SPIRA: Building an Intelligent System for Respiratory Insufficiency Detection
Resumo
Respiratory insufficiency is a medic symptom in which a person gets a reduced amount of oxygen in the blood. This paper reports the experience of building SPIRA: an intelligent system for detecting respiratory insufficiency from voice. It compiles challenges faced in two succeeding implementations of the same architecture, summarizing lessons learned on data collection, training, and inference for future projects in similar systems.
Palavras-chave:
Intelligent Systems Architecture, Respiratory Insufficiency
Referências
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Jonas Boner. 2016. Reactive microservices architecture : design principles for distributed systems. O'Reilly Media. https://cds.cern.ch/record/2229942
Edresson Casanova, Lucas Gris, Augusto Camargo, Daniel da Silva, Murilo Gazzola, Ester Sabino, Anna Levin, Arnaldo Candido Jr, Sandra Aluisio, and Marcelo Finger. 2021. Deep Learning against COVID-19: Respiratory Insufficiency Detection in Brazilian Portuguese Speech. In Findings of the Association for Computational Linguistics: ACL-IJCNLP 2021. Association for Computational Linguistics, Online, 625-633. https://doi.org/10.18653/v1/2021.findings-acl.55
Alistair Cockburn. [n.d.]. Hexagonal architecture. http://alistair.cockburn.us/Hexagonal+architecture
Florian Hollerweger. 2012. Auphonic Blog: Opus, the revolutionary open audio codec for podcasts and internet audio. [link].
Geoff Hulten. 2018. Building Intelligent Systems. Apress. https://doi.org/10.1007/978-1-4842-3432-7
Per Frojdh Randall Gellens, David Singer. 2011. The 'Codecs' and 'Profiles' Parameters for "Bucket" Media Types. https://www.rfc-editor.org/rfc/rfc6381
Sam Richard and Pete LePage. 2020. What are Progressive Web Apps? https://web.dev/what-are-pwas/
Publicado
04/10/2022
Como Citar
FERREIRA, Renato Cordeiro; GOMES, Dayanne; TAMAE, Vitor; WERNKE, Francisco; GOLDMAN, Alfredo.
SPIRA: Building an Intelligent System for Respiratory Insufficiency Detection. In: WORKSHOP BRASILEIRO DE ENGENHARIA DE SOFTWARE INTELIGENTE (ISE), 2. , 2022, Evento Online.
Anais [...].
Porto Alegre: Sociedade Brasileira de Computação,
2022
.
p. 19-22.
DOI: https://doi.org/10.5753/ise.2022.227048.
