If not the most deadly, the novel coronavirus (COVID-19) is one of the most contagious diseases to have hit our green planet in the past decades. In little over three months since the virus was first spotted in mainland China, it has spread to more than 90 countries, infected more than 185,000 people, and taken more than 3,500 lives.
As governments and health organizations scramble to contain the spread of coronavirus, they need all the help they can get, including from artificial intelligence. Though current AI technologies arefar from replicating human intelligence, they are proving to be very helpful in tracking the outbreak, diagnosing patients, disinfecting areas, and speeding up the process of finding a cure for COVID-19.
Data science and machine learning might be two of the most effective weapons we have in the fight against the coronavirus outbreak.
Just before the turn of the year, BlueDot, an artificial intelligence platform that tracks infectious diseases around the world, flagged a cluster of unusual pneumonia cases happening around a market in Wuhan, China. Nine days later, the World Health Organization (WHO)released a statementdeclaring the discovery of a novel coronavirus in a hospitalized person with pneumonia in Wuhan.
BlueDot usesnatural language processingandmachine learning algorithmsto peruse information from hundreds of sources for early signs of infectious epidemics. The AI looks at statements from health organizations, commercial flights, livestock health reports, climate data from satellites, and news reports. With so much data being generated on coronavirus every day, the AI algorithms can help home in on the bits that can provide pertinent information on the spread of the virus. It can also find important correlations between data points, such as the movement patterns of the people who are living in the areas most affected by the virus.
The company also employs dozens of experts who specialize in a range of disciplines including geographic information systems, spatial analytics, data visualization, computer sciences, as well as medical experts in clinical infectious diseases, travel and tropical medicine, and public health. The experts review the information that has been flagged by the AI and send out reports on their findings.
Combined with the assistance of human experts, BlueDots AI can not only predict the start of an epidemic, but also forecast how it will spread. In the case of COVID-19, the AI successfully identified the cities where the virus would be transferred to after it surfaced in Wuhan. Machine learning algorithms studying travel patterns were able to predict where the people who had contracted coronavirus were likely to travel.
Coronavirus (COVID-19) (Image source:NIAID)
You have probably seen the COVID-19 screenings at border crossings and airports. Health officers use thermometer guns and visually check travelers for signs of fever, coughing, and breathing difficulties.
Now,computer vision algorithmscan perform the same at large scale. An AI system developed by Chinese tech giant Baidu uses cameras equipped with computer vision and infrared sensors to predict peoples temperatures in public areas. The system can screen up to 200 people per minute and detect their temperature within a range of 0.5 degrees Celsius. The AI flags anyone who has a temperature above 37.3 degrees. The technology is now in use in Beijings Qinghe Railway Station.
Alibaba, another Chinese tech giant, has developed an AI system that candetect coronavirus in chest CT scans. According to the researchers who developed the system, the AI has a 96-percent accuracy. The AI was trained on data from 5,000 coronavirus cases and can perform the test in 20 seconds as opposed to the 15 minutes it takes a human expert to diagnose patients. It can also tell the difference between coronavirus and ordinary viral pneumonia. The algorithm can give a boost to the medical centers that are already under a lot of pressure to screen patients for COVID-19 infection. The system is reportedly being adopted in 100 hospitals in China.
A separate AI developed by researchers from Renmin Hospital of Wuhan University, Wuhan EndoAngel Medical Technology Company, and the China University of Geosciences purportedly shows 95-percent accuracy on detecting COVID-19 in chest CT scans. The system is adeep learning algorithmtrained on 45,000 anonymized CT scans. According to a preprint paperpublished on medRxiv, the AIs performance is comparable to expert radiologists.
One of the main ways to prevent the spread of the novel coronavirus is to reduce contact between infected patients and people who have not contracted the virus. To this end, several companies and organizations have engaged in efforts to automate some of the procedures that previously required health workers and medical staff to interact with patients.
Chinese firms are using drones and robots to perform contactless delivery and to spray disinfectants in public areas to minimize the risk of cross-infection. Other robots are checking people for fever and other COVID-19 symptoms and dispensing free hand sanitizer foam and gel.
