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22 June 2020 | Story Andre Damons | Photo Anja Aucamp
Herkulaas Combrink.

A lot can be said about forecasting and modelling, its accuracy, and how it works. Forecasting and modelling provide any decision-maker with plausible predictions or outcomes to give some kind of estimated consequence. Without this field of science, planning would be difficult, as one would simply make decisions without knowing what might potentially happen to a specific cohort, market, or product. Forecasting as a concept can be seen as a set of mathematical, statistical and/or computational tools applied to a set of assumptions about something.

This is according to Herkulaas Combrink of the Centre for Teaching and Learning at the University of the Free State (UFS) and PhD candidate in Computer Science at the University of Pretoria (UP), following the South African government’s modelling of how many people would contract COVID-19 and die, which has come under fire in recent times – with one expert saying it was “flawed and illogical and made wild assumptions”. 

Combrink is of the opinion that South Africa – by using the MASHA Consortium – is using the best minds that the country has to offer. The fact that the leadership took a pragmatic stance and reached out to the scientific community has mitigated a medical disaster in a healthcare system that was not ready a few months ago.

“The government is looking at as many models as they can, but is working very closely with MASHA and the CSIR” says Combrink, who has been involved in clinical surveillance, and also forms part of the modelling team during his secondment to the Free State Department of Health. 

Prof Shabhir Madhi, the former head of the SA National Institute for Communicable Diseases (NICD), recently said that the initial modelling and fatality estimates were “back-of-envelope calculations”.

According to a news report, the government’s initial model also predicted that 600 COVID-19 patients would need treatment in intensive care units (ICU) in SA by April 1. But by April 18, the last publicly released figures showed that there were 32 COVID-19 patients in ICU.

Tried-and-tested models
The models currently used are tried-and-tested epidemiological models, mathematical models, and economic forecasting models that have been used in the past. It has now been calibrated to the specifications that we know of this disease, which come from publications. The reason why you would use more than one model is to compare models retrospectively, so that you can see what is going on.

“The government immediately reached out to the best minds in the country, and with the aid of the consortium, took a stance to throw scenarios at the different models and stress test them so that they could know that they are using the best possible models to assist in resource management and decision-making. If government responded in a different way and didn’t reach out, we might not have had a lockdown and subsequently would probably have been in a different position where the country wouldn’t be ready.” 

“We can say with a high degree of confidence that the lockdown really helps to ease and flatten the curve in the country. In light of flattening the curve, the right decisions have been made,” says Combrink.

COVID-19 still new
Unfortunately, says Combrink, during the COVID-19 pandemic, there was not enough information related to the disease assumptions and it lacked the rigour and perfection associated with the already existing prediction models. Although it may feel like a lifetime, the first COVID-19 case was only reported in December 2019. Add to this that not all the parameters related to the disease were known in January, it was challenging to determine all the ‘ins and outs’ of this disease. 

“Luckily, the mathematics and statistics of an outbreak have been extensively studied, and as a result, we only needed to use the correct parameters to estimate the spread of the disease in some of the outbreak models. The Minister of Health, Dr Zweli Mkhize, and the national modellers led by Dr Harry Moultrie, were transparent with not only their projections, but also how they derived their conclusions and what parameters they used,” says Combrink.

The most important thing in modelling is to calibrate according to what is known about the disease and people, explains Combrink. “It is impossible to predict people and a disease100% accurately, because you don’t always know how a virus will react to every single person’s body and you can’t predict human behaviour.” 

“So, there is a certain degree of error and a certain degree of confidence that lies within each model, and that is why you evaluate these models on a regular basis. And this is important. You will never be able to say this is the exact number. Just like the weather. If the weather patterns were predicted to be 12 degrees tomorrow, and it turns out to be 16 degrees, you at least packed a jersey. You knew it was going to be cold. The chances that the weather predicts that it will be 12 and it turns out to be 57 degrees, is virtually zero. It gives you more or less an indication what to prepare for

Models are useful, but can also be wrong
Combrink says if you want to apply any model, you need to understand the assumptions and the limitations of the models. Given a certain set of criteria – what are the assumptions you are making and what are the expected outcomes – you can only act according to that. He says, as time goes by, we can now see that there are some models that yield much better results because we can now compare what was predicted two months ago and what is actually happening. 
 “Some models are useful. We can get a better understanding of the pandemic’s possible trajectories or gain an understanding of the impact that different interventions have made. Models are used for decision-making. These decision-making strategies can save lives. That is the purpose of models and modelling during these times.”

