Exclusive: The mathematical model Pakistan is using to predict virus course

Passengers wearing facemasks sit in a carriageat the Karachi cantonment railway station as train services resumed ahead of the Muslim Eid al-Fitr festival after the government eased a nationwide lockdown imposed as a preventive measure against the COVID-19 coronavirus, in Karachi on May 20, 2020. (AFP)
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Updated 21 May 2020
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Exclusive: The mathematical model Pakistan is using to predict virus course

  • Estimate of infections is revised, re-evaluated every week, experts tell Arab News
  • Officials predict more pressure from the virus by mid-June – a month from now

LAHORE: In a televised address to the country on May 15, Prime Minister Imran Khan expressed relief that the number of coronavirus cases in Pakistan were much lower than forecasted.

“As per our predictions, by May 14 Pakistan was to have 52,695 cases [of COVID-19] and 1,324 deaths,” he told the nation. According to the government statistics, on that day the official figure was a little over 37,000 infections, while 803 people had died.
“Thankfully, we are still below projections,” Khan said.

The forecast the prime minister was referring to is determined by a team of scientists and doctors who access and analyze the country’s data.

One of those scientists is Ahsan Ahmed. He and his team, spread across Pakistan as well as abroad, use the “Susceptible-Exposed-Infectious-Recovered (SEIR)” mathematical model to predict the development of the COVID-19 outbreak.

In simpler terms, this model divides the population into four categories: those who are susceptible to the virus, these are people who could potentially catch the disease; the exposed, people who might have the virus but show no symptoms; the infectious, these are active cases; and the recovered.

The SEIR model was used successfully in the past to understand the outbreak of Ebola, SARS and Zika – and most recently in Wuhan, China, to assess how the novel coronavirus would spread.

Scientists around the world have used various epidemiological models to help policymakers plan ahead, and determine what interventions and resources will be needed in case of a surge. Pakistan, similarly, is also deploying a team of experts for the purpose.

Ahmed, who is the senior technical advisor at the ministry, told Arab News over the phone from Islamabad that his team is meticulous when extrapolating data to ensure that there are few if any, inaccuracies. 

Every week, the estimate of infected is revised and re-evaluated in comparison to actual, on-ground numbers. 

This data is then presented to the state’s National Command and Control Centre (NCOC), the primary body tasked with devising a strategy to counter the pandemic in the country.

When comparing official figures with forecasted ones, Ahmed explained, “the trend we are noticing is that they are pretty much aligned.” 

His team includes doctors based in London and Canada. Ahmed himself is from the University of Manitoba, Canada.

Others providing technical assistance includes a private data modelling company in Karachi, named Love For Data and officials from the UNICEF. 

Love for Data was unavailable for comment when contacted by Arab News.

When asked how many cases Pakistan is expected to record in the coming weeks, both Ahmed and Atta-ur-Rehman, the additional secretary at the Ministry of National Health Services Regulation, declined to comment, stating that these figures were only disclosed to the NCOC.

But separately, the Minister for Science and Technology, Fawad Chaudhry, tweeted that Pakistan was expected to receive more pressure from the virus by mid-June – a month from now.

Independent forecasts predict the same. Jan Fiete Grosse-Oetringhaus and Zafar Yasin, affiliated with the European Organisation for Nuclear Research (CERN), in Geneva, Switzerland, have done their own modeling using the SEIR model.

Yasin agrees with the assessment by Chaudhry that Pakistan would likely reach its peak of daily cases by the middle of next month. 

By then, he estimates, the confirmed cases could be between 200,000 to 350,000 or even more, and deaths between 4,000 to 7,000.

But he has one concern. While the SEIR model is very accurate, in Pakistan’s case, there is a mismatch.

“In Pakistan, it seems that the confirmed cases (based on model predictions) should be 80,000 by now, but we are in the range of 43,000,” Yasin tells Arab News. “When the same model was used for different countries in Europe, it gave reliable results, but for Pakistan, it is showing a different trend.”

One reason, Yasin added, could be that Pakistan is not testing enough in comparison to its population. At this point, it should be testing between 40-50,000 per day, he said.

As of May 20, Pakistan had carried out nearly 13,000 tests per day for a population of over 207 million.

This uncertainty affects the model's output. In other words, the fewer people are tested, the less will be known about the actual number of people infected.

