Modern Australian
Men's Weekly

.

When will this COVID wave be over? 4 numbers to keep an eye on and why

  • Written by Adrian Esterman, Professor of Biostatistics and Epidemiology, University of South Australia
When will this COVID wave be over? 4 numbers to keep an eye on and why

Before Australia’s recent changes to COVID testing, working out when we reached the peak of cases was, in principal, straightforward.

We looked at the numbers of new daily cases, diagnosed via PCR. From there, we worked out a range of other key indicators related to COVID spread, testing and hospitalisation – each dependent on those daily case numbers.

However, we’ve seen a huge spike in cases recently as people test positive using rapid antigen tests, especially as reporting their results to state health authorities is now possible and becoming mandatory.

So it will be a few days before we can measure some key numbers with any degree of accuracy. Only then will be able to say with confidence when we’ve hit the peak and are coming down the other side.

1. The number of new daily cases

Most people by now would have seen an epidemic curve. It is a plot of the number of new cases of COVID-19 diagnosed each day. Here is the current epidemic curve for New South Wales.

Epidemic curve for NSW. Note the erratic case numbers in recent days. Author provided/Adrian Esterman

As for the date, states and territories use different cut-off times for defining a 24-hour period. As authorities undertake investigations, the date of some cases can change. So, do we plot the daily announced case numbers, or the “true” case number after modifications?

That sounds complicated, but even more complicated is trying to define a case.

Before rapid antigen tests became available to the public for use at home, cases were diagnosed from positive PCR tests.

Then, because of huge queues at PCR testing hubs and many people, even those with symptoms, giving up and not getting tested, our testing system changed.

National Cabinet agreed to remove the requirement for a PCR test to confirm a positive rapid antigen test result.

As most states and territories move towards reporting both positive PCR tests and positive rapid antigen tests, we still need to iron out the bumps in the data. Potentially, someone could get both tests and be included twice!

The uncertainty in case numbers also affects other key parameters we use to monitor the current wave.

2. The Reff

The effective reproduction number (Reff) is a measure of how many other people on average each case infects. We want that to get below 1 to stop an outbreak. At its most simple, the Reff is today’s case number, divided by the case number four days ago.

Since we currently have so many problems defining and counting case numbers, it will be a few days before we can consistently interpret the Reff for each state and territory again.

Read more: What are the symptoms of omicron?

3. Percentage of positive tests

This is the percentage of positive tests out of all COVID-19 tests taken. It is an important measure as it gives an indication of the amount of undiagnosed cases in the community.

The World Health Organization suggests if it is under 5%, things are under control.

When diagnosis was only by PCR test, we had good data on both the number of tests, and the number that were positive.

Now, states and territories are moving to reporting rapid antigen test results, it’s not so straightforward.

Some jurisdictions like Queensland only ask you to report a positive result. This means we no longer know how many tests were taken. SA Health is encouraging people to report negative tests as well, which is a much better system.

4. Number hospitalised

As Australia opens up, we’ve been told to pay more attention to COVID-19 hospitalisations, rather than just the case numbers. But even that gets complicated.

Clearly if someone tests positive for COVID-19 and then gets admitted to hospital, they are an admitted case. But what if they are admitted as a probable case?

And should hospitalisation numbers include people being managed in a hospital-in-the-home type arrangement? After all, they still take up hospital resources.

Finally, what if they were admitted for something else but subsequently diagnosed with COVID-19 in hospital?

Even more difficult is attempting to calculate the rate of COVID-19 hospitalisation. This is the number of people in hospital with COVID-19 divided by the number of people diagnosed. But you have to decide which time periods you’re talking about, another debate entirely.

There are similar issues with measuring the number and rates of people in intensive care.

Read more: We're seeing more COVID patients in ICU as case numbers rise. That affects the whole hospital

How do these changes impact modelling?

NSW Health recently released modelling to look at what’s ahead.

With current restrictions in place in NSW, the modelling shows a peak of 4,700 hospitalisations, with 273 in intensive care over mid- to late January.

It is unclear whether changes to testing rules have been factored into the modelling. However, it’s understood, even if the detection rate changes significantly, it doesn’t affect any projection of when the peak will be reached that much.

Modelling is therefore still likely to be reasonably accurate despite the changes to COVID testing. This is good news for other states and territories that rely on modelling results for planning.