Combrink uses the weather forecast to explain how modelling works and that models can be wrong. “Yes, models are wrong all the time. Take the concept of weather as an example. How many times has the weather forecast predicted that there is an 80% chance of rain, and then it doesn’t rain? Models can give you a certain degree of confidence in an outcome related to a specific event or scenario, so that you, with some degree of confidence, can go forth and plan accordingly.” 

“However, models can’t tell you what exactly will happen tomorrow, or the day after. It is not a crystal ball, and it is not a mirror into the future, but it can give you an indication of what is likely possible related to a specific scenario if you used the right variables. Let us consider that there is an 80% chance of rain in the weather forecast; will you a) go to work without an umbrella or b) with an umbrella? If it doesn’t rain, you are at least prepared for the rain because you took your umbrella. If you didn’t take the umbrella and it does rain, you may run into trouble because you did not appreciate the warning of the weather forecast. I think it is this concept that makes modelling so powerful. You can use it as a tool to prepare for things, in the event that it does happen, with a certain degree of confidence. Just like the previous example, there is also a 20% chance that it might not rain, but wouldn’t you want to be prepared?” explains Combrink. 
 
Models are tools that can be used to base decisions on
No one truly knows how the pandemic will play out, and according to Combrink, it can be said with a high degree of confidence that if nothing is done about the pandemic, we know how it would turn out from a healthcare perspective. 
“If you look at some of the global projections they gave months ago (in January and February) and compare it to what they said for March and April, you can see that they predicted, with a fairly good degree of confidence, what actually happened in certain countries. We have a good idea in terms of numbers and how it will play out, but what we will never know is what the impact will be on the socio-economic status of a person, the economy, and the impact on other diseases.”

“We do not know what is going to happen when it comes to mental health and COVID-19, for example. This is why modelling is a multidimensional approach, requiring inputs from various fields. Models can help us in the same way the weather forecast does. It is a tool that we can use to base certain decisions on, to be more prepared, because without it we won’t know to pack an ‘umbrella’ if it is predicted to rain or pack a ‘jersey’ if it is projected to cool down.”

News Archive

Volksblad: Moshoeshoe Memorial Lecture
2006-05-27

27 Mei 2006

Moshoeshoe het mense saamgebind
KONING MOSHOESHOE kon bewys dat verskeidenheid ’n bindende eienskap kan wees. Dit blyk ’n sleutelbeginsel van sy leierskap te wees – en dit is nie ’n maklike een om te begryp nie.

Jy bereik die grootste eenheid tussen onderskeidende entiteite waar jy relatief vrye ruimte aan hulle gee om hul eiesoortige kenmerke na vore te bring.

Dít blyk uit prof. Njabulo Ndebele se gedenklesing oor koning Moshoeshoe.
Lesotho; het; onder Moshoeshoe se leierskap mense van verskeie dele van die subkontinent gelok.
Dié mense het hierheen gevlug van die verwoesting wat as lifaqane bekend geword het toe Shaka sy koninkryk met militêre onderwerping verstewig het.

Ndebele het gesê daar is algemene ooreenkoms dat die oorloë wat hieruit gespruit het, die maatskaplike grondslae van talle samelewings in Suider-Afrika geskud het.

“Dit was in dié konteks dat Moshoeshoe leierskap getoon het.”
Prof. Frederick Fourie, rektor en visekanselier van die Universiteit van die Vrystaat (UV), het gesê die lesing vorm deel van ’n groter debat oor leierskapmodelle, veral die konsep van Afrika-leierskap, en die voortgesette diskoers oor nasiebou en versoening.

Die Moshoeshoe-projek is in 2004 aan die UV begin om met Suid-Afrika se eerste dekade van demokrasie saam te val.
Die projek was deel van die UV se eeufeesvieringe in 2004.
Met dié projek word geprobeer om ’n groot Afrika-leier te vereer en die UV se verbintenis tot transformasie te toon sodat ’n ware inklusiewe en nie-rassige universiteit geskep kan word.

“As die stigter van die Basoeto-nasie, word daar wyd erkenning aan koning Moshoeshoe vir sy buitengewone leierskapstyl gegee.

