Role of AI and ML in the Healthcare Industry

Role of AI

Contents

1. Alexa, Are You There?
2. Digital Assistants-Cum-Doctor-Assistants
3. Toward An AI-Friendly Life!

1. Alexa, Are You There?

If Siri, Alexa, Google Now, or Cortana are your friends, you do not need any special introduction for today’s topic! This is because these digital assistants have become part and parcel of our lives; from completing our minimal tasks to helping us solve our problems, they make our day-to-day life simpler and more manageable. Popularly called AI, Artificial Intelligence is the simulation of human intelligence processes by machines. Similarly, Machine Learning, also called ML, is the capability of a machine to imitate intelligent human behavior. 

2. Digital Assistants-cum-Doctor Assistants

The unpredictable pandemic years, which took thousands of lives, depict the rise of complexities in the healthcare industry. To deal with such cases in the future tactfully, the healthcare segment needs to be proactive and implement advanced technologies to detect, resolve, and prevent untimely death. Modern technologies such as Artificial Intelligence and Machine Learning help the medical fraternity perform tasks usually done by humans quickly and accurately, saving much time that can be utilized elsewhere. 

Let’s take a quick tour of how AI and ML can boost the healthcare industry:

  • Artificial Intelligence can broadly scan patient databases or consult patients via a chatbot or online support system to understand their symptoms, send data to doctors, and get real-time diagnoses and prescribed medicines. 
  • Machine Learning, a subset of AI, can replace traditional processes with a supervised one, as in, a patient can be treated based on similar symptoms and treatment of other patients. The process requires a quick scanning of the database, which can be time-consuming if done by human effort. 
  • Taking technology by storm, patients suffering from neurological disorders can be treated via Brain-Computer Interfaces (BCI) backed by AI. With the help of this technology, normal bodily functions, such as the ability to move, speak or react, can be restored. It can also assist doctors in treating patients with strokes, locked-in syndrome, etc. The healthcare segment is revolutionizing, as sensitive operations such as heart surgery are being performed with robotic precision and control with AI-based algorithms. For this purpose, precision machine learning processes are being used to train robots and improve accuracy. 
  • AI can also help in digital pathology. Instead of placing separate slides or tissue blocks and observing them manually, pathologists can do it via AI, which can help analyze digital slides using image analysis and machine learning. 


3. Toward an AI-friendly Life!

If you never forget to wear a smartwatch, track daily steps, get water intake notifications, eat mindfully, and consistently monitor pulse rates, then you are already AI-friendly! You have successfully incorporated AI into your life and taken the first step toward a healthy life!


 

Spotlight

Lake Health

Lake Health is a private, not-for-profit leader in community health care in Northeast Ohio. In fact, providing progressive, compassionate health care to everyone in and around Lake County has been both our mission and our vision since 1902. Rather than focusing on episodes of care, we provide a lifetime of health and wellness, embracing a philosophy of patient and family-centered care.

OTHER ARTICLES
Healthtech Security

The Need for Cost Clarity

Article | November 29, 2023

With consumers’ share of healthcare costs expanding, we need to do a better job making charges more transparent and more predictable My husband recently stubbed his toe. Badly. Badly enough that I encouraged him to go see a doctor. He was reluctant. While I suspected he’d rather just garner sympathy by complaining to me while limping around the house (just kidding, honey), his stated reason was all too familiar: “I have no idea what we’ll have to pay. They’ll want to do anX-ray,it might need surgery, and I have no idea what it’ll cost.” All true. We have good health insurance; but like most Americans, when we go to the doctor or have a procedure, what we will actuallyhave topay out of pocket remains a mystery.This is something that we can and should change. As consumers we are shouldering more and more of the cost of healthcare. And the biggest increases are for those of us with employer-sponsored plans. According to an analysis of federal data by the Commonwealth Fund,deductibles in employer plans more than doubled between 2008 and 2017, from $869 to $1,808. Especially troubling, an accompanyingCommonwealth Fund survey revealed that only 62% of adults were very or somewhat confident in their ability to afford healthcare. This increasing burden is also evident when you look at the crushing levels of medical debt in the United States. According to a new studyby JAMA, medical debt is now the largest contributor to personal debt. And the data for this study was collectedbeforethe COVID-19 pandemic. Some of this debt is driven by unpredictability—if the heart procedure you needed costs several thousand dollars more out of pocketthan you thought it would, you may not be prepared, emotionally or financially, to pay it. This is a bad outcome, obviously. The risk of nonpayment rises for the provider; and a recuperating patient is burdened with the stress of a large,unexpected bill. More skin in the game Soas consumers are paying more out of pocket, some may become reluctant to seek care (like my husband) or seek more information about what they willhaveto pay for the care they receive. Consumers are also armed with incredible levels of price transparency with other products—everything from hotel rooms to clothing to household items. With so much skin in the game, and the internet providing so much information, consumers’ expectations are changing when it comes to healthcare. State and federal regulators are also beginning to take action, a trend that will likely accelerate. Most hospitals are now required to publicly disclose the prices they charge. This does not, however, solve the issue for consumers. While it provides a measure of visibility into pricing for insurance companies, Medicare, and Medicaid, it doesn’t show what share the patient will ultimately pay. Making the complicated simple The complexity of pricing in healthcare is well documented. Niall Brennan, CEO of the Health Care Cost Institute, a nonprofit that analyzes medical costs, suggests that healthcare costs are too high.As a recent Wall Street Journal article reported, a price of a C-section varied from $6,241 to$60,584 at one hospital. This all has to do with the vagaries of the agreements that hospitals sign with multiple insurance companies and government payers. In turn, each insurance company will have its own deductible and out-of-pocket schedules, which providers don’t have access to. We are seeking to change this at Change Healthcare. We are piloting our Care Cost Estimator with a few innovative providers. With the Care Cost Estimator, weleverage our unique dataset, and the largest eligibility network in the industry, to make the unpredictable, predictable.Because we’ve managed 15 billion healthcare transactions—and our network covers 1 million physicians, 6,000 hospitals, and 2,400 payers—we have an unmatched ability to analyze what real-world patients are paying for practically any procedure, performed at almost any hospital or clinic. With a cloud-based transaction engine, providers will now be able to tell their patients how much they will have to pay out of pocket for a given procedure.And this analysis takes place in real time. Removing unpredictability in pricing This gives providers the opportunity to offer added value for their patients