Inside hospitals, robots are delivering food and medicine to patients and disinfecting their rooms to obviate the need for the presence of nurses. Other robots are busy cooking rice without human supervision, reducing the number of staff required to run the facility.
In Seattle, doctors used a robot to communicate with and treat patients remotely to minimize exposure of medical staff to infected people.
At the end of the day, the war on the novel coronavirus is not over until we develop a vaccine that can immunize everyone against the virus. But developing new drugs and medicine is a very lengthy and costly process. It can cost more than a billion dollars and take up to 12 years. Thats the kind of timeframe we dont have as the virus continues to spread at an accelerating pace.
Fortunately, AI can help speed up the process. DeepMind, the AI research lab acquired by Google in 2014, recently declared that it has used deep learning to find new information about the structure of proteins associated with COVID-19. This is a process that could have taken many more months.
Understanding protein structures can provide important clues to the coronavirus vaccine formula. DeepMind is one of several organizations who are engaged in the race to unlock the coronavirus vaccine. It has leveraged the result of decades of machine learning progress as well as research on protein folding.
Its important to note that our structure prediction system is still in development and we cant be certain of the accuracy of the structures we are providing, although we are confident that the system is more accurate than our earlier CASP13 system, DeepMinds researchers wroteon the AI labs website. We confirmed that our system provided an accurate prediction for the experimentally determined SARS-CoV-2 spike protein structure shared in the Protein Data Bank, and this gave us confidence that our model predictions on other proteins may be useful.
Although its too early to tell whether were headed in the right direction, the efforts are commendable. Every day saved in finding the coronavirus vaccine can save hundredsor thousandsof lives.
This story is republished fromTechTalks, the blog that explores how technology is solving problems and creating new ones. Like them onFacebookhere and follow them down here:
Published March 21, 2020 17:00 UTC
Excerpt from:
Why AI might be the most effective weapon we have to fight COVID-19 - The Next Web
- Microsoft reveals how it caught mutating Monero mining malware with machine learning - The Next Web [Last Updated On: December 1st, 2019] [Originally Added On: December 1st, 2019]
- The role of machine learning in IT service management - ITProPortal [Last Updated On: December 1st, 2019] [Originally Added On: December 1st, 2019]
- Workday talks machine learning and the future of human capital management - ZDNet [Last Updated On: December 1st, 2019] [Originally Added On: December 1st, 2019]
- Verification In The Era Of Autonomous Driving, Artificial Intelligence And Machine Learning - SemiEngineering [Last Updated On: December 1st, 2019] [Originally Added On: December 1st, 2019]
- Synthesis-planning program relies on human insight and machine learning - Chemical & Engineering News [Last Updated On: December 1st, 2019] [Originally Added On: December 1st, 2019]
- Here's why machine learning is critical to success for banks of the future - Tech Wire Asia [Last Updated On: December 1st, 2019] [Originally Added On: December 1st, 2019]
- The 10 Hottest AI And Machine Learning Startups Of 2019 - CRN: The Biggest Tech News For Partners And The IT Channel [Last Updated On: December 1st, 2019] [Originally Added On: December 1st, 2019]
- Onica Showcases Advanced Internet of Things, Artificial Intelligence, and Machine Learning Capabilities at AWS re:Invent 2019 - PR Web [Last Updated On: December 3rd, 2019] [Originally Added On: December 3rd, 2019]
- Machine Learning Answers: If Caterpillar Stock Drops 10% A Week, Whats The Chance Itll Recoup Its Losses In A Month? - Forbes [Last Updated On: December 3rd, 2019] [Originally Added On: December 3rd, 2019]
