Now More Than Ever We Should Take Advantage of the Transformational Benefits of AI and ML in Healthcare – Managed Healthcare Executive
As healthcare businesses transform for a post-COVID-19 era, they are embracing digital technologies as essential for outmaneuvering the uncertainty faced by businesses and as building blocks for driving more innovation. Maturing digital technologies such as social, mobile, analytics and cloud (SMAC); emerging technologies such as distributed ledger, artificial intelligence, extended reality and quantum computing (DARQ);and scientific advancements (e.g., CRISPR, materials science) are helping to make innovative breakthroughs a reality.
These technologies are also proving essential in supporting COVID-19 triage efforts. For example, hospitals in China are using artificial intelligence (AI) to scan lungs, which is reducing the burden on healthcare providers and enabling earlier intervention. Hospitals in the United States are also using AI to intercept individuals with COVID-19 symptoms from visiting patients in the hospital.
Because AI and machine learning (ML) definitions can often be confused, it may be best to start by defining our terms.
AI can be defined as a collection of different technologies that can be brought together to enable machines to act with what appears to be human-like levels of intelligence. AI provides the ability for technology to sense, comprehend, act and learn in a way that mimics human intelligence.
ML can be viewed as a subset of AI that provides software, machines and robots the ability to learn without static program instructions.
ML is currently being used across the health industry to generate personalized product recommendations to consumers, identify the root cause of quality problems and fix them, detect healthcare claims fraud, and discover and recommend treatment options to physicians. ML-enabled processes rely on software, systems, robots or other machines which use ML algorithms.
For the healthcare industry, AI and ML represent a set of inter-related technologiesthat allow machines to perform and help with both administrative and clinical healthcare functions. Unlike legacy technologies that are algorithm-based tools that complement a human, health-focused AI and ML today can truly augment human activity.
The full potential of AI is moving beyond mere automation of simple tasks into a powerful tool enabling collaboration between humans and machines. AI is presenting an opportunity to revolutionize healthcare jobs for the better.
Recent research indicates that in order to maximize the potential of AI and to be digital leaders, healthcare organizations must re-imagine and re-invent their processes and create self-adapting, self-optimizing living processes that use ML algorithms and real-time data to continuously improve.
In fact, theres consensus among healthcare organizations hat ML-enabled processes help achieve previously hidden or unobtainable value, and that these processes are finding solutions to previously unsolved business problems.
Despite these key findings, additional research surprisingly finds that only 39% of healthcare organizations report that they have inclusive design or human-centric design principles in place to support human-machine collaboration. Machines themselves will become agents of process change, unlocking new roles and new ways for humans and machines to work together.
In order to tap into the unique strengths of AI, healthcare businesses will need to rely on their peoples talent and ability to steward, direct, and refine the technology. Advances in natural language processing and computer vision can help machines and people collaborate and understand one another and their surroundings more effectively. It will be vital to prioritize explainability to help organizations ensure that people understand AI.
Powerful AI capabilities are already delivering profound results across other industries such as retail and automotive. Healthcare organizations now have an opportunity to integrate the new skills needed to enable fluid interactions between human and machines and adapt to the workforce models needed to support these new forms of collaboration.
By embracing the growing adoption of AI, healthcare organizations will soon see the potential benefits and value of AI such as organizational and workflow improvements that can unleash improvements in cost, quality and access. Growth in the AI health market is expected to reach $6.6 billion by 2021 thats a compound annual growth rate of 40%. In just the next couple of years,the health AI market will grow more than 10 times.
AI generally, and ML specifically, gives us technology that can finally perform specialized nonroutine tasks as it learns for itself without explicit human programing shifting nonclinical judgment tasks away from healthcare enterprise workers.
What will be key to the success of healthcare organizations leveraging AI and ML across every process, piece of data and worker? When AI and ML are effectively added to the operational picture, we will see healthcare systems where machines will take on simple, repetitive tasks so that humans can collaborate on a larger scale and work at a higher cognitive level. AI and ML can foster a powerful combination of strategy, technology and the future of work that will improve both labor productivity and patient care.
Brian Kalis is a managing director of digital health and innovation for Accenture's health business.
