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14 December 2022 | Story André Damons | Photo André Damons
Dr Michael Pienaar, Senior Lecturer and specialist in the UFS Department of Paediatrics and Child Health being presented to the acting Chancellor by his supervisor Prof Stephen Brown.

A lecturer from the University of the Free State (UFS) says the need to improve the care of seriously ill children is a vital part of reducing preventable deaths and diseases, and this led him to investigate the use of artificial neural networks to develop models for the prediction of patient outcomes in children with severe illness. The study was done for his PhD thesis. 

This forms the basis for the PhD thesis of Dr Michael Pienaar, Senior Lecturer and specialist in the UFS Department of Paediatrics and Child Health, called, The Development and Validation of Predictive Models for Paediatric Critical Illness in Children in Central South Africa using Artificial Neural Networks. His thesis reports the development and testing of several machine learning models designed to help healthcare workers identify seriously ill children early in a range of resource-limited settings. Combining a systematic literature search and Delphi technique with clinical data from 1 032 participants, this research led to significant progress towards implementable models for community health workers in clinical practice.

Care for critically ill children is a mission and calling 

Dr Pienaar graduated with a PhD specialising in Paediatrics on Monday (12 December) during the Faculty of Health Sciences’ December graduation ceremony. It took him three years to complete this degree. His supervisor was Prof Stephen Brown, Principal Specialist and Head of the Division of Paediatric Cardiology in the Department of Paediatrics and Child Health in the Faculty of Health Sciences at the UFS. Prof Nicolaas Luwes and Dr EC George were his co-supervisors. 

“I have been working in paediatric critical care since 2019 and see the care of critically ill children as my mission and calling in life. At the outset of the project, I was interested in approaches to complex phenomena and wanted to investigate new methods for tackling these in healthcare. 

“I have been interested in technology since childhood and in collaborating with other disciplines since I joined the university in 2019. Machine learning seemed like a great fit that could incorporate these interests and yield meaningful clinical results,” explains Dr Pienaar the reason why he chose this topic for his thesis.

He hopes that, in time, this work will lead to the implementation of integrated machine learning models to improve care and clinical outcomes for children in South Africa. From a scholarship perspective, he continues, his hope is that this work draws interest to this field in clinical research and encourages a move towards incorporating these new methods, as well as skills in areas such as coding and design in the armamentarium of a new generation of clinicians.

Medicine chooses you

According to Dr Pienaar, he always had broad interests, of which medicine is one. “I am very grateful to have found my way in medicine and am humbled and privileged to be allowed to walk with children and their families on a difficult and important journey. I believe this profession will choose you and put you where you are needed if you give it time and are prepared to listen.”

He describes graduating as a complicated ending to this period of his life and the beginning of a next chapter. He was humbled by the graduation ceremony. 

“It was wonderful to graduate with undergraduates and postgraduates in my profession – I felt great pride and solidarity joining these new colleagues and specialists in taking the oath. I am certainly relieved, proud, excited, and happy. I am also very grateful to the university, my promotors, colleagues, friends, and family for supporting me through this process. I must confess, it is also slightly bittersweet, I loved working on this and do miss it, but look forward to the next exciting project. 

“I would like to thank my Head of Department, Dr (Nomakhuwa) Tabane, my supervisors, my family and friends once again. I would also like to acknowledge and thank the National Research Foundation (NRF) as well as the University of the Free State for their assistance with funding this research.”

News Archive

UFS enhances Geography in schools
2015-05-11

The Green Box

The Department of Geography at the University of the Free State (UFS), in association with the Society of South African Geographers (SSAG), is doing their part in providing curriculum support to schools. Dr Ruth Massey and Anneri Pretorius are the project managers of Green Box, an initiative to advance Geography in schools.

The Green Box supports the intermediate phase of schooling (Grades 4, 5, 6). According to Dr Massey, the worksheets and activities provided in the Green Box are aligned with the Curriculum and Assessment Policy Statements (CAPS) and the new curriculum. “These worksheets are divided into three themes: map work, physical Geography, and human Geography.

“Map work includes symbols and keys, grid references, and compass work whilst physical Geography focuses on water and waste, biodiversity and conservation, and weather and climate issues. The human Geography theme has a focus on population, rural and urban development, migration, food and farming, and transport and trade,” she said.

Each worksheet has a fact sheet section which teaches theory on the specific topic (linked to the curriculum), an activity section (all resources needed for these activities are provided in the box), and a ‘take it home’ section for further learning and practice at home.

The Green Box is a recycled plastic crate that comprises worksheets, training materials, visual aids, and resources for teaching, learning, and active engagement in Geography classes.

Also included in the box are a felt story board and characters (that link with the worksheet activities), the ‘Climate Change memory game’ (which enhances learner’s memory capabilities and teaches various climate change facts) and the ‘Sustainable Development puzzle game’ (which teaches about the social, biophysical, economic, and political elements of Sustainable Development, and how they overlap).

“All items in the box are locally sourced, robust, and without copyright,” said Dr Massey.

The project is focusing on 10 under-resourced schools in the Bloemfontein area. Each school has received three boxes (one for each grade of the Intermediate Phase).

Dr Massey said: “This box is to be shared among the teachers. The Green Boxes were distributed at a training and information workshop held at three central schools in the various districts. These workshops introduced the teachers to the contents of their box, and provided basic training on the worksheets and the activities provided.”

“The schools will be joined up with ‘Box Buddies’ at more resourced schools in Bloemfontein. These buddy schools will assist in support and in replenishing the box’s stationery, etc. when needed.”

“Monitoring and evaluation will take place for six months after the boxes have been distributed. This will ensure support to, and the sustainability of, the project.” The Green Box project was made possible through a grant from the Society of South African Geographers (SSAG).

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