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Enhancing AI-Driven Medical Translations: Considerations for Language Concordance
This important study highlights a critical area where artificial intelligence (AI) can potentially bridge gaps in language-concordant care. To further this research, we would like to raise several points to enrich the discussion and understanding of the findings.
The study demonstrates that while Chat GPT provides clinically usable translations for Spanish and Russian, its performance with Mandarin is suboptimal.
JMIR Med Educ 2025;11:e70420
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Cognitive behavioral therapy (CBT)-based mental health apps represent a viable option to improve access to mental health resources [3]. A form of CBT, brief cognitive behavioral therapy (b CBT) has been suggested for depressive individuals as a means of maintaining the user’s attention while not requiring large amounts of the user’s time or energy.
JMIR Ment Health 2025;12:e67381
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Conditional inference trees model the nonlinear relationships between a wide range of predictors and an outcome. As a data mining approach, the conditional inference tree is a data-driven analytic strategy that identifies interacting social determinants from many candidate predictors to determine which predictors are most relevant to specific outcomes.
J Med Internet Res 2025;27:e65452
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For example, medical students completing an online module on a basic science topic may be confident in their ability to learn but struggle to see the value in the material beyond their next examination. Conversely, students completing a virtual examination with a standardized patient may see the value in what they are learning but not feel confident in their ability to succeed.
JMIR Med Educ 2025;11:e64179
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The aim of this study is to develop risk calculators that best predict (1) a mother’s risk of having a neonate with abnormal fetal growth (large for gestational age [LGA] or small for gestational age [SGA]); (2) a mother’s risk of having a serious adverse neonatal outcome; and (3) a mother’s risk of developing new metabolic disease after pregnancy (Figure 1).
JMIR Res Protoc 2025;14:e72542
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Furthermore, this simplifies the prediction task to a single time point, making it more feasible to compare multiple models and augmentation strategies. Patients with a chest radiograph within 48 hours before the first elevated e CART score were included in the study. Available anterior-posterior or posterior-anterior views were included in the study cohort.
JMIR AI 2025;4:e67144
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Transcripts were coded by the first author following a template analysis approach [18] with NVivo software (version 14; Lumivero), using a prespecified codebook. The codebook was created according to a hybrid approach, using a deductive approach to generate high-level codes based on the CFIR Codebook Template [15], and an inductive approach to incorporate themes that arose from the data [19].
JMIR Form Res 2025;9:e67624
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For each outer fold, a model was fitted with the best hyperparameters, and a receiver operating characteristic curve was obtained using the outer testing set. Using the Youden index, we determined a probability cutoff value for binary classification in each outer fold. The final performance metric was calculated as the average of the 5 AUROCs from the outer folds.
JMIR Med Inform 2025;13:e64113
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Perinatal depression, a condition common in pregnant women, is higher among adolescent mothers than older mothers [10,11] occurring during pregnancy and up to one year after childbirth. Untreated perinatal depression is a risk for negative health outcomes for mothers and their infants [12].
JMIR Form Res 2025;9:e42406
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For example, a narrative review of an MBC approach in behavioral health clinics found such benefits as significantly improving clinical outcomes, improving symptoms more quickly, and decreasing treatment costs [6].
To this end, the EPI-CAL team chose to design and implement a web-based and tablet app called Beehive.
JMIR Hum Factors 2025;12:e65889
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