ICU staffing feature phenotypes and their relationship with patients' outcomes: an unsupervised machine learning analysis.

Autor: Zampieri FG; Graduate Program in Translational Medicine, Department of Critical Care, D'Or Institute for Research and Education, Rua Diniz Cordeiro, 30. Botafogo, Rio De Janeiro, 22281-100, Brazil.; Research Institute, HCor-Hospital do Coração, São Paulo, Brazil., Salluh JIF; Graduate Program in Translational Medicine, Department of Critical Care, D'Or Institute for Research and Education, Rua Diniz Cordeiro, 30. Botafogo, Rio De Janeiro, 22281-100, Brazil.; Department of Research and Development, Epimed Solutions, Rio De Janeiro, Brazil., Azevedo LCP; ICU, Hospital Sírio Libanês, São Paulo, Brazil., Kahn JM; Clinical Research, Investigation, and Systems Modeling of Acute Illness (CRISMA) Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.; Department of Health Policy & Management, University of Pittsburgh Graduate School of Public Health, Pittsburgh, PA, USA., Damiani LP; Research Institute, HCor-Hospital do Coração, São Paulo, Brazil., Borges LP; Department of Research and Development, Epimed Solutions, Rio De Janeiro, Brazil., Viana WN; ICU, Hospital Copa D'Or, Rio De Janeiro, Brazil., Costa R; ICU, Hospital Quinta D'Or, Rio De Janeiro, Brazil., Corrêa TD; Adult ICU, Hospital Israelita Albert Einstein, São Paulo, Brazil., Araya DES; ICU, Hospital Santa Paula, São Paulo, Brazil., Maia MO; ICU, Hospital Santa Luzia Rede D'Or São Luiz DF, Brasília, Brazil., Ferez MA; ICU, Hospital São Francisco, Ribeirão Preto, Brazil., Carvalho AGR; ICU, UDI Hospital, São Luís, Brazil., Knibel MF; ICU, Hospital São Lucas, Rio De Janeiro, Brazil., Melo UO; ICU, Hospital Estadual Alberto Torres, São Gonçalo, Brazil., Santino MS; ICU, Hospital Barra D'Or, Rio De Janeiro, Brazil., Lisboa T; ICU, Hospital Santa Rita, Santa Casa de Misericórdia de Porto Alegre, Porto Alegre, Brazil., Caser EB; ICU, Hospital Unimed Vitoria, Vitoria, Brazil., Besen BAMP; ICU, Hospital da Luz, Vila Mariana, São Paulo, Brazil., Bozza FA; Graduate Program in Translational Medicine, Department of Critical Care, D'Or Institute for Research and Education, Rua Diniz Cordeiro, 30. Botafogo, Rio De Janeiro, 22281-100, Brazil.; Instituto Nacional de Infectologia Evandro Chagas, Fundação Oswaldo Cruz, Rio De Janeiro, Brazil., Angus DC; Clinical Research, Investigation, and Systems Modeling of Acute Illness (CRISMA) Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.; Department of Health Policy & Management, University of Pittsburgh Graduate School of Public Health, Pittsburgh, PA, USA., Soares M; Graduate Program in Translational Medicine, Department of Critical Care, D'Or Institute for Research and Education, Rua Diniz Cordeiro, 30. Botafogo, Rio De Janeiro, 22281-100, Brazil. marciosoaresms@gmail.com.

Publikováno v: Intensive care medicine [Intensive Care Med] 2019 Nov; Vol. 45 (11), pp. 1599-1607. Date of Electronic Publication: 2019 Oct 08.