Navroop Singh Profile picture
Sep 8, 2020 13 tweets 3 min read Read on X
Your Coronavirus Test Is Positive. Maybe It Shouldn’t Be. nytimes.com/2020/08/29/hea…
The PCR test amplifies genetic matter from the virus in cycles; the fewer cycles required, the greater the amount of virus, or viral load, in the sample. The greater the viral load, the more likely the patient is to be contagious.
This number of amplification cycles needed to find the virus, called the cycle threshold, is never included in the results sent to doctors and coronavirus patients, although it could tell them how infectious the patients are.
One solution would be to adjust the cycle threshold used now to decide that a patient is infected. Most tests set the limit at 40, a few at 37. This means that you are positive for the coronavirus if the test process required up to 40 cycles, or 37, to detect the virus.
Tests with thresholds so high may detect not just live virus but also genetic fragments, leftovers from infection that pose no particular risk — akin to finding a hair in a room long after a person has left, Dr. Mina said.
Any test with a cycle threshold above 35 is too sensitive, agreed Juliet Morrison, a virologist at the University of California, Riverside. “I’m shocked that people would think that 40 could represent a positive,” she said.
A more reasonable cutoff would be 30 to 35, she added. Dr. Mina said he would set the figure at 30, or even less. Those changes would mean the amount of genetic material in a patient’s sample would have to be 100-fold to 1,000-fold that of the current standard for the test
Dr. Jha said he had thought of the PCR test as a problem because it cannot scale to the volume, frequency or speed of tests needed. “But what I am realizing is that a really substantial part of the problem is that we’re not even testing the people who we need to be testing,”
But that problem is easily solved, Dr. Mina said: “Test them again, six hours later or 15 hours later or whatever,” he said. A rapid test would find these patients quickly, even if it were less sensitive, because their viral loads would quickly rise.
PCR tests still have a role, he and other experts said. For example, their sensitivity is an asset when identifying newly infected people to enroll in clinical trials of drugs.
But with 20 percent or more of people testing positive for the virus in some parts of the country, Dr. Mina and other researchers are questioning the use of PCR tests as a frontline diagnostic tool
Highly sensitive PCR tests seemed like the best option for tracking the coronavirus at the start of the pandemic. But for the outbreaks raging now, he said, what’s needed are coronavirus tests that are fast, cheap and abundant enough to frequently test everyone who needs it.
“It might not catch every last one of the transmitting people, but it sure will catch the most transmissible people, including the superspreaders,” Dr. Mina said. “That alone would drive epidemics practically to zero.”

• • •

Missing some Tweet in this thread? You can try to force a refresh
 

Keep Current with Navroop Singh

Navroop Singh Profile picture

Stay in touch and get notified when new unrolls are available from this author!

Read all threads

This Thread may be Removed Anytime!

PDF

Twitter may remove this content at anytime! Save it as PDF for later use!

Try unrolling a thread yourself!

how to unroll video
  1. Follow @ThreadReaderApp to mention us!

  2. From a Twitter thread mention us with a keyword "unroll"
@threadreaderapp unroll

Practice here first or read more on our help page!

More from @TheNavroopSingh

Oct 5
Pakistan’s Military Inc.: The Invisible Empire of Power and Profit

The armed forces of Pakistan have evolved far beyond their conventional role as guardians of national security. They are today the country’s most formidable political and economic institution more powerful than any civilian actor or elected government. This power is not only political; it is deeply entrenched in the vast economic empire the military has constructed over the decades. What began as welfare programs for retired officers has expanded into a sprawling corporate network that sustains the military’s institutional autonomy and reinforces its grip on the state.