- Turkey Launches First 5-Qubit Quantum Computer, Called QuanT, Marking National Technology Breakthrough for the Country - Quantum Computing Report - November 23rd, 2024 [November 23rd, 2024]
- Toshiba and RIKEN Achieve 99.90% Fidelity with Double-Transmon Coupler for Superconducting Quantum Computers - Quantum Computing Report - November 23rd, 2024 [November 23rd, 2024]
- IBM and Pasqal to Advance Quantum-Centric Supercomputing with a Unified Framework - Quantum Computing Report - November 23rd, 2024 [November 23rd, 2024]
- Up 43% Today, This Quantum Computing Stock Has More Than Tripled In November - Barchart - November 21st, 2024 [November 21st, 2024]
- Quantum computing making leap from theoretical to practical - Hamburg Invest - November 21st, 2024 [November 21st, 2024]
- Google Unveils AlphaQubit: AI-Driven Breakthrough in Quantum Error Correction - Quantum Computing Report - November 21st, 2024 [November 21st, 2024]
- Lightsynq Comes Out of Stealth with $18 Million in Series A Funding to Scale Quantum Computing - The Quantum Insider - November 21st, 2024 [November 21st, 2024]
- How Clean Does a Quantum Computing Test Facility Need to Be? - HPCwire - November 21st, 2024 [November 21st, 2024]
- Alice & Bob Launch Dynamiqs: A GPU-Accelerated Library for High-Speed Quantum Simulations - Quantum Computing Report - November 21st, 2024 [November 21st, 2024]
- Microsoft and Atom Computing Are Taking Orders for a Fault Tolerant Quantum Computer with 1K (Physical) / 50 (Logical) Qubits for Delivery Next Year -... - November 21st, 2024 [November 21st, 2024]
- Nurturing The Emerging Ecosystem Of Industry-Academia Collaboration In Quantum Computing - NDTV Profit - November 21st, 2024 [November 21st, 2024]
- Microsoft and Atom Computing leap ahead on the quantum frontier with logical qubits - GeekWire - November 21st, 2024 [November 21st, 2024]
- Quantum Computing and the Evolving Cyber Threat Landscape - The Soufan Center - November 16th, 2024 [November 16th, 2024]
- What is quantum computing and how might it impact financial services? - Lloyds Banking Group - November 16th, 2024 [November 16th, 2024]
- Quantum Computing to sell 16M shares at $2.50 in registered direct offering - TipRanks - November 16th, 2024 [November 16th, 2024]
- How 'clean' does a quantum computing test facility need to be? - Phys.org - November 14th, 2024 [November 14th, 2024]
- Quantum Computing Shares Are Up By More Than 70%: Here's What You Need To Know - Benzinga - November 14th, 2024 [November 14th, 2024]
- In step forward for quantum computing hardware, IU physicist uncovers novel behavior in quantum-driven superconductors - IU Newsroom - November 14th, 2024 [November 14th, 2024]
- Closing in on quantum computing with error mitigation - ComputerWeekly.com - November 14th, 2024 [November 14th, 2024]
- IQM unveils roadmap focused on fault-tolerant quantum computing by 2030 - Scientific Computing World - November 14th, 2024 [November 14th, 2024]
- Quantum Computing is Coming - Is the Insurance Industry Ready? - - Insurance Edge - November 14th, 2024 [November 14th, 2024]
- Could Diamonds Unlock Improved Qubits for Quantum Computing? - Securities.io - November 14th, 2024 [November 14th, 2024]
- Enterprise Quantum Computing Market on Track for 29.7% CAGR | Key Growth Drivers and Future Opportunities - openPR - November 14th, 2024 [November 14th, 2024]
- Equal1s Quantum Computing Breakthough with Arm Technology - Arm Newsroom - November 14th, 2024 [November 14th, 2024]
- Quantum Algorithms Institute Partners with AbaQus and InvestDEFY to Enhance Financial Forecasting with Quantum Computing - Quantum Computing Report - November 14th, 2024 [November 14th, 2024]
- SemiQon and SDT Partner to Scale Quantum Computing with Silicon-Based QPUs - Quantum Computing Report - November 14th, 2024 [November 14th, 2024]
- The CIO's quantum leap into the cloud: Integrating quantum computing into cloud infrastructure - ITPro - November 14th, 2024 [November 14th, 2024]
