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Redefining obstructive sleep apnea diagnosis: An attention augmented CNN-BiLSTM hybrid alternative to traditional PSG testing | Synapse
March 3, 2026
Open Access
Redefining obstructive sleep apnea diagnosis: An attention augmented CNN-BiLSTM hybrid alternative to traditional PSG testing
RR
Rishita Rathore
HL
Harsh Lakdawala
NZ
Nilima Zade
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Puntos clave
The hybrid cnn-bilstm model improves diagnosis accuracy for obstructive sleep apnea.
Testing showed an accuracy increase of up to 20% compared to traditional PSG tests.
Observation conducted using a novel hybrid model on sleep data collected from participants.
Findings highlight the potential benefits of using advanced algorithms for sleep apnea diagnosis.
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Rathore et al. (Thu,) studied this question.
synapsesocial.com/papers/69a75e39c6e9836116a28a3c
https://doi.org/https://doi.org/10.1016/j.mex.2026.103808