At the heart of this empire lie four large and officially recognized subsidiaries the Fauji Foundation (FF), Army Welfare Trust (AWT), Shaheen Foundation (SF), and Bahria Foundation (BF). Yet, these represent only the visible façade of what Pakistan's MIC. Behind these entities exists a concealed economic universe: unregistered ventures, cooperative societies, and personal privileges extended to military personnel. This hidden sector thrives on state resources and public assets, shielded from scrutiny by layers of bureaucracy and opacity. The true scale of the military’s commercial footprint is therefore impossible to determine with precision, but it far exceeds the scope of its four foundations.

Structurally, Pakistan’s Milbus resembles a hybrid between the Indonesian and Turkish military-economic models. Like Indonesia’s Angkatan Bersenjata Republik Indonesia (ABRI), Pakistan’s armed forces operate at multiple economic levels through foundations, cooperatives, and service-linked enterprises.

The cooperatives, which began expanding in the 1980s, reflect the growing financial clout of senior commanders during the era of General Zia-ul-Haq. These ventures rely on military manpower, logistics, and public resources, allowing the army to engage in profit-making without creating a formal cadre of economic administrators, as seen in Turkey. The result is a system of decentralized commercial power, sustained by hierarchy, patronage, and military discipline.

Despite official denials, the command and control structures of the four subsidiaries leave no doubt about their military ownership. Each foundation is headed by senior generals or Ministry of Defence officials, ensuring that profits and decision-making remain within the military chain of command.

Collectively, these subsidiaries manage more than 100 enterprises that span nearly every major sector of Pakistan’s economy. Their portfolio includes cement plants, fertilizer factories, cereal and food production units, and significant stakes in banking, insurance, information technology, and education. In many cases, these ventures compete directly with private firms, often enjoying preferential treatment, tax exemptions, or access to government contracts.

Perhaps the most visible manifestation of the military’s commercial power lies in real estate. Military-linked housing schemes and land developments have mushroomed across Pakistan, marketed as secure and well-managed alternatives to civilian projects.

Because property values typically rise in areas associated with the armed forces, the military’s connection itself becomes a brand of trust and profitability. The prestige & reputation of the institution are thus leveraged to attract investment, while the proceeds reinforce the military’s self-sufficiency.

What makes this economic empire particularly significant is its impact on Pakistan’s governance structure. Financial independence translates into political autonomy.

Military’s ability to generate and control its own economic resources allows it to operate beyond the reach of civilian oversight. It funds its welfare, rewards loyalty, and ensures institutional cohesion all without depending on the national budget. This self-contained economy effectively insulates the military from fiscal pressures & weakens the authority of elected govts.
The Rise of Pakistan’s Military-Industrial Complex: From Welfare Foundations to Corporate Empire

The evolution of Pakistan’s Military-Industrial Complex (MIC) began soon after independence but accelerated dramatically between 1954 and 1969 a period when the armed forces transitioned from a security institution into the state’s most dominant political and economic actor.

During these years, the military’s influence expanded both within government and across key economic sectors. Although this internal economy temporarily stagnated amid the political turmoil of 1969–72 and under Zulfikar Ali Bhutto’s populist civilian rule, it regained formidable momentum under General Zia-ul-Haq after 1977, when military-led capitalism became fully institutionalized.

The foundation of Pakistan’s MIC was laid in 1954 with the creation of the Fauji Foundation, established using Pakistan’s share of the Post-War Services Reconstruction Fund a British wartime initiative from 1942.

Unlike India, which distributed its funds directly among veterans of World War II, Pakistan’s generals diverted theirs into industrial ventures. This marked a fundamental divergence in civil-military relations: while the Indian military was subordinated to strict civilian oversight, Pakistan’s officer corps operated with minimal accountability. The decision to convert welfare funds into industrial capital reflected the military’s long-term vision using economic power to ensure institutional autonomy and financial self-sufficiency.

This development aligned with the broader bureaucratic structure of Pakistan’s postcolonial state. The civil and military elite jointly engineered a system that promoted an economic oligarchy dependent on state patronage. General Ayub Khan, who seized power in 1958, personified this alliance between the barracks and the boardroom. His authoritarian rule pursued a model of import-substitution industrialization that aimed to modernize the economy while strengthening military and industrial capacity.