“Diplomasie, versoening en vreedsame naasbestaan is van die kenmerke van sy leierskap, soos getoon in sy pogings om verskillende groepe in een nasie te verenig,” sê Fourie.

KONING MOSHOESHOE, een van Afrika se eertydse groot leiers. Hy is meer as 130 jaar gelede dood. Foto: verskaf

Waarde van openbare spraak ‘nou bedreig’
AANDUIDINGS bestaan dat die waarde van openbare spraak wat hoog deur koning Moshoeshoe van Lesotho op prys gestel is, nou onder ernstige bedreiging kan wees.

Om dié rede dra hy die koning Moshoeshoe-gedenklesing op aan al dié mense in Suid-Afrika en elders wat die moed het om hul oorwoë mening uit te druk oor belangrike sake wat die samelewing in die gesig staar, het prof. Njabulo Ndebele, visekanselier van die Universiteit van Kaapstad, gesê.

Ndebele, wêreldbekende skrywer, het gesê dié lesing kom op ’n kritieke punt in Suid-Afrika se nuwe demokrasie.
Dié lesing, om die buitengewone nalatenskap van een van Afrika se groot leiers te eer, is eergisteraand op die kampus van die Universiteit van die Vrystaat (UV) gelewer en het ’n staande toejuiging deur ’n groot gehoor uitgelok.

Ndebele het gesê die mense wat hul menings uitdruk oor belangrike sake, kan rubriekskrywers, redakteurs, kommentators, alle soorte kunstenaars, akademici, koerantbriefskrywers, nie-gewelddadige optoggangers met plakkate en strokiesprentkunstenaars wees “wat ’n spieël voor ons oë sit”.

“Selfs wanneer hulle dit waag op heilige gebied, soos sommige strokiesprentkunstenaars onlangs gedoen het, herinner hulle ons net dat selfs die heilige misbruik kan word vir doeleindes wat min met heiligheid te doen het.

“Dit is hul manier om ons te help, dalk meer diepsinnig as wat ons besef, om daardie einste ruimte van heiligheid in ons lewe te bewaar.

“Hulle verdiep ons insigte deur ons begrip te verdiep.
“Dit is gepas om hul dapperheid te vier,” het Ndebele gesê.
“Hulle herinner ons dat leierskap nie al is wat ons doen wanneer ons in ’n sekere magsposisie geplaas is om ’n organisasie of ’n sekere instelling te stuur nie.”

Hy het gesê onder die mense wat gevier moet word, sluit hy nie dié in wat deur haatspraak ander aanhits om geweld te pleeg; teen; mense; wat hul andersdenkende menings lug nie.

“Dit is nie met dapperheid dat hulle aanhits nie, maar weens hul toevlug tot die narkotiese beskerming van die skare.”

Mense voel glo ál kwesbaarder
Vise-kanselier lewer Moshoeshoe-gedenklesing
’n TOENEMENDE aantal hoogs intelligente, sensitiewe en toegewyde Suid-Afrikaners oor die klas-, ras- en kulturele spektrum heen bely dat hulle – soos nog nooit tevore nie – onseker en kwesbaar voel sedert 1994.

Só het prof. Njabulo Ndebele, vise-kanselier van die Universiteit van Kaapstad, gesê in die Universiteit van die Vrystaat (UV) se eerste koning Moshoeshoe-gedenklesing.

Die onderwerp was Reflections on the leadership challenges in South Africa.
Wanneer ontembare optimiste beken hulle voel dinge is van stryk, versprei die naarheid van angs. “Dit moet iets te doen hê met ’n ophoping van gebeure wat die gevoel van dreigende inploffing oordra.”

’n Gevoel heers dat Suid-Afrika ’n baie komplekse samelewing het wat liewer eenvoudige, gesentraliseerde beheer voortbring in die hoop dat dienslewering dan beter en vinniger gedryf kan word. Die kompleksiteit van beheer word dan in ’n enkele struktuur van gesag gevestig, eerder as in die afgewentelde strukture soos wat in die Grondwet beoog word.

Dat die afgewentelde strukture nie hul grondwetlik-gedefinieerde rolle verwerklik nie, moenie toegeskryf word aan die mislukking van die beheermeganisme nie.