- Amazons new AI keyboard is confusing everyone - The Verge [Last Updated On: December 5th, 2019] [Originally Added On: December 5th, 2019]
- Exploring the Present and Future Impact of Robotics and Machine Learning on the Healthcare Industry - Robotics and Automation News [Last Updated On: December 5th, 2019] [Originally Added On: December 5th, 2019]
- 3 questions to ask before investing in machine learning for pop health - Healthcare IT News [Last Updated On: December 5th, 2019] [Originally Added On: December 5th, 2019]
- Amazon Wants to Teach You Machine Learning Through Music? - Dice Insights [Last Updated On: December 5th, 2019] [Originally Added On: December 5th, 2019]
- Measuring Employee Engagement with A.I. and Machine Learning - Dice Insights [Last Updated On: December 6th, 2019] [Originally Added On: December 6th, 2019]
- The NFL And Amazon Want To Transform Player Health Through Machine Learning - Forbes [Last Updated On: December 11th, 2019] [Originally Added On: December 11th, 2019]
- Scientists are using machine learning algos to draw maps of 10 billion cells from the human body to fight cancer - The Register [Last Updated On: December 11th, 2019] [Originally Added On: December 11th, 2019]
- Appearance of proteins used to predict function with machine learning - Drug Target Review [Last Updated On: December 11th, 2019] [Originally Added On: December 11th, 2019]
- Google is using machine learning to make alarm tones based on the time and weather - The Verge [Last Updated On: December 11th, 2019] [Originally Added On: December 11th, 2019]
- 10 Machine Learning Techniques and their Definitions - AiThority [Last Updated On: December 11th, 2019] [Originally Added On: December 11th, 2019]
- Taking UX and finance security to the next level with IBM's machine learning - The Paypers [Last Updated On: December 12th, 2019] [Originally Added On: December 12th, 2019]
- Government invests 49m in data analytics, machine learning and AI Ireland, news for Ireland, FDI,Ireland,Technology, - Business World [Last Updated On: December 12th, 2019] [Originally Added On: December 12th, 2019]
- Machine Learning Answers: If Nvidia Stock Drops 10% A Week, Whats The Chance Itll Recoup Its Losses In A Month? - Forbes [Last Updated On: December 12th, 2019] [Originally Added On: December 12th, 2019]
- Bing: To Use Machine Learning; You Have To Be Okay With It Not Being Perfect - Search Engine Roundtable [Last Updated On: December 12th, 2019] [Originally Added On: December 12th, 2019]
- IQVIA on the adoption of AI and machine learning - OutSourcing-Pharma.com [Last Updated On: December 12th, 2019] [Originally Added On: December 12th, 2019]
- Schneider Electric Wins 'AI/ Machine Learning Innovation' and 'Edge Project of the Year' at the 2019 SDC Awards - PRNewswire [Last Updated On: December 12th, 2019] [Originally Added On: December 12th, 2019]
- Industry Call to Define Universal Open Standards for Machine Learning Operations and Governance - MarTech Series [Last Updated On: December 12th, 2019] [Originally Added On: December 12th, 2019]
- Qualitest Acquires AI and Machine Learning Company AlgoTrace to Expand Its Offering - PRNewswire [Last Updated On: December 12th, 2019] [Originally Added On: December 12th, 2019]
- Automation And Machine Learning: Transforming The Office Of The CFO - Forbes [Last Updated On: December 12th, 2019] [Originally Added On: December 12th, 2019]
- Machine learning results: pay attention to what you don't see - STAT [Last Updated On: December 12th, 2019] [Originally Added On: December 12th, 2019]
- The challenge in Deep Learning is to sustain the current pace of innovation, explains Ivan Vasilev, machine learning engineer - Packt Hub [Last Updated On: December 15th, 2019] [Originally Added On: December 15th, 2019]
- Israelis develop 'self-healing' cars powered by machine learning and AI - The Jerusalem Post [Last Updated On: December 15th, 2019] [Originally Added On: December 15th, 2019]
- Theres No Such Thing As The Machine Learning Platform - Forbes [Last Updated On: December 15th, 2019] [Originally Added On: December 15th, 2019]