- Massachusetts Invests $5 Million in New Quantum Computing Facility in Holyoke - This Week In Worcester - November 14th, 2024 [November 14th, 2024]
- Hamad Bin Khalifa University and Quantinuum Partner to Advance Quantum Computing in Qatar - The Quantum Insider - November 14th, 2024 [November 14th, 2024]
- Hamad Bin Khalifa University Partners with Quantinuum to Boost Quantum Computing Research in Qatar - Quantum Computing Report - November 14th, 2024 [November 14th, 2024]
- Singtel Expands Quantum-Safe Network with Palo Alto Networks and Fortinet Integration - Quantum Computing Report - November 14th, 2024 [November 14th, 2024]
- Quantum Computing Company to Part With General Counsel - Law.com - November 12th, 2024 [November 12th, 2024]
- Researchers from the University of Sydney demonstrate more effieicnt quantum error correction - Scientific Computing World - November 12th, 2024 [November 12th, 2024]
- Quantum computing will be the next big tech trend to have a major impact on marketing, says Citi CMO Alex Craddock - Business Insider - November 10th, 2024 [November 10th, 2024]
- A Look At The Official Opening of UKs National Quantum Computing Centre - The Quantum Insider - November 10th, 2024 [November 10th, 2024]
- IonQ Partners with imec to Advance Quantum Computing with Photonic Integrated Circuits and Chip-Scale Ion Traps - Quantum Computing Report - November 10th, 2024 [November 10th, 2024]
- BTQ Technologies and Macquarie University Partner to Drive Quantum Computing and Secure Communications - Quantum Computing Report - November 10th, 2024 [November 10th, 2024]
- IonQ to Acquire the Assets of Qubitekk to Strengthen Its Position in Quantum Networking Technology - Quantum Computing Report - November 10th, 2024 [November 10th, 2024]
- From nuclear to quantum computing, how Big Tech intends to power AI's insatiable thirst for energy - CNBC - November 10th, 2024 [November 10th, 2024]
- Quantum Computing and Critical Infrastructure - The Quantum Insider - October 16th, 2024 [October 16th, 2024]
- A Superconducting Waltz: Elia Strambini on the Quantum Future of Computing - The Quantum Insider - October 16th, 2024 [October 16th, 2024]
- Quantum computing and photonics discovery potentially shrinks critical parts by 1,000 times - Phys.org - October 16th, 2024 [October 16th, 2024]
- Nu Quantum Announces the Qubit-Photon Interface for Modular and Scalable Distributed Quantum Computing - The Quantum Insider - October 16th, 2024 [October 16th, 2024]
- How to Invest in Quantum Computing Companies (Updated 2024) - Investing News Network - October 16th, 2024 [October 16th, 2024]
- IBM pitches camp in Germany to prepare Quantum Computing for the real world - diginomica - October 16th, 2024 [October 16th, 2024]
- Purifications, Fidelity & the Future of Computing - The Quantum Insider - October 16th, 2024 [October 16th, 2024]
- Making quantum computing more accessible and applicable to real-world challenges - Scientific Computing World - October 16th, 2024 [October 16th, 2024]
- The future of quantum computing and cybersecurity in telecommunications - Telefnica - October 16th, 2024 [October 16th, 2024]
- Chinese Quantum Computing Threat Highlights Urgency for Quantum eMotion's Quantum Security Solutions - Newsfile - October 16th, 2024 [October 16th, 2024]
- Qunova Computing Achieves Chemical Accuracy in Quantum Chemistry Simulations with Innovative Hardware-Agnostic Algorithm on NISQ Devices - Quantum... - October 16th, 2024 [October 16th, 2024]
- Quantum Computing Transformed by Breakthrough Photonic Technology - SciTechDaily - October 12th, 2024 [October 12th, 2024]
- How Is Quantum Computing Being Used in Healthcare? - HealthTech Magazine - October 12th, 2024 [October 12th, 2024]
- IBM Quantum Roadmap Guide -- Scaling And Expanding The Usefulness of Quantum Computing - The Quantum Insider - October 12th, 2024 [October 12th, 2024]