“Dit is te vroeg om te sê dat wat ons sedert 1994 bereik het, nie gewerk het nie,” het Ndebele gesê.
Dit lyk of ’n kombinasie van omstandighede tot die “gevoel van ontknoping” lei.
“Ek wil dit vermy om te sê: ‘Kyk na Khutsong’, asof u sal verstaan wat ek bedoel wanneer ek sê u moet na Khutsong kyk.”
Sulke kennis lei tot wanhoop, want dit roep ’n werklikheid op wat só oorweldigend is dat dit fatalisties kan wees.
Ndebele het gesê niks kon meer vreesaanjaend wees as toe ’n komplot van die Boeremag oopgevlek en sekere Boeremaglede aangekeer is nie.

Sekere Boeremaglede het van ’n maksimum-sekuriteit-tronk ontsnap. “Sover ek weet, is hulle nie weer gevang nie.
“Wat is gedoen om die gaping te oorbrug?” was een van sy vrae hieroor.
“Van só ’n belangrike saak weet die publiek nie baie nie. Die karige kommunikasie kan die gevaarlike boodskap uitdra dat óf niks gedoen word nie, óf die staat in dié saak misluk.”

Hy het gevra: “Hoekom het die kwessie van munisipale afbakening tot die situasie in Khutsong gelei? Dit lyk of die probleem voortgaan, sonder ’n oplossing in sig.”

’n Aantal soortgelyke, oënskynlik plaaslike rebellies het oor die land heen plaasgevind. “Is hier ’n patroon?”
Ndebele het na die onlangse verhoor van oud-adj.pres. Jacob Zuma, wat van verkragting aangekla was, verwys.
Dié drama blyk ver van oor te wees. Dit beloof “om ons almal sonder verligting te hou, in ’n toestand van angs”.
Die gemene draad van dié gebeure is die gevoel van ’n oneindige spiraal van probleme wat vertroue tap. Daar kan ’n sterk suggestie in al dié gebeure wees “dat ons dalk nooit sosiale samehang in Suid-Afrika gehad het nie...”

“Wat ons sekerlik oor dekades gehad het, is ’n mobiliserende visie. Kan dit wees dat die mobiliserende visie onder die gewig van die werklikheid en omvang van maatskaplike heropbouing kraak en dat die legitieme raamwerk om oor dié probleme te debatteer ineenstort?”

‘Swart mense staar hulself in die gesig’
DIE swart meerderheid staar homself nou in die gesig: dalk werklik vir die eerste keer sedert 1994.
Só het prof. Njabulo Ndebele gesê toe hy die koning Moshoeshoe-gedenklesing by die Universiteit van die Vrystaat in Bloemfontein gelewer het.

Hy het gesê dit lyk of Suid-Afrika ’n meganisme nodig het om selfvertroue te bou.
Deur dié meganisme “kan ons die situasie waarin ons is, erken, wat dit ook al is”.
“Ons het ’n meganisme nodig wat die verskillende posisies van die mededingers sal bevestig en hul eerlikheid sal bekragtig op ’n manier wat die publiek vertroue sal gee dat werklike oplossings moontlik is.”

Dit is dié soort “openheid wat nooit maklik kom nie”, wat lei tot deurbraak-oplossings.
Ndebele het gesê ’n komplekse demokrasie soos Suid-Afrika s’n kan nie oorleef met ’n enkele gesag nie.
Net veelvuldige owerhede binne ’n grondwetlike raamwerk “het ’n ware kans”.
“Kan ’n deel van die probleem wees dat ons nie in staat is om die idee van ‘opposisie’ te hanteer nie?
“Ons is verskrik dat enige van ons ‘die opposisie’ kan word.
“Dit is tyd dat ons die koms voorsien van ’n oomblik wanneer daar nie meer ’n enkele, oorweldigende, dominante politieke mag is soos wat nou die geval is nie.”

Ndebele het gesê: “Ek glo ons het dalk ’n oomblik bereik wat nie fundamenteel verskillend is nie van die ontnugterende, tóg hartversterkende nasiebourealiteite wat gelei het tot Kemptonpark in die vroeë jare negentig.”

“Die verskil tussen toe en nou is dat die swart meerderheid nie nou na wit landgenote oor die onderhandelingstafel kyk nie.

“Die swart meerderheid staar homself in die gesig: dalk werklik vir die eerste keer sedert 1994.”
Dit is weer “tyd vir visie”, het Ndebele gesê.

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