- Global Contextual Advertising Markets, 2019-2025: Advances in AI and Machine Learning to Boost Prospects for Real-Time Contextual Targeting -... [Last Updated On: December 20th, 2019] [Originally Added On: December 20th, 2019]
- Machine Learning Answers: If Twitter Stock Drops 10% A Week, Whats The Chance Itll Recoup Its Losses In A Month? - Forbes [Last Updated On: December 20th, 2019] [Originally Added On: December 20th, 2019]
- Tech connection: To reach patients, pharma adds AI, machine learning and more to its digital toolbox - FiercePharma [Last Updated On: December 20th, 2019] [Originally Added On: December 20th, 2019]
- Machine Learning Answers: If Seagate Stock Drops 10% A Week, Whats The Chance Itll Recoup Its Losses In A Month? - Forbes [Last Updated On: December 20th, 2019] [Originally Added On: December 20th, 2019]
- MJ or LeBron Who's the G.O.A.T.? Machine Learning and AI Might Give Us an Answer - Built In Chicago [Last Updated On: December 20th, 2019] [Originally Added On: December 20th, 2019]
- Amazon Releases A New Tool To Improve Machine Learning Processes - Forbes [Last Updated On: December 20th, 2019] [Originally Added On: December 20th, 2019]
- AI and machine learning platforms will start to challenge conventional thinking - CRN.in [Last Updated On: December 20th, 2019] [Originally Added On: December 20th, 2019]
- What is Deep Learning? Everything you need to know - TechRadar [Last Updated On: December 20th, 2019] [Originally Added On: December 20th, 2019]
- Machine Learning Answers: If BlackBerry Stock Drops 10% A Week, Whats The Chance Itll Recoup Its Losses In A Month? - Forbes [Last Updated On: December 20th, 2019] [Originally Added On: December 20th, 2019]
- QStride to be acquired by India-based blockchain, analytics, machine learning consultancy - Staffing Industry Analysts [Last Updated On: December 20th, 2019] [Originally Added On: December 20th, 2019]
- Dotscience Forms Partnerships to Strengthen Machine Learning - Database Trends and Applications [Last Updated On: December 20th, 2019] [Originally Added On: December 20th, 2019]
- The Machines Are Learning, and So Are the Students - The New York Times [Last Updated On: December 20th, 2019] [Originally Added On: December 20th, 2019]
- Kubernetes and containers are the perfect fit for machine learning - JAXenter [Last Updated On: December 20th, 2019] [Originally Added On: December 20th, 2019]
- Data science and machine learning: what to learn in 2020 - Packt Hub [Last Updated On: December 20th, 2019] [Originally Added On: December 20th, 2019]
- What is Machine Learning? A definition - Expert System [Last Updated On: December 20th, 2019] [Originally Added On: December 20th, 2019]
- Want to dive into the lucrative world of deep learning? Take this $29 class. - Mashable [Last Updated On: December 24th, 2019] [Originally Added On: December 24th, 2019]
- Another free web course to gain machine-learning skills (thanks, Finland), NIST probes 'racist' face-recog and more - The Register [Last Updated On: December 24th, 2019] [Originally Added On: December 24th, 2019]
- TinyML as a Service and machine learning at the edge - Ericsson [Last Updated On: December 24th, 2019] [Originally Added On: December 24th, 2019]
- Machine Learning in 2019 Was About Balancing Privacy and Progress - ITPro Today [Last Updated On: December 24th, 2019] [Originally Added On: December 24th, 2019]
- Ten Predictions for AI and Machine Learning in 2020 - Database Trends and Applications [Last Updated On: December 25th, 2019] [Originally Added On: December 25th, 2019]
- The Value of Machine-Driven Initiatives for K12 Schools - EdTech Magazine: Focus on Higher Education [Last Updated On: December 25th, 2019] [Originally Added On: December 25th, 2019]
- CMSWire's Top 10 AI and Machine Learning Articles of 2019 - CMSWire [Last Updated On: December 25th, 2019] [Originally Added On: December 25th, 2019]
- Machine Learning Market Accounted for US$ 1,289.5 Mn in 2016 and is expected to grow at a CAGR of 49.7% during the forecast period 2017 2025 - The... [Last Updated On: December 27th, 2019] [Originally Added On: December 27th, 2019]