Read more: Scientific modelling is steering our response to coronavirus. But what is scientific modelling?

Where to from here?

A good start would be to have mandatory reporting of rapid antigen test results, both positive and negative. That way we can calculate the percentage of positive tests again.

The United Kingdom has a good system. After you take a rapid antigen test there, you scan a QR code on the pack and report the test results as positive, negative or void to a central government database.

Importantly, let’s have one national body responsible for defining, collecting and reporting COVID-19 statistics. It could be the Australian Institute of Health and Welfare. Better still would be to have our own Centre for Disease Control, which people like myself have been calling for for a long time.

Chris Billington, from the University of Melbourne, contributed to the section on modelling.

Authors: Adrian Esterman, Professor of Biostatistics and Epidemiology, University of South Australia

Read more https://theconversation.com/when-will-this-covid-wave-be-over-4-numbers-to-keep-an-eye-on-and-why-174533

Comfort and Style with Ceiling Fans Perth

While air conditioning is common, it is not always the most cost-effective or sustainable solution, particularly during long hot summers. For homeow...

How Professional Air Conditioning Services Improve Comfort and Efficiency

Air conditioning has become a fundamental part of homes and businesses, providing relief from sweltering summers and keeping interiors warm in winte...

The Value of Professional Rubbish Removal Services

From everyday waste to bulky items like furniture and appliances, finding the right way to dispose of rubbish is not always straightforward. This is...

Why Ugly Websites Sometimes Outperform Beautiful Ones

In the digital age, we're constantly told that first impressions matter, and nowhere does this seem more apparent than in web design. However, a cur...

TPD Claims & Super: What Does It All Mean?

Many Australians hear the term "TPD" in relation to their superannuation and feel completely lost. If you're scratching your head, wondering what it...

What Does Breastfeeding Feel Like? A Guide for New Moms

Frequently, numerous new mothers wonder, "What does breastfeeding feel like?" The feeling is different for each individual - a few describe it as a ...

Best Nail Care Routine for Frequent Nail Polish Wearers

For many people, nail polish is more than a beauty statement – it’s part of their everyday routine. Whether you love bold colours, chic neutrals...

Reinventing Research: How E-Libraries Are Changing Education Forever

A New Chapter for Learning For centuries libraries stood as temples of knowledge filled with shelves that smelled of dust and paper. Today the same...

Psychologists Explore Gestalt Vs Schema Therapy for PTSD Treatment

Recent research has revealed that in 2022, 1 in 9 Australians experienced post-traumatic stress disorder (PTSD). For some, this can significantly im...

Beyond Sunscreen: Building a Sun-Smart Culture in Modern Australia

Australia’s sun-soaked lifestyle is a defining part of its national identity. From beaches and sports fields to weekend barbecues and bushwalks, t...

What is Power BI & Why Should Your Business Use It?

In today's data-driven world, businesses are constantly searching for ways to gain a competitive edge. One tool that has emerged as a game-changer i...

From Service to Strength: How Aussie Veterans Are Rebuilding Their Lives with Everyday Support

Life after military service can bring new challenges. From physical limitations to mental health hurdles, many Australian veterans find everyday hou...

The Best Times of Year to Buy a Caravan

If you're shopping for caravans for sale, timing matters almost as much as the layout and features you desire. The calendar shapes price, stock and ...

The Growing Demand for Smart Living Through Home Automation

Technology has reshaped how we communicate, work, and travel—but now, it’s also changing the way we live at home. The rise of home automation i...

Beyond Clicks and Likes: Why Many Small Businesses in Australia Still Aren’t Leveraging Digital Marketing in 2025

Introduction In 2025, online marketing has become the driving force behind business growth for companies of all sizes. Yet, despite its proven effect...

Lighting Shop Perth: Your Comprehensive Guide to Choosing the Right Lighting Solutions

Lighting is a fundamental element in defining the ambiance, functionality, and aesthetic appeal of any space. Whether you are renovating your home, ...

Private Booze Cruisers – The New Must-Have Toy for Cashed Up Millennials

Did you hear that your 30s are the new 20s? We’ve finally rocked up that adult money and now it’s time to play with it. I was going for a walk ...

Grinding & Jaw Soreness: Signs You Might Need Night Guards and How We Protect Enamel

Waking with a tight jaw, tender muscles, or a dull temple headache is more than a bad night’s sleep. Many Australians grind or clench their teeth ...