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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 breakthrough on SRC
2005-06-10

The Council of the University of the Free State (UFS) today unanimously approved the establishment of a Central Student Representative Council (CSRC)  to ensure the democratic participation of students at its three campuses in the governance of the university.

In a major breakthrough and transformation step for student governance, the Central SRC will include representatives of the main campus in Bloemfontein, the Vista campus and the Qwaqwa campus of the UFS.

The establishment of the Central SRC follows the incorporation of the Qwaqwa campus into the UFS in January 2003 and the incorporation of the Vista campus in Bloemfontein into the UFS in January 2004.

According to Dr Ezekiel Moraka, Vice-Rector: Student Affairs, today’s decision of Council is the result of a lengthy, negotiated agreement between the three campuses. Independent experts facilitated part of the process.

With the establishment of a Central SRC, the UFS has adopted a federal student governance model whereby the CSRC is the highest representative student body on matters of common concern for all students.

However, the three campuses of the UFS will retain autonomous SRC structures for each campus with powers and responsibilities for matters affecting the particular campus.

This arrangement will be reviewed after a year to make allowance for the phasing out of students at the Vista campus, as was agreed in the negotiations preceding the incorporation of that campus into the UFS.

The central SRC will have a maximum of 12 members made up of members of the campus SRCs, including the presidents of these three SRCs. In total, the main campus will have 5 representatives, the Qwaqwa campus will have 4 representatives and the Vista campus will have 3 representatives.

From these 12 members a central SRC president will be chosen on a quarterly basis to represent the general student body at Executive Management, Senate and Council.

In another key decision and significant step forward affecting student governance, the Council also approved amendments the constitution of the Student Representative Council (SRC) of the main campus.  These amendments were the results of deliberations of student organizations, the SRC and the Student Parliament of the UFS main campus.

The amendments to the constitution of the main campus SRC determines that nine of the 18 SRC members must be elected by means of proportional representation and nine on the basis of an individual, first-past-the-post election.

This decision comes in the wake of calls by certain student organizations on main campus for proportional representation to be included as a means of electing student representatives.

The following portfolios of the main campus SRC will be contested by individual candidates on the basis of first past the post:

  • president
  • secretary
  • academic affairs
  • legal and constitutional affairs
  • student development
  • arts and culture
  • men’s internal liaison
  • ladies internal liaison
  • media, marketing and liaison

The following nine portfolios will be contested by affiliated organizations on a proportional representation basis.

  • two vice-presidents
  • treasurerdialogue and associations
  • transformation
  • campus affairs and recreation
  • sport
  • international affairs
  • community service

It also is a breakthrough to have all constitutional changes processed and approved at the June meeting of the Council, with all relevant student organizations having been part of the process and accepting the outcome of the process.

According to the chairperson of the UFS Council, Judge Faan Hancke, today’s unanimous decisions on student governance are an indication of how all UFS stakeholders represented in Council are committed to finding win-win solutions in the interest of the university.

“Once again the UFS has reached another milestone in its transformation and has shown the rest of the country that we are pioneers in the field of reaching intelligent solutions to complex situations,” Judge Hancke said.

According to Dr Moraka, the central SRC constitution will come into effect from the start of the second semester this year.

 MEDIA RELEASE

Issued by: Lacea Loader
    Media Representative
    Tel:  (051) 401-2584
    Cell:  083 645 2454
     E-mail:  loaderl.stg@mail.uovs.ac.za

10 June 2005
 

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