A breathing companion robot reduced perceived stress more than audio guidance alone in 14 Ukrainian refugees, with mixed physiological outcomes and three identified breathing patterns.
How breath-control can change your life: a systematic review on psycho-physiological correlates of slow breathing
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On WESAD respiratory data under leave-one-subject-out validation, raw 1D-CNNs reach 96.72% accuracy for stress-vs-rest while grouped respiratory signatures yield higher MCC for baseline (65.34%), amusement (35.69%), and meditation (88.65%).
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NEFFY 2.0: A Breathing Companion Robot: User-Centered Design and Findings from a Study with Ukrainian Refugees
A breathing companion robot reduced perceived stress more than audio guidance alone in 14 Ukrainian refugees, with mixed physiological outcomes and three identified breathing patterns.