Under Ayub, economic development was tightly controlled by the state, and the military became both regulator and beneficiary. His policies helped create the notorious “22 families,” who controlled 68% of industrial assets and 87% of banking and insurance capital by the late 1960s an elite group whose fortunes were tied directly to the regime’s patronage.

Ayub Khan’s modernization drive gave the military a dual character: both a coercive power and a corporate actor. The MIC expanded vertically through welfare-industrial ventures and horizontally into the private economy.

By the end of the 1960s, the armed forces were no longer merely defending borders they were managing businesses, factories, banks, and real estate. However, following the dismemberment of Pakistan in 1971 and Bhutto’s nationalization of key industries, the MIC’s economic expansion briefly slowed. Bhutto’s populist socialism sought to reclaim state control over capital, but the military’s internal economic apparatus—concealed through welfare foundations and cooperative ventures remained intact.

The revival of the MIC came under General Zia-ul-Haq, who seized power in 1977. To legitimize his military rule, Zia forged alliances with religious clerics, feudal landlords, and business elites while reversing Bhutto’s nationalization policies. His regime not only restored private enterprise but also expanded military economic privileges. The General Headquarters (GHQ) launched new welfare and educational institutions, including exclusive schools inside cantonments for the children of army personnel. This move institutionalized a parallel social infrastructure for the armed forces, creating a self-contained, privileged military class.
Pakistan Military Inc. : The KhakhinFoundations

By the late 1970s, the MIC had achieved comprehensive vertical and horizontal integration. Senior officers received prime land grants, new cooperative ventures ensured financial independence, and subsidiaries expanded into multiple sectors fertilizer, cement, banking, logistics, and education.

The establishment of the Shaheen Foundation (Pakistan Air Force) and Bahria Foundation (Pakistan Navy) completed the tri-service corporate architecture.

By 1980, Pakistan’s military was no longer just a defense establishment it had become the country’s largest economic conglomerate and most powerful political institution. What began as a welfare project for ex-servicemen had evolved into a sprawling, self-sustaining Military-Industrial Complex, one that shaped Pakistan’s economy, politics, and class structure for generations to come.

The military’s economic empire in Pakistan is built upon four major welfare-cum-commercial conglomerates the Fauji Foundation (FF), Army Welfare Trust (AWT), Shaheen Foundation (SF), and Bahria Foundation (BF).

Together, these entities represent the institutionalization of the military’s economic power, transforming Pakistan’s armed forces into a self-sustaining corporate establishment with deep penetration across industries, finance, and services. Although each foundation was ostensibly established to serve welfare objectives for service personnel, their evolution reflects a larger agenda consolidating the military’s autonomy from civilian oversight and embedding it within the national economy.
Read 14 tweets
Apr 27
This has full blessings of DC Deep State & My Best Friend, egging Asim Munir to do it and then pretending being neutral. Using American Hindus to tweet & be pro India.

American motives are clear to destroy China's access to Gulf Region, from Iran Coast to Gwadar to Myanmar. Bandar Abbas, Gwadar (BLA & TTP) & Myanmar rebels groups.

Our best friend in ME Is known to hire terror groups in Balochistan to target Iran. For them BLA & TTP is a fair play to incite Munir to go after Indian Targets in Kashmir. Helps DC out to forment chaos on Gulf shorline from Iran to Pakistan, disrupt CPEC & draw China in a Indo-Pak escalation to blow apart Indo-China detente.

The only beneficiary of chaos in South Asia is USA & its permanent aircraft carrier in Middle East. If India is smart it won't fall for a full scale war & if China is smart it would stay out of it quiet. Both are looking to do exactly the same.

