Stroke Outcome Measurements From Electronic Medical Records: Cross-sectional Study on the Effectiveness of Neural and Nonneural Classifiers

Bruna Stella Zanotto   ^{1, 2 *} , MSc, PharmD ;   Ana Paula Beck da Silva Etges   ^{1, 3 *} , Eng, MSc, PhD ;   Avner dal Bosco   ^{3 *} , MSc ;   Eduardo Gabriel Cortes   ^{4 *} , MSc ;   Renata Ruschel   ^{1 *} , PT ;   Ana Claudia De Souza   ^{5 *} , MD, PhD ;   Claudio M V Andrade   ^{6 *} , MSc ;   Felipe Viegas   ^{6 *} , MSc ;   Sergio Canuto   ^{6 *} , MSc, PhD ;   Washington Luiz   ^{6 *} , MSc ;   Sheila Ouriques Martins   ^{5 *} , MSc, MD, PhD ;   Renata Vieira   ^{7 *} , MSc, PhD ;   Carisi Polanczyk   ^{1, 2 *} , MSc, MD, PhD ;   Marcos André Gonçalves   ^{6 *} , MSc, PhD

¹ National Institute of Health Technology Assessment - INCT/IATS (CNPQ 465518/2014-1), Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil

² Graduate Program in Epidemiology, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil

³ School of Technology, Pontifícia Universidade Católica do Rio Grande do Sul, Porto Alegre, Brazil

⁴ Graduate Program of Computer Science, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil

⁵ Brazilian Stroke Network, Hospital Moinhos de Vento, Porto Alegre, Brazil

⁶ Computer Science Department, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil

⁷ Centro Interdisciplinar de História, Culturas e Sociedades (CIDEHUS), Universidade de Évora, Évora, Portugal

*all authors contributed equally