- Are We Overly Infatuated With Deep Learning? - Forbes [Last Updated On: December 27th, 2019] [Originally Added On: December 27th, 2019]
- Can machine learning take over the role of investors? - TechHQ [Last Updated On: December 27th, 2019] [Originally Added On: December 27th, 2019]
- Dr. Max Welling on Federated Learning and Bayesian Thinking - Synced [Last Updated On: December 28th, 2019] [Originally Added On: December 28th, 2019]
- 2010 2019: The rise of deep learning - The Next Web [Last Updated On: January 4th, 2020] [Originally Added On: January 4th, 2020]
- Machine Learning Answers: Sprint Stock Is Down 15% Over The Last Quarter, What Are The Chances It'll Rebound? - Trefis [Last Updated On: January 4th, 2020] [Originally Added On: January 4th, 2020]
- Sports Organizations Using Machine Learning Technology to Drive Sponsorship Revenues - Sports Illustrated [Last Updated On: January 4th, 2020] [Originally Added On: January 4th, 2020]
- What is deep learning and why is it in demand? - Express Computer [Last Updated On: January 4th, 2020] [Originally Added On: January 4th, 2020]
- Byrider to Partner With PointPredictive as Machine Learning AI Partner to Prevent Fraud - CloudWedge [Last Updated On: January 4th, 2020] [Originally Added On: January 4th, 2020]
- Stare into the mind of God with this algorithmic beetle generator - SB Nation [Last Updated On: January 5th, 2020] [Originally Added On: January 5th, 2020]
- US announces AI software export restrictions - The Verge [Last Updated On: January 5th, 2020] [Originally Added On: January 5th, 2020]
- How AI And Machine Learning Can Make Forecasting Intelligent - Demand Gen Report [Last Updated On: January 5th, 2020] [Originally Added On: January 5th, 2020]
- Fighting the Risks Associated with Transparency of AI Models - EnterpriseTalk [Last Updated On: January 7th, 2020] [Originally Added On: January 7th, 2020]
- NXP Debuts i.MX Applications Processor with Dedicated Neural Processing Unit for Advanced Machine Learning at the Edge - GlobeNewswire [Last Updated On: January 7th, 2020] [Originally Added On: January 7th, 2020]
- Cerner Expands Collaboration with Amazon Web as its Preferred Machine Learning Provider - Story of Future [Last Updated On: January 7th, 2020] [Originally Added On: January 7th, 2020]
- Can We Do Deep Learning Without Multiplications? - Analytics India Magazine [Last Updated On: January 7th, 2020] [Originally Added On: January 7th, 2020]
- Machine learning is innately conservative and wants you to either act like everyone else, or never change - Boing Boing [Last Updated On: January 7th, 2020] [Originally Added On: January 7th, 2020]
- Pear Therapeutics Expands Pipeline with Machine Learning, Digital Therapeutic and Digital Biomarker Technologies - Business Wire [Last Updated On: January 7th, 2020] [Originally Added On: January 7th, 2020]
- FLIR Systems and ANSYS to Speed Thermal Camera Machine Learning for Safer Cars - Business Wire [Last Updated On: January 7th, 2020] [Originally Added On: January 7th, 2020]
- SiFive and CEVA Partner to Bring Machine Learning Processors to Mainstream Markets - PRNewswire [Last Updated On: January 7th, 2020] [Originally Added On: January 7th, 2020]
- Tiny Machine Learning On The Attiny85 - Hackaday [Last Updated On: January 7th, 2020] [Originally Added On: January 7th, 2020]
- Finally, a good use for AI: Machine-learning tool guesstimates how well your code will run on a CPU core - The Register [Last Updated On: January 7th, 2020] [Originally Added On: January 7th, 2020]
- AI, machine learning, and other frothy tech subjects remained overhyped in 2019 - Boing Boing [Last Updated On: January 7th, 2020] [Originally Added On: January 7th, 2020]
- Chemists are training machine learning algorithms used by Facebook and Google to find new molecules - News@Northeastern [Last Updated On: January 7th, 2020] [Originally Added On: January 7th, 2020]
- AI and machine learning trends to look toward in 2020 - Healthcare IT News [Last Updated On: January 7th, 2020] [Originally Added On: January 7th, 2020]
- What Is Machine Learning? | How It Works, Techniques ... [Last Updated On: January 7th, 2020] [Originally Added On: January 7th, 2020]