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To ensure that the model produced the English translation as intended, we specified that the output should begin with “present illness” and imposed no additional restrictions. To evaluate the quality of the model-generated translations, all translated notes were manually reviewed by the authors (MGK, GH, and JC). Translation errors were classified into three categories: misinterpretation, omission, and addition.
J Med Internet Res 2025;27:e69857
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The guideline offers a well-established and systematic framework to ensure rigor and validity of the cross-cultural adaptation of the Health-ITUES, minimizing potential biases and errors that might arise during the translation and adaptation processes. It also enables comparability with other studies that have followed the same or similar procedures and facilitates a more meaningful synthesis of research findings within the field.
J Med Internet Res 2025;27:e67948
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For these reasons, the SECP was selected for translation and validation into Norwegian in this study, given its established psychometric properties and relevance to clinical education settings [19]. As highlighted by Cheraghi et al [19], the SECP has demonstrated construct validity, internal consistency, and stability, ensuring consistent and reliable measurement of self-efficacy in clinical performance.
JMIR Form Res 2025;9:e68173
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Authors’ Reply: Enhancing AI-Driven Medical Translations: Considerations for Language Concordance
We believe that focusing on a single, effective prompt can streamline the translation process while we explore avenues for improvement in the AI’s capabilities. This could be a productive avenue for future research.
JMIR Med Educ 2025;11:e71721
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Enhancing AI-Driven Medical Translations: Considerations for Language Concordance
Previous research has shown that the nuanced sentence structures and specialized terminology in Mandarin pose challenges for AI models such as Chat GPT, suggesting the need for more refined approaches when using AI for translation in linguistically distinct languages [2].
Being familiar with the Mandarin language, we have firsthand experience with the challenges that come with translating between languages with distinct linguistic structures.
JMIR Med Educ 2025;11:e70420
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Using AI to Translate and Simplify Spanish Orthopedic Medical Text: Instrument Validation Study
However, studies have yet to evaluate AI-enabled textual translation through robust quantitative analysis involving bilingual evaluation understudy (BLEU) analysis [20]. This methodology quantitatively rates machine-translated text against human translation and has been used in clinical studies [21-23].
JMIR AI 2025;4:e70222
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Misinformation was defined as translation errors that distorted the concept presented in the source document. Reviewers indicated the frequency by selecting one of four options: (1) 10. Reviewers also indicated their level of agreement with the statement, “I could provide this to a patient speaking this language,” on a 5-point Likert scale: (1) strongly agree, (2) agree, (3) neutral, (4) disagree, and (5) strongly disagree.
The study adhered to institutional ethical guidelines.
JMIR Med Educ 2024;10:e51435
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We urge interested parties to contact the corresponding author for further information about the translation policies.
We are in close collaboration with organizations such as Public Health England, National Health Service (NHS) Digital, National Institute for Health and Care Excellence (NICE), and the NHS Accelerated Access Collaborative (AAC) and their wider network to ensure that the tool will form part of their health technology assessment pathways.
JMIR Res Protoc 2024;13:e58202
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Cultural and Contextual Adaptation of Digital Health Interventions: Narrative Review
Language translation is a crucial component of cultural adaptation in digital interventions, as language discrepancy and cultural differences in understandings of health or illness often pose barriers to engagement. In cases where an intervention is adapted for a new cultural context, a literal translation can result in poorly constructed sentences, mistranslations, and failure to capture the metaphors and idioms within a language [36].
J Med Internet Res 2024;26:e55130
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Impact of Translation on Biomedical Information Extraction: Experiment on Real-Life Clinical Notes
In this context, our work explores the relevance of a translation step for the recognition and normalization of medical concepts in French biomedical documents.
JMIR Med Inform 2024;12:e49607
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