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Similarly, Yang et al [27] used MTL with a BERT-based model to incorporate time-perspective cues for suicidal ideation detection on the CEASE dataset.
Despite these advances, key limitations persist. First, most studies rely on English-language data. Furthermore, text-based models are often trained on social media content [25,30,45], while audio models rely on public datasets [26-29,31,44,46] that may lack relevance to real-world clinical scenarios, thereby potentially limiting their applicability.
JMIR Med Inform 2025;13:e66907
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Researchers SJ and X Yang conducted a comprehensive search across 6 databases—Pub Med, CINAHL, Psyc INFO, Embase, Cochrane Library, and Web of Science—as well as a manual search of relevant references. The search spanned each database from its inception to August 2024 and was restricted to studies published in English.
JMIR Mhealth Uhealth 2025;13:e68834
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Correction: Quality Assessment of Videos About Dengue Fever on Douyin: Cross-Sectional Study
JMIR Infodemiology 2025;5:e85305
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