Earlier this month, international scientists tracking the spread of the coronavirus estimated that for every known case, there are five to ten people whose infections are not known. The study was published in Science Magazine.

In the same address on May 15, PM Khan made another revelation.

Due to lower than forecasted figures, he said, there is still space in the hospitals to treat COVID-19 patients, and the pressure on the healthcare system is not that much.  

But health officials and those on the frontlines tending to coronavirus patients, disagree. Even if government figures are below those forecasted, they say, hospitals are already brimming with patients suffering from COVID-19.

Dr Nasir Azim Kakar, a pulmonologist at the Fatima Jinnah Chest Hospital in Pakistan’s poorest province, Balochistan, told Arab News that he and his colleagues receive an influx of patients daily.

“If earlier we were examining five patients a day, now we examine three times that,” he said over the phone from Quetta.

“These days, when we receive patients, we face a major shortage of ICU beds, ventilators, and a shortage of staff, especially for the ICU.”

*With additional reporting by Nazar ul Islam


Pakistan’s deputy PM, Saudi foreign minister discuss Muslim world issues at OIC summit

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Pakistan’s deputy PM, Saudi foreign minister discuss Muslim world issues at OIC summit

  • Ishaq Dar stresses the significance of ceasefire in Gaza during his meetings with the Kuwaiti, Qatari and Egyptian FMs
  • He also calls for more investment for his country and greater employment opportunities for Pakistanis in the Middle East

ISLAMABAD: Pakistan’s newly appointed Deputy Prime Minister Ishaq Dar met with Saudi Foreign Minister Prince Faisal bin Farhan and other Arab officials on the sidelines of the Organization of Islamic Cooperation (OIC) summit in Gambia on Saturday, emphasizing collective action to address the problems confronting the Muslim world.
The OIC summit is being held against a backdrop of widespread anger over Israel’s military actions in Gaza, which have resulted in the death of nearly 35,000 Palestinians along with a massive destruction of hospitals, schools and residential neighborhoods in the area.
There has been a clear uptick in Islamophobic sentiments and incidents in different parts of the world, particularly since the outset of the conflict last year in October.
The Pakistani deputy prime minister arrived in Gambia on Wednesday to present his country’s perspective on a wide range of issue, including the war in Gaza and the rights situation in the Indian-administered Kashmir.
“Deputy Prime Minister and Foreign Minister Mohammad Ishaq Dar @MIshaqDar50 today met Foreign Minister of Saudi Arabia H.R.H. Prince Faisal bin Farhan Al Saud @FaisalbinFarhan in Banjul, The Gambia,” the foreign office said in a social media post.
“They discussed strengthening strategic and economic relations between Pakistan and Saudi Arabia and enhancing economic cooperation and investment,” it continued. “They called for a ceasefire in Gaza and emphasized the importance of OIC’s role in addressing challenges concerning the Muslim Ummah including Islamophobia and the situations in Palestine and Kashmir.”


Dar also held separate meetings with the foreign ministers of Kuwait, Egypt and Qatar.
During his conversation with Abdullah Ali Al Yahya of Kuwait, he discussed the possibility of further strengthening bilateral cooperation.
He noted the government wanted to transform the “traditionally fraternal ties with Kuwait into a mutually beneficial economic partnership.”
Dar also discussed further consolidation in trade and investment with Qatar’s Sheikh Mohammed bin Abdulrahman Al Thani while seeking more employment opportunities for young Pakistanis.
He emphasized on an immediate ceasefire in Gaza during his interactions for all Arab officials, commending Egypt’s role in supporting international humanitarian assistance for Palestine in his meeting the Egyptian Foreign Minister Sameh Hassan Shoukry.


