Early symptoms of Covid-19 vary according to age, health and gender, and coronavirus testing should be personalised according to these characteristics, a new study suggests.
The differences are most noticeable between younger (16-59 years) and older age groups (60-80 years old), and between men and women.
The research, led by King's College London, published on Friday by Lancet Digital Health, analysed data from the Zoe Covid Symptom Study app between April 20 and October 15, 2020.
In a collaboration with the UK's health ministry, app contributors were asked to get tested as soon as they reported any new symptoms.
Researchers at King's then modelled the early signs of Covid infection, and successfully detected 80 per cent of cases when using three days of self-reported symptoms.
Researchers compared the ability to predict early signs of coronavirus using current National Health Service UK diagnostic criteria and a type of machine learning.
Examining 18 symptoms, the AI was able to discern that they were different across various groups in the early stage of infection.
For example, loss of smell, one of the key markers of coronavirus. In people over 60 it became less prevalent, and in people over 80 it was barely present at all.
Differences between genders were even starker. Men were more likely to report shortness of breath, fatigue, chills and fever, whereas women were more likely to report loss of smell, chest pain and a persistent cough.
Overall, the most important symptoms for earliest detection included loss of smell, chest pain, persistent cough, abdominal pain, blisters on the feet, eye soreness and unusual muscle pain.
"[Our findings] suggest that the criteria to encourage people to get tested should be personalised using individuals' information, such as age," said Dr Marc Modat, senior lecturer from the School of Biomedical Engineering and Imaging Sciences.
"Alternatively, a larger set of symptoms could be considered, so the different manifestations of the disease across different groups are taken into account.”
Dr Liane dos Santos Canas, first author from the School of Biomedical Engineering and Imaging Sciences, said: “Currently, in the UK, only a few symptoms are used to recommend self-isolation and further testing. Using a larger number of symptoms and only after a few days of being unwell, using AI, we can better detect Covid-19 positive cases. We hope such a method is used to encourage more people to get tested as early as possible to minimise the risk of spread.”
Company profile
Name: GiftBag.ae
Based: Dubai
Founded: 2011
Number of employees: 4
Sector: E-commerce
Funding: Self-funded to date
Dhadak
Director: Shashank Khaitan
Starring: Janhvi Kapoor, Ishaan Khattar, Ashutosh Rana
Stars: 3
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The Pope's itinerary
Sunday, February 3, 2019 - Rome to Abu Dhabi
1pm: departure by plane from Rome / Fiumicino to Abu Dhabi
10pm: arrival at Abu Dhabi Presidential Airport
Monday, February 4
12pm: welcome ceremony at the main entrance of the Presidential Palace
12.20pm: visit Abu Dhabi Crown Prince at Presidential Palace
5pm: private meeting with Muslim Council of Elders at Sheikh Zayed Grand Mosque
6.10pm: Inter-religious in the Founder's Memorial
Tuesday, February 5 - Abu Dhabi to Rome
9.15am: private visit to undisclosed cathedral
10.30am: public mass at Zayed Sports City – with a homily by Pope Francis
12.40pm: farewell at Abu Dhabi Presidential Airport
1pm: departure by plane to Rome
5pm: arrival at the Rome / Ciampino International Airport
UAE currency: the story behind the money in your pockets
UPI facts
More than 2.2 million Indian tourists arrived in UAE in 2023
More than 3.5 million Indians reside in UAE
Indian tourists can make purchases in UAE using rupee accounts in India through QR-code-based UPI real-time payment systems
Indian residents in UAE can use their non-resident NRO and NRE accounts held in Indian banks linked to a UAE mobile number for UPI transactions
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Key facilities
- Olympic-size swimming pool with a split bulkhead for multi-use configurations, including water polo and 50m/25m training lanes
- Premier League-standard football pitch
- 400m Olympic running track
- NBA-spec basketball court with auditorium
- 600-seat auditorium
- Spaces for historical and cultural exploration
- An elevated football field that doubles as a helipad
- Specialist robotics and science laboratories
- AR and VR-enabled learning centres
- Disruption Lab and Research Centre for developing entrepreneurial skills
First Person
Richard Flanagan
Chatto & Windus
Brief scores:
Manchester City 3
Aguero 1', 44', 61'
Arsenal 1
Koscielny 11'
Man of the match: Sergio Aguero (Manchester City)
Our legal consultant
Name: Dr Hassan Mohsen Elhais
Position: legal consultant with Al Rowaad Advocates and Legal Consultants.
