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For each batch, the loss is defined as:
where p^(si|S\mask) represents the probability that the model predicts the element si at the ith masked position, given all the sequence information except for the masked positions.
We consider the task of AIS code prediction as a multivariate labeling classification task, where the BERT model is used to predict the AIS codes for each instance in the input sequence.
JMIR Form Res 2025;9:e67311
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An Exergames Program for Adolescents With Type 1 Diabetes: Qualitative Study of Acceptability
JMIR Diabetes 2025;10:e65665
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Novel Blended Learning on Artificial Intelligence for Medical Students: Qualitative Interview Study
JMIR Med Educ 2025;11:e65220
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Using the keywords “Dengue,” “dengue,” “Mozzie,” “mozzie,” “mosquito,” “breed,” “wolbachia,” “Wolbachia,” “aedes,” “BLOCK,” “B-L-O-C-K,” “SAW,” “S-A-W,” “#mozziewipeout,” “#Mozziewipeout,” “repellent,” “insecticide,” “vase,” “pails,” “pot,” and “soil,” we crawled Facebook posts of the 5 Singapore governmental institutions. We used the Python Web Crawler to crawl the Facebook posts, starting from January 1, 2020.
JMIR Form Res 2025;9:e66954
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