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Skip search results from other journals and go to results- 174 Journal of Medical Internet Research
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By doing so, we systematically observed and elucidated the strengths and limitations of each model, using a large, well-curated dataset. We observed that certain methods were more affected by the imbalanced dataset, including the decision tree classifier, random forest, and naïve Bayes. We aim to offer insights into the selection of different algorithms for applications in clinical studies.
This study has several limitations.
J Med Internet Res 2025;27:e62853
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In addition, we analyzed correlations so that we could intuitively examine the relationship between each variable we considered and the outcome.
The AUROC, sensitivity, positive predictive value, and accuracy at a threshold were measured to compare the performance of different models. Data processing was performed using Python version 3.6.13. The machine learning model was developed and validated using the Py Caret library version 2.3.10.
J Med Internet Res 2025;27:e59520
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Mindfulness-Based Cognitive Therapy–Game: An Ironic Way to Treat Internet Gaming Disorder
J Med Internet Res 2025;27:e65786
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In addition, according to the Technology and Acceptance Model [30], the perceived ease of use should be considered as a whole and should take into account the user-friendliness of the interface so that the user can experience the clearest and easiest process.
In the interface development, to make it easiest for older adults to operate, each screen will display a maximum of two main options, with options clearly framed to reduce the likelihood of users being unsure of their choices.
JMIR Hum Factors 2025;12:e48226
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Several studies have shown that diagnosis codes alone cannot provide the best predictive performance compared to models incorporating multiple features, such as medications, procedures, laboratory test results, demographic data, and so on [82,88,101,108]. Moreover, a study that applied BERT for EHRs has highlighted that combining diagnosis codes with factors such as age, segment, and position lead to improved precision scores compared to relying solely on diagnosis codes [55].
J Med Internet Res 2025;27:e57358
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I would say I went more in person before the pandemic, more so before the pandemic. Yeah, and we’ve all changed our habits I think since then.” (Christine)
“...it’s radio. Sometimes you can, it just gives out the full like the visual kind of like a video version of the news as well. So, it just depends on what you want, you know, like, you can ask ABC news.”
J Med Internet Res 2025;27:e65776
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