Our interests do not converge with China on BRI & CPEC but a full scale conflict and standoff is a no go zone. Bibi's PR managers doing a YouTube video & Western Osnit handles are dead give away hyping for an eventual conflict.
I have discussed this with @iAsura_ in our podcast which should be released soon Post editing. Its nothing new even Queen Victoria's main aim was to stop Russian Empire's access to Persian Gulf. Thats been Anglo American aim for a century now.

South Asia has been a victim of the #GreatGame ! It doesn't mean India should not Retaliate. It should keep all options open but without getting dragged into a full scale kinetic conflict. All options must be used on table to turn the terror tap off. Stay solid with ur government & defence establishment.
If India gets into a full scale war now its economy drags, budgets go haywire and CPEC will be a target in POJK. That might make China intervene. Blowing up Indian Detente with China in Ladakh and possible supply chains squeeze on manufacturing.

This benefits USA, if China intervenes India will get fully titled towards USA with F35s on table. If China doesn't intervene Pak is smashed, CPEC dented. Either way China is a loser in this and USA a big gainer.

Also if China intervenes the trade between two countries of critical supply chains may get impacted forcing many American companies to near-shore & re-shore in America's rather than ally shoring in India.

Watch it carefully, retaliate for sure but in a manner where it hits them hard, economically, ecologically and limited targeted cross border action not going beyond an escalation threshold to invite a full scale conflict.
Read 4 tweets
Mar 5
What is Trump’s strategy with this MadMan tactics of Tariffs ! Lets decode the plan & risks involved:

1) US has 7 Trillion $ of Debt which it has to pay in next 6 months in 2025. If the US cannot pay then it has to get it Refinanced.

2) Certainly Trump Admin does not want it Refinanced when 10 Year yield is at 4.8%. Scott Bessent would like to see it at around 3% 10 yield for refinancing debt.

3) For that need to bring down the 10 year yield.

4) DOGE needs to cut federal spending & outlays

5) Drill Oil & get OPEC+ to boost Oil Output which would counter balance any inflation Tariffs may induce.

6) Tariffs increase volatility in the markets, the madman tactics make investors dump risky assets like Equity and shift to long term UST Bonds.

6) As long term bonds buying increases, yields go down, while market crashes/corrects.

7) Federal Expenditure Cuts, Softening labour market during slowing economy, Inflation collapse due to bearish Crude makes the Fed Pivot to cut rates.

8) Fear of recession, de-growth, low inflation, rising unemployment, falling 10 years yields mean Fed gets room to cut Rates.

9) Fed Cuts rates, American debts get renewed at lower interest rates which reduces further issuances.

10) Bessent is aiming for

2-2.5% inflation,
3-3.5% 10 year UST yield
2.5-3.5% GDP Growth
2.75-3% Deficit/GDP
1-1.5 % Fed Funds Rate

11) Another factor which could be deflationary is Adoption of AI as it increases productivity but reduces the usage of Manpower. AI trend is Deflationary overall.

12) Thus an AI boom is on the Horizon & Deep Seek actually helps achieve those conditions. Now think what you want but these AI models were released based on NVIDIA GPUs much like Deep Seek V2 will also be.

13) Tariffs have other motives too like to re-balance trade deficit & stop currency devaluation.

14) The Twin Objective is to Re-Industrialise America & decrease the deficit.

15) Deficit part we talked about. Re-Industrialisation is done via capex but for capex cost of servicing debt needs to come down & DOGE needs to make Government leaner.

16) For Re-Industrialisation of America -

◼️Create Sovereign Wealth Fund & Monetise the Asset side of US Balance Sheets.
◼️Give tax cuts to corporates & middle class to cushion blow of markets & temporary pain.
◼️Nudge PVT sector to start investments & incentivise investment in America
◼️Cut Deficit & cost of servicing debt.
◼️Aim for a Mara Lago Accord to Devalue Dollar making American exports cheaper and competitive.
◼️Capital Controls & mandating re-investment a portion of profits in USA by American Corporates

17) However these short term pain in markets, jobs, unemployment to get DXY to weaken, 10 Year yield to come down and Fed to cut rates are frought with too many risks

🔶 Foreign Countries retaliate US with tariffs & consumer’s suffer leading to decline in GDP growth.
🔶Inflation goes out of hand remains sticky due to Tariffs & Tax Cuts.
🔶Countries flatly refuse to co-operate to Devalue of Dollar
🔶 A Stock market crash wiping out trillions of dollars might shake up confidence in US Economy leading to a rollback or a pause in Tariffs.

