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28 December 2020 | Story André Damons | Photo Supplied
Dr Michael Pienaar is a lecturer in the University of the Free State’s (UFS) department of Paediatrics and Child Health.

A lecturer from the University of the Free State’s (UFS) department of Paediatrics and Child Health is investigating the use of artificial neural networks to develop models for the prediction of patient outcomes in children with severe illness.

Dr Michael Pienaar, senior lecturer and specialist, is conducting this research as part of his doctoral research and the study deals primarily with the development of models that are designed and calibrated for use in South Africa. These artificial neural networks are computer programs designed to mimic some of the learning characteristics of biological neurons.

The potential applications of models

According to Dr Pienaar these models have traditionally been developed in high-income nations using conventional statistical methods.

“The potential applications of such models in the clinical setting include triage, medical research, guidance of resource allocation and quality control. Having initially begun this research investigating the prediction of mortality outcomes in the paediatric intensive care unit (PICU) I have broadened my scope to patients outside of PICU, seeking to identify children early during their illnesses who are at risk of serious illness requiring PICU,” says Dr Pienaar.

The research up until now has been directed towards the identification of characteristics that are both unique to children with serious illness in South Africa, but also accessible to clinicians in settings where expertise and technical resources are limited.

Research still in the early changes

The research is still in its early stages but next year a series of expert review panels will be held to investigate the selection of variables for the model, after which the collection of clinical data will begin. Once the data has been collected and prepared, a number of candidate models will be developed and evaluated. This should be concluded by the end of 2022.

Says Dr Pienaar: “The need to engage with the rapid proliferation of technology, particularly in the realms of machine learning, mobile technology, automation and the Internet of Things is as great in medical research now as it is in any academic discipline.

“It is critical that research, particularly in South Africa, engage with this in order to take advantage of the opportunities offered and avoid the dangers that go paired with them. Together with the technology as such, it has been essential to pursue this project as an interdisciplinary undertaking involving clinicians, biostatisticians and computer engineers.”

Hope for the research  

Dr Pienaar says he was very fortunate and grateful to be the recipient of a generous interdisciplinary grant from the UFS which has allowed him to procure software and equipment that is critical to this project.

“The hope for this research is that the best performing of these models can be integrated with a mobile application that assists practitioners in a wide range of settings in the identification, treatment and early referral of children at high risk of severe illness. I would like to expand this research project to include other countries in Africa and South America and to use it as a bridge to collaboration with other clinical researchers in the Global South,” says Dr Pienaar.

As an early career researcher, Dr Pienaar hopes that this research can serve as a platform to build a body of research that uses the rapid technological advances of these times together with a wide range of collaborations with other disciplines in the pursuit of better child health.

He concludes by saying that he has had excellent support thus far from his supervisors, Prof Stephen Brown (Faculty of Health Sciences, UFS), Dr Nicolaas Luwes (Faculty of Computer Science and Engineering, Central University of Technology) and Dr Elizabeth George (Medical Research Council Clinical Trials Unit, University College London). I have also been supported by the Robert Frater Institute in the Faculty of Health Sciences.

News Archive

UFS responds to concerns around high costs of higher education
2015-10-15

 

Dear Students

UFS responds to concerns around high costs of higher education

There is an understandable and shared concern among students in the country around the high costs of higher education. As you know, this also is a matter of deep concern on our campuses, which the University of the Free State (UFS) has made a priority in discussions with student leaders - and through new strategies to relieve the burden of costs on poor students and their families. In fact, in the past two weeks, the UFS leadership has again engaged students on the matter of fees in the future.

This is what we have done so far. We have maintained our position as one of the universities with the lowest tuition fees in the country. As you would have seen from recent newspaper reports on the cost of a degree at various institutions over the past five years, the UFS has had consistently low fees. This is not an accident; both the University Council and the executive leadership of the UFS is of one mind that we must offer a high quality education at minimum cost to all our students, despite the rising costs of operating a large multi-campus university with 30 000 students. Our commitment to you is to continue to keep those costs to students as low as possible, without compromising on the quality of education.

In addition, we took a decision earlier this year to become the first university to drop application fees for first-year students. We are proud of that achievement, since so many students fall at this first hurdle as they contemplate post-school education and training. We also waived registration fees for postgraduate students and now Research Master’s and PhD students can study tuition free under certain conditions. We raised more than R60 million from the private sector to enable talented students, who do not receive NSFAS funding, to complete their degree studies at the UFS. We set aside some of the university’s own funds to enable even more students to access finance for their studies. And we now have a special office set aside to counsel and assist students to apply for more than one scholarship to support their studies. The university does not follow a policy of maximizing exclusions. It has endeavoured and succeeded to turn around the majority of its potential deregistration cases. During 2015 we had 2 700 students at the risk of being de-registered, but our serious efforts resulted in only over 200 instances of exclusion we could not mitigate. As is the practice for the past few years, these students’ debt for 2015 has been reversed.

But, we do not only look for funds from outside to support our students. Last year we set up a Staff Fund to which ordinary members of the academic and support staff can contribute from their own, and sometimes very modest, salaries to enable Kovsie students to finish their degrees. We have volunteers who work on the No Student Hungry (NSH) Bursary Programme to raise funds for students who cannot afford a regular meal. We have an open line to rural and township schools to nominate poor students with good results for support by the Rector’s Fund, and some of those students are now in their final year of studies. And many of our staff support individual students in their homes and with their families, without being asked to do so. This is what we call the Human Project and it remains central to the way in which we deal with students.

We will of course continue to make representation to government, the private sector, and individuals to increase funding, especially for first-generation students, and for families where more than one student is at university. We will continue to take to the road to raise funds from companies and foundations to finance our students. We will expand on-campus opportunities for limited working hours for students who wish to earn some money to support their studies. As we have said often before, no student who passes all their courses or modules will be turned away simply because they do not have the funds to study.

The UFS discusses and agrees to fee increases with our students well in advance of the next academic year. None of these decisions are taken without the agreement of the student leadership and thus far these engagements, while tough, have always been done in good faith and with the students’ interests at heart.

It is important for you to know that, with the declining government subsidy, in real terms, and the expanding needs of our students, we will not be able to keep the university running without fees - even though this source of revenue comes mainly through scholarships and bursaries. We need to compensate staff, purchase new library books and renew journal subscriptions (which is very difficult given the low value of the Rand), upgrade computers and software, pay rates and taxes, purchase laboratory equipment, pay the water and electricity bills, expand internet services, upgrade campus security, and hire more academics to keep class sizes reasonably small. It is important for you to know that the university has managed to avoid increasing student fees as a result of much higher municipal rates. Our lecturers are not the highest paid in the country and financially we run a tight ship. We consistently achieve unqualified audits and we are known to be one of the universities that manage its NSFAS contributions with great efficiency. We do this because of our commitment to ensure that our students are able to enjoy a high quality of education on a stable campus where there is a deep respect for all campus citizens.

Despite all these efforts, the most important message we wish to communicate, is that the door remains open for continued discussion with student leaders as we continue to find ways of keeping university education open and accessible to all qualifying students. At the same time, the UFS leadership is involved in discussions with government about how to best manage the escalating cost of higher education for our dents.

Thank you for your support and understanding at this time and be assured, once again, of our commitment to students as a matter of priority to the university leadership.

Best regards

Prof Jonathan Jansen
Vice-Chancellor and Rector

University of the Free State
19 October 2015

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