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Health officials in China have published the first details of more than 44,000 cases of Covid-19, in the biggest study since the outbreak began.

Data from the Chinese Centre for Disease Control and Prevention (CCDC) finds that more than 80% of the cases have been mild, with the sick and elderly most at risk.

The research also points to the high risk to medical staff.

A hospital director in the city of Wuhan died from the virus on Tuesday.

Liu Zhiming, 51, was the director of the Wuchang Hospital in Wuhan - one of the leading hospitals in the virus epicentre. He is one of the most senior health officials to die so far.

Hubei, the province Wuhan is in, is the worst affected province in the country.

The report by the CCDC shows the province's death rate is 2.9% compared with 0.4% in the rest of the country.

The findings put the overall death rate of the Covid-19 virus at 2.3%.

China's latest official figures released on Tuesday put the overall death toll at 1,868 and 72,436 infections.

Officials reported 98 new deaths and 1,886 new cases in the past day, with 93 of those deaths and 1,807 infections in Hubei province - the epicentre of the outbreak.

More than 12,000 people have recovered, according to Chinese authorities.

What does the study tell us?

The paper by the CCDC, released on Monday and published in the Chinese Journal of Epidemiology, looked at more than 44,000 confirmed cases of Covid-19 in China as of 11 February.

The study also identifies which existing illnesses put patients at risk. It puts cardiovascular disease at number one, followed by diabetes, chronic respiratory disease and hypertension.

Pointing out the risk to medical staff, the paper says that a total of 3,019 health workers have been infected, 1,716 of which were confirmed cases. Five had died by 11 February, which was the last day of data included in the research.

On 13 February, China broadened its definition of how to diagnose people, including "clinically diagnosed cases" which previously were counted separate from "confirmed cases".

What does it say about the future?

Looking forward, the paper finds that "the epidemic curve of onset of symptoms" peaked around 23-26 January before declining up to 11 February.

The study suggests that the downward trend in the overall epidemic curve could mean that "isolation of whole cities, broadcast of critical information  (e.g., promoting handwashing, mask-wearing, and care-seeking) with high frequency through multiple channels, and mobilization of a multi-sector rapid response team is helping to curb the epidemic".

But the authors also warn that with many people returning from a long holiday, the country "needs to prepare for the possible rebound of the epidemic".

China's response to the virus has seen the lockdown of Wuhan - the largest city in Hubei - and the rest of the province as well as severe travel restrictions on movements across the country.