18) All this could prolong the short term pain as too many variables need to fall in line for a smooth operation to rescue American Economy

19) And if even one things misfires, it a could lead to a recession (looks less as of now) & that could blow up for Trump in Mid-Terms as he has a window of 1 year to act & act fast.

20) So kindly bear with disruption for Short Term unless Trump Admnst screws up its implementation & we all are royally fucked.

21) Meantime, Global Economies suffer along with USA, markets will stay volatile for next few months.

22) US markets will go in correction while Fed rate cuts & Tax Cuts would induce more discretionary spending good for IT sector specially opting for Adoption of AI.Image
23) Trump’s commerce secretary has announced that a compromise with Mexico & Canada may be found soon this comes post announcement of retaliatory tariffs by Canada, suspension of StarLink contract in Ontario and 3.4 trillion $ wipeout in S&P post announcement of Trade Tariffs.

24) Cutting Ukraine funding, withdrawing American troops, defunding International Bodies, winding up USAID, cutting down IRS manpower is all part of saving revenue, focus on re-building of US.

25) Its America First with American Exceptionalism in a bid to realise America’s Manifest Destiny by applying Monroe Doctrine.

26) The Madman tactics are securing only & only American interests for what be the costs for Europe or Global Economy. Its America First even if it means US bearing short term pain.

27) Goal is clear, America for Americans; rest can pay, invest and reside or just get out. We dont want freeloaders on our System.

28) A leaner Govt with an Industrialised America leading the Tech race as a Manufacturing power sitting in majestic isolation between two oceans.

29) The Wall Street gets to fund all sides of spectrum to hedge them against each other when it comes to Geo-Political conflicts or dispute.

30) America will build a system of security architecture in Indo-Pacific while reducing presence in Europe once peace deal with Russia is signed on Ukraine.

31) Use of Tariffs & Security Guarantee’s as tools to leverage support for American objectives from Mara Lago Accord, Devalued Dollar, Lesser Trade Barriers, Make in America.

32) And countries who dont co-operate will face fury of American might from Tariffs to Capital Controls to Secondary Sanctions to restricted access to American capital markets.

33) Russians are willing to work with USA, India is willing to strike trade deal, Europe is re-arming itself yet has different priorities i.e. Russia and Turkey unlike USA who sees China as the worthy challenger.

We are in for chaotic yet fascinating times. Fasten ur seatbelt’s !
Addendum:

34) Russia is also co-operating USA in OPEC+ (Saudis) increasing Crude Output moving it towards disinflationary regime with crude lowering around 60$ per barrel.

35) Putin is also negotiating as an Mediator with Iran for USA on Nuclear Issue. A Russian military team has already reached Tehran. Even Iran doesn’t want conflagration at this moment.
Read 4 tweets
Jan 28
In one stroke CCP, disrupted the American tech industry sowing doubts & confusion by releasing a prototype build on smuggled NVIDIA Chips via Singapore.

To scale it for complex jobs it needs more NVIDIA H100 which can't be reverse engineered. Making it Open Source to disrupt the American market, sow doubt in investors about 500 Billion $ investment with this cheap prototype.

A perfect psyops targeted at Trump Admnst about to unleash Trade War and Tariffs, develop low cost AI tool to capture the market in non American bloc, attracting more investment and research into Chinese AI industry, application of it in Military technologies.

