Cluster analysis of weather and pollution features and its role in predicting acute cardiac or cerebrovascular events.

Alberto Testa,Giuseppe Biondi-Zoccai,Sabrina Anticoli,Francesca R Pezzella,Marilena Mangiardi,Alessandro DI Giosa,Giada Marchegiani,Giacomo Frati,Sebastiano Sciarretta,Armando Perrotta,Mariangela Peruzzi,Elena Cavarretta,Achille Gaspardone,Enrica Mariano,Massimo Federici,Rocco A Montone,Angela Dei Giudici,Benedetta Versaci,Francesco Versaci

Minerva medica（2022）

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摘要

Unsupervised machine learning can be leveraged to identify specific days with a unique clustering of adverse weather and pollution features which are associated with an increased risk of acute cardiovascular events, especially cerebrovascular events. These findings may improve collective and individual risk prediction and prevention.

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关键词

Myocardial infarction, Climate, Air pollution, Stroke, Weather

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