Pakistan Cricket Board reviews venue upgrades in meeting ahead of ICC Champions Trophy 2025

Updated 04 May 2024
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Pakistan Cricket Board reviews venue upgrades in meeting ahead of ICC Champions Trophy 2025

  • PCB chairman says upgradation work has been delayed, asks authorities to hire international consultant
  • It will be the first major international cricket tournament hosted solely by Pakistan since the 1996 World Cup

ISLAMABAD: The Pakistan Cricket Board (PCB) held a meeting at its headquarters in Lahore to review the upgradation plan for major cricket venues in the country on Saturday ahead of the two-week ICC Champions Trophy next year.
The meeting was presided over by the PCB chairman, Mohsin Naqvi, who directed the relevant officials to immediately hire international consultant to upgrade the Qaddafi Stadium Lahore, National Bank Stadium Karachi and Rawalpindi Stadium.
“The stadium upgradation work has already been delayed,” he observed during the meeting according an official PCB statement, instructing the authorities to speed up the process.
He also instructed to form a three-member committee to ensure the hiring process was carried out in keeping with the rules and regulations.
The PCB plans to provide world-class facilities at the three Pakistani cricket stadiums.
Its upgradation plan includes structural changes to the boxes along with improved facilities and numbered seats for spectators.
Additionally, the number of seats in the enclosures on both sides of the main gate of the Qaddafi Stadium will also be increased.
The PCB chairman directed the replacement of screens for scoreboards and live streaming, instructing the officials to prepare the feasibility to install new floodlights in the stadiums.
The ICC Champions Trophy is scheduled to take place in Pakistan from February to March 2025.
It is expected to be a significant event since it will mark the first major international cricket tournament hosted solely by Pakistan since the 1996 Cricket World Cup.
The tournament will include top-ranked One Day International (ODI) teams, with Pakistan having automatically qualified as the host nation.


‘No illegal Afghan nationals,’ seminary board declares as Pakistan’s Sindh plans crackdown

Updated 04 May 2024
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‘No illegal Afghan nationals,’ seminary board declares as Pakistan’s Sindh plans crackdown

  • The province took the decision after a security meeting was told a madrasah teacher was involved in 2023 KPO attack
  • Independent analysts say Afghans involve in militant violence arrive from their country and are not residents of Pakistan

KARACHI: Pakistani seminaries have stopped giving admission to Afghan nationals except for those who approach them with the interior ministry’s approval, a top seminary board official informed Saturday, after the country’s southern Sindh province announced to deport illegally enrolled foreigners in seminaries and other educational institutions.
The decision was taken after the province’s apex committee, the top security forum, was briefed earlier this week that one of the individuals involved in the 2023 Karachi Police Office (KPO) attack was a madrasah or seminary teacher. It was also pointed out during the meeting that a number of unregistered foreigners were studying in such institutions in different parts of Sindh.
The 2023 attack was launched by militants, armed with guns and grenades, who stormed the building, leading to a prolonged gunfight with security forces. This confrontation resulted in casualties among both police officers and civilians, along with substantial damage to the police facility. The KPO attack was claimed by the banned militant network Tehreek-e-Taliban Pakistan (TTP), whose leadership is reportedly based in neighboring Afghanistan.
Speaking to Arab News, Maulana Talha Rehmani, spokesperson of Wafaq ul Madaris Al-Arabia Pakistan, said local seminaries had stopping enrolling Afghan nationals almost a year ago.
“Our madrasah used to offer admission to Afghan refugees who possessed proof of registration cards,” he said. “But that also stopped a year ago.”
“Different Pakistani intelligence agencies frequent seminaries for information,” he continued. “Nothing is hidden. The madrasas have a proper system of registration. We are ready to cooperate.”
Rehmani said the authorities had not shared any details with them about the identity of the seminary teacher involved in the KPO attack.
However, Dr. Aamir Tuaseen, former chairman of Pakistan Madrasah Education Board, noted seminaries lacked any coherent policy to develop “a monitoring system” for students.
“Admissions are granted to students without proper background checks,” he told Arab News. “The admission authorities also overlook which province or country does a student belong to, especially in case of Afghanistan.”
He added that boards of religious seminaries should take it upon themselves to grant admission only to students from the city where the seminary is located.
“This will help gather information about the background of every student,” he said, noting the current directorate of religious education did not seem to be fully functional.
The provincial information minister, Sharjeel Inaam Memon, did not respond to a request for comment, but a police official told Arab News on condition of anonymity the madrasah teacher involved in the KPO attack was a Pakistani national.
“The madrasah teacher was identified as Aryadullah who worked with a Karachi-based seminary,” the official said. “He was Pakistani citizen.”
Ihsanullah Tipu Mehsud, a security expert who manages an online publication, The Khorasan Diary, said the Afghan nationals involved in militant violence in Pakistan mostly arrived from the neighboring state and were not residents of Pakistan.
“The involvement of Afghan nationals in acts of terrorism cannot be ignored, but in my opinion, the government’s assertion is overstated,” he said. “The individuals involved in recent acts of terrorism are primarily those who have arrived directly from Afghanistan to carry out attacks rather than Afghan refugees.”
He emphasized any measures related to the expulsion of Afghan students from seminaries should not be driven by a reactionary approach.
“It is critical to implement gradual [seminary] reforms in accordance with the national action plan,” Mehsud said.


