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Development of machine learning models predicting mortality using routinely collected observational health data from 0-59 months old children admitted to an intensive care unit in Bangladesh: critical role of biochemistry and haematology data.

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作者单位: Nutrition Research Division, International Centre for Diarrhoeal Disease Research, Bangladesh, Dhaka, Bangladesh subhasish.das.bd@gmail.com.;Liggins Institute, University of Auckland, Auckland, New Zealand. [1] The Center for Computational Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada.;Department of Computer Science, University of Toronto, Toronto, Ontario, Canada.;Translational Medicine Program, The Hospital for Sick Children, Toronto, Ontario, Canada.;James M. Anderson Center for Health Systems Excellence, Cincinnati Children's Hospital Medical Center and University of Cincinnati School of Medicine, Cincinnati, Ohio, USA. [2] Department of Global Health, Amsterdam Institute for Global Health and Development, Amsterdam, Netherlands. [3] Nutrition Research Division, International Centre for Diarrhoeal Disease Research, Bangladesh, Dhaka, Bangladesh. [4] The Center for Computational Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada.;Department of Nutritional Sciences, University of Toronto, Toronto, Ontario, Canada. [5] The University of Queensland Poche Centre for Indigenous Health, Saint Lucia, Queensland, Australia. [6] Nutrition Research Division, International Centre for Diarrhoeal Disease Research, Bangladesh, Dhaka, Bangladesh.;Division of Nutritional Sciences, Cornell University, Ithaca, New York, USA. [7] Faculty of Science, Department of Computer Science, Vrije University, Amsterdam, The Netherlands. [8] Athena Institute, Vrije Universiteit Amsterdam, Amsterdam, Netherlands. [9] Department of Nutritional Sciences, University of Toronto, Toronto, Ontario, Canada.;Centre for Global Child Health, Hospital for Sick Children, Toronto, Ontario, Canada. [10] Department of Global Health, Amsterdam Institute for Global Health and Development, Amsterdam, Netherlands.;Amsterdam UMC, University of Amsterdam, Amsterdam Centre for Global Child Health & Emma Children's Hospital, Amsterdam, The Netherlands. [11]
DOI 10.1136/bmjpo-2023-002365
PMID 39038911
发布时间 2024-09-20
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