- Toyota and Xanadu Partner to Bring Quantum Computing to Advanced Materials Science and Sensing Applications - The Quantum Insider - October 12th, 2024 [October 12th, 2024]
- 'Invisibility' and quantum computing tipped for physics Nobel - Yahoo! Voices - October 12th, 2024 [October 12th, 2024]
- Airbus Selects Multiverse Computing to Build Quantum-inspired Gesture Recognition Software For Fighter Pilots - The Quantum Insider - October 12th, 2024 [October 12th, 2024]
- From Legacy to Innovation: Banks' Path to Cloud, AI, and Quantum Computing - Finextra - October 12th, 2024 [October 12th, 2024]
- IBM Executive Stories: Bringing Useful Quantum Computing to the World - IBM - October 7th, 2024 [October 7th, 2024]
- Quantum Computing Market to Soar to $7.1B by 2031 with 30.7% CAGR - openPR - October 7th, 2024 [October 7th, 2024]
- Quantum Computing Market Is Going to Boom | Major Giants IBM, Google, Rigetti, Microsoft, Intel - openPR - October 7th, 2024 [October 7th, 2024]
- Will IBM's Focus on Quantum Computing Propel the Stock? - Yahoo Finance - October 7th, 2024 [October 7th, 2024]
- Nu Quantums Platform For Networking Quantum Computers Hosted at The UK's National Quantum Computing Centre - The Quantum Insider - October 7th, 2024 [October 7th, 2024]
- Quantum Computing for Real-world Applications with Professor Naoki Yamamoto of Keio University - The Quantum Insider - October 7th, 2024 [October 7th, 2024]
- University of Queensland (UQ) is Receiving $29 million AUD ($19.7M USD) in Funding for Quantum Research and Scholarships - Quantum Computing Report - October 7th, 2024 [October 7th, 2024]
- History of quantum computing: 12 key moments that shaped the future of computers - Livescience.com - October 3rd, 2024 [October 3rd, 2024]
- Quantum Sensors: Atom Interferometry. Part 3: Space is the Place - Quantum Computing Report - October 3rd, 2024 [October 3rd, 2024]
- D-Wave and Japan Tobacco Collaborate on a Quantum AI-Driven Drug Discovery Proof-of-Concept - Quantum Computing Report - October 3rd, 2024 [October 3rd, 2024]
- March-Ins on Quantum Computing is the Newest of Threats to Free Enterprise - ShortGo - October 3rd, 2024 [October 3rd, 2024]
- Quantum computing and the future of cryptography: Understanding the imminent threat - Backend News - October 3rd, 2024 [October 3rd, 2024]
- Quantum for AI: Weather Forecasting. Are we There Yet? - Quantum Computing Report - September 28th, 2024 [September 28th, 2024]
- US Implements Controls on Quantum Computing and other Technologies - HPCwire - September 28th, 2024 [September 28th, 2024]
- IBM opens its quantum-computing stack to third parties - Ars Technica - September 28th, 2024 [September 28th, 2024]
- G7 cyber group warns financial sector to prep for quantum computing risks - The Record from Recorded Future News - September 28th, 2024 [September 28th, 2024]
- IonQ Signs a $54.5 Million Contract with AFRL for Research in Both Quantum Computing and Quantum Networking - Quantum Computing Report - September 28th, 2024 [September 28th, 2024]
- Quantum computing what you need to know - Information Age - September 28th, 2024 [September 28th, 2024]
- AI and Quantum Computing Form Strong Bond to Power Materials Discovery Innovation -- SandboxAQ, EY Researchers Report - The Quantum Insider - September 28th, 2024 [September 28th, 2024]
- University of Iowa Technology Institute researcher secures nearly $1 million grant to advance quantum computing - Corridor Business - September 28th, 2024 [September 28th, 2024]
- Quantum Computing vs. Blockchain: Will It Break the System? - CCN.com - September 28th, 2024 [September 28th, 2024]
- The Pervasiveness of Machine Learning in Quantum Technology - Quantum Computing Report - September 28th, 2024 [September 28th, 2024]
- BlueQubit Launches Plugin for Pennylane to Enable Quantum Simulations on BlueQubits Platform - Quantum Computing Report - September 28th, 2024 [September 28th, 2024]