Saudi business delegation to arrive in Pakistan Sunday to explore investment opportunities — minister

Updated 04 May 2024
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Saudi business delegation to arrive in Pakistan Sunday to explore investment opportunities — minister

  • Musadik Malik says Saudi investment will mainly benefit small technology firms run by young Pakistani students
  • He informs the two sides have also discussed a new refinery for export purposes that will help with foreign revenue

ISLAMABAD: A high-level Saudi business delegation is scheduled to arrive in Pakistan tomorrow to explore investment opportunities in various economic sectors by holding meetings with private sector organizations, said Federal Minister for Petroleum Musadik Malik during a media briefing held in Lahore on Saturday.
The two countries have witnessed a flurry of official visits in recent weeks, with Saudi Foreign Minister Prince Faisal bin Farhan traveling to Islamabad earlier in April, before Prime Minister Shehbaz Sharif’s two-day visit to the kingdom to attend a World Economic Forum meeting and hold a number of meetings.
“The Saudi Deputy Investment Minister is visiting Pakistan tomorrow,” said Malik, who is also the focal person for Saudi-Pak bilateral collaboration. “He is bringing representatives from 30 to 35 companies whose CEOs are coming here.”
The Pakistani minister maintained his country had always cherished cordial ties with the kingdom, though it had not managed to turn this “relationship of friendship into a relationship of stability and progress.”
He said Pakistan mostly discussed its financial concerns with the Saudi authorities and requested their support. However, the present government wanted to change that by focusing its bilateral conversations on mutually beneficial progress and development, not aid and assistance.
The minister said the two sides discussed a new refinery project during the recent engagements that would be used for export purposes to earn foreign revenue. Additionally, food security was also discussed to further strengthen Pakistan’s agricultural sector.
He informed that Prime Minister Sharif wanted the country’s “private sector to take the lead on this path to progress.”
“That is why Saudi investors have been invited to come here,” he continued. “They will sit with Pakistani companies and figure out ways to connect the Pakistani talent with the capital and investment needed at the international level for the IT revolution.”
Malik said the bilateral collaboration would primarily benefit small businesses, particularly the technology companies established by young students who were likely to get significant amount of investment from Saudi entrepreneurs.
He expressed optimism that chemical, energy and agricultural companies would also gain advantage from the ongoing bilateral collaboration between the two sides.


Pakistan committee discusses development of border areas in inaugural session

Updated 04 May 2024
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Pakistan committee discusses development of border areas in inaugural session

  • The committee was formed to devise comprehensive strategies for holistic development in Pakistan’s border regions
  • Key topics that came under discussion at the inaugural session included tariff rationalization, employment creation

ISLAMABAD: A high-level committee tasked with development of Pakistan’s border regions on Saturday held its inaugural session in Islamabad to discuss the challenges facing communities based in the country’s frontier regions, the Pakistani commerce ministry said.

The inaugural session of the committee, which was formed to devise comprehensive strategies for holistic development in these areas, was presided over by Commerce Minister Jam Kamal Khan, according to the ministry.

Key topics that came under discussion at the meeting included tariff rationalization and employment creation, reflecting the committee’s commitment to addressing border communities’ challenges.

“The committee aims to present its recommendations to the Prime Minister within 10 days, signaling a promising start to collaborative efforts for socio-economic development in the region,” the commerce ministry said in a statement.

Pakistan shares a long, porous border with Iran and Afghanistan, with people live along it relying on cross-border trade with little or no government tariffs, quotas, subsidies or prohibitions.

Islamabad last year announced restrictions on the informal trade to discourage smuggling of goods and currency in order to support the country’s dwindling economy.

Pakistan’s trade with China mostly takes place through formal channels, while the country’s trade ties with India, another neighbor it shares border with, remain suspended since 2019 over the disputed region of Kashmir.