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The hyperparameter search space included the number of estimators (n_estimators: 50‐500) and the maximum depth of trees (max-depth: 1‐20). A total of 5 hyperparameter configurations were randomly sampled, balancing exploration with computational efficiency. The model was evaluated across different combinations of features, and the best-performing configuration from the process was selected for final evaluation on the validation set.
JMIR Med Inform 2025;13:e69282
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The Guidance of Initiation of Voluntary Recalls Under 21 CFR Part 7, Subpart C mentions referencing 21 CFR 820.100(a)(2), which requires procedures for implementing corrections or preventive actions to include an investigation of the causes for nonconformities related to the product, processes, and quality systems.
JMIR Med Inform 2025;13:e67552
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To assess the association between COVID-19 infection during pregnancy and preterm birth, we used the frequencies of these 2 categorical variables in a 2 × 2 contingency table to calculate the odds ratio (OR) with a 95% CI, where OR = (A/B) / (C/D) (Table 2).
J Med Internet Res 2025;27:e66097
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