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The improved prediction performance obtained by the FSNN-LGBM makes it a flexible and effective PPI prediction model. The COVID-19 pandemic has led to the widespread adoption of video calling. A parallel growth in aesthetic surgery demand has been documented. To identify associations between video call engagement and aesthetic surgery attitudes. We distributed a cross-sectional survey via Amazon Mechanical Turk in November 2020. Respondents were asked to report their time spent video calling, video calling applications and features (eg,