Normal People
Sally Rooney, Faber & Faber
How the bonus system works
The two riders are among several riders in the UAE to receive the top payment of £10,000 under the Thank You Fund of £16 million (Dh80m), which was announced in conjunction with Deliveroo's £8 billion (Dh40bn) stock market listing earlier this year.
The £10,000 (Dh50,000) payment is made to those riders who have completed the highest number of orders in each market.
There are also riders who will receive payments of £1,000 (Dh5,000) and £500 (Dh2,500).
All riders who have worked with Deliveroo for at least one year and completed 2,000 orders will receive £200 (Dh1,000), the company said when it announced the scheme.
The specs: 2018 Jeep Grand Cherokee Trackhawk
Price, base: Dh399,999
Engine: Supercharged 6.2-litre V8
Gearbox: Eight-speed automatic
Power: 707hp @ 6,000rpm
Torque: 875Nm @ 4,800rpm
Fuel economy, combined: 16.8L / 100km (estimate)
The Little Things
Directed by: John Lee Hancock
Starring: Denzel Washington, Rami Malek, Jared Leto
Four stars
WHAT IS A BLACK HOLE?
1. Black holes are objects whose gravity is so strong not even light can escape their pull
2. They can be created when massive stars collapse under their own weight
3. Large black holes can also be formed when smaller ones collide and merge
4. The biggest black holes lurk at the centre of many galaxies, including our own
5. Astronomers believe that when the universe was very young, black holes affected how galaxies formed
Terror attacks in Paris, November 13, 2015
- At 9.16pm, three suicide attackers killed one person outside the Atade de France during a foootball match between France and Germany
- At 9.25pm, three attackers opened fire on restaurants and cafes over 20 minutes, killing 39 people
- Shortly after 9.40pm, three other attackers launched a three-hour raid on the Bataclan, in which 1,500 people had gathered to watch a rock concert. In total, 90 people were killed
- Salah Abdeslam, the only survivor of the terrorists, did not directly participate in the attacks, thought to be due to a technical glitch in his suicide vest
- He fled to Belgium and was involved in attacks on Brussels in March 2016. He is serving a life sentence in France
The burning issue
The internal combustion engine is facing a watershed moment – major manufacturer Volvo is to stop producing petroleum-powered vehicles by 2021 and countries in Europe, including the UK, have vowed to ban their sale before 2040. The National takes a look at the story of one of the most successful technologies of the last 100 years and how it has impacted life in the UAE.
Read part four: an affection for classic cars lives on
Read part three: the age of the electric vehicle begins
Read part one: how cars came to the UAE
Mia Man’s tips for fermentation
- Start with a simple recipe such as yogurt or sauerkraut
- Keep your hands and kitchen tools clean. Sanitize knives, cutting boards, tongs and storage jars with boiling water before you start.
- Mold is bad: the colour pink is a sign of mold. If yogurt turns pink as it ferments, you need to discard it and start again. For kraut, if you remove the top leaves and see any sign of mold, you should discard the batch.
- Always use clean, closed, airtight lids and containers such as mason jars when fermenting yogurt and kraut. Keep the lid closed to prevent insects and contaminants from getting in.
Opening Rugby Championship fixtures: Games can be watched on OSN Sports
Saturday: Australia v New Zealand, Sydney, 1pm (UAE)
Sunday: South Africa v Argentina, Port Elizabeth, 11pm (UAE)
Honeymoonish
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Winners
Ballon d’Or (Men’s)
Ousmane Dembélé (Paris Saint-Germain / France)
Ballon d’Or Féminin (Women’s)
Aitana Bonmatí (Barcelona / Spain)
Kopa Trophy (Best player under 21 – Men’s)
Lamine Yamal (Barcelona / Spain)
Best Young Women’s Player
Vicky López (Barcelona / Spain)
Yashin Trophy (Best Goalkeeper – Men’s)
Gianluigi Donnarumma (Paris Saint-Germain and Manchester City / Italy)
Best Women’s Goalkeeper
Hannah Hampton (England / Aston Villa and Chelsea)
Men’s Coach of the Year
Luis Enrique (Paris Saint-Germain)
Women’s Coach of the Year
Sarina Wiegman (England)