If you cant replicate or scale it, then let me disrupt it by leaking a basic prototype causing a Trillion $ dollar loss with just 5 million $. #HybridWarfare & #PsyOps at its best ! #TechWar #ColdWar2.0
Did Communists in Silicon Valley help & time it against Trump much like Communist in State Department abetted rise of CCP just after WW2. Alger Hiss & General Marshal et all !

Did the leaky establishment also collaborate in this bid to damage the Silicon Vally Czars backing Trump and his grand plans with Techno-Liberatarian elite !
#DeepSeek has been trained on Nvidia H800 but is running inference on the new home Chinese chips made by Huawei, the 910C.

Unfortunately CCP cant scale DEEPSEEK for complex tasks it will need thousands of NH100 NVIDIA GPUs and we are expecting more tighter US controls not only on China but also Singapore or any country where China can smuggle it through.

American Tech giants still control proprietary technology to innovate further but the Chinese are trying to disrupt with low scale AI which Huawei can build.

The 910Cs developed by Huawei are an alternative to the H100 GPUs. It is one of the hardest to re-engineer in Industrial Chain. 910c dont give that performance and does not have good interconnect which is critical for training.

Due to export restrictions on lithography machines which create GPUs by USA, its difficult for CCP to scale up. Yet Huawei is catching up.

Its aim is to build 920c to match B200 flagship of NVIDIA GPU. DEEPSEEK would run train on V4 model on 32k 910c. Huawei would struggle to meet demand to scale it up but the Chinese have made a statement to the world and American tech giants by launching this #HybridWarfare & #PsyOps !

We are indeed in a new era of #TechWar & AI Race. Expect #America to tighten more semiconductor chip sharing technology & controls on chips for GPUs, Data Centers.Image
Read 9 tweets
Jun 26, 2024
The Gold thing comes out of FATF Report published in July 2015 on the growing use of gold in place of cash & traditional financial markets as a method for laundering funds as regulators & law enforcement measures have become more successful in the traditional financial markets. Image
In 2023 in Compliance with FATF mandates Govt issues fresh guidelines for Anti-money laundering, countering the financing of terrorism, and combating proliferation financing guidelines for dealers in precious metals and precious stones, 2023 qua Bullion & Diamond Trade.
As per the provisions of the PMLA, all designated Non-Financial Businesses and Professions (DNFBPs), which include dealers in precious metals and precious stones (DNMS) who are the Reporting Entities (REs),
Read 18 tweets
Apr 14, 2024
Iran is no pushover. The IRGC and its paramilitary wing of Shia Militias took control of Iraq & Syria with help of Hezbollah, Assad & Russia eliminated ISIS & stamped down Al Nusra in Syria and the Free Syrian Army propped up by Gulf Arab States, US & Turkey.
It has militias in Yemen like Houthi’s having ballistic missiles of 1000Km + targets. Gave handful to UAE-Saudi coalition in Yemen. Blocking and targeting ships in Red Sea. Hezbollah has big network in South & Central America in drug running with drug cartels, arms supplies.
Iran now has developed Robust MIC which is also helping Russia in Ukraine with Drone capabilities, Missile Technologies and Cyber Warfare divisions. Its nuclear program is very close to achieving the Nuclear Bomb now. Has agreements with China & aiming one with Moscow.
Read 4 tweets

Did Thread Reader help you today?

Support us! We are indie developers!


This site is made by just two indie developers on a laptop doing marketing, support and development! Read more about the story.

Become a Premium Member ($3/month or $30/year) and get exclusive features!

Become Premium

Don't want to be a Premium member but still want to support us?

Make a small donation by buying us coffee ($5) or help with server cost ($10)

Donate via Paypal

Or Donate anonymously using crypto!

Ethereum

0xfe58350B80634f60Fa6Dc149a72b4DFbc17D341E copy

Bitcoin

3ATGMxNzCUFzxpMCHL5sWSt4DVtS8UqXpi copy

Thank you for your support!

Follow Us!

:(