scale (m RS), Korean Modified Barthel Index (K-m BI), and Korean Montreal Cognitive Assessment (K-Mo CA) will also be measured as exploratory endpoints at the same time as the secondary efficacy endpoints. The safety of HH333 will be assessed based on the presence of adverse events at the same time as the primary efficacy endpoints.
JMIR Res Protoc 2025;14:e70953
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Epidemic Trends and Spatial Distribution Characteristics of Hepatitis B in China: Surveillance Study
The formula for calculating the Moran’s I is as follows:
In this formula, the incidence rate is represented by λ, the average incidence rate is represented by X, and the matrix of spatial weights is denoted as Wij, representing the proximity relationship between region i and region j.
Local Moran’s I was used to conduct a local analysis of the distribution of hepatitis B cases in each region, and the local autocorrelation type was determined by visualizing the local autocorrelation map.
JMIR Public Health Surveill 2025;11:e70888
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WSens evaluates overall accuracy by considering the RSens of each region and its corresponding weight in the data set, which is calculated as follows:
where k denotes the total number of regions, i denotes the index corresponding to each region, N denotes the total number of regions in the data set, and Ni denotes the count of instances for the i-th region.
J Med Internet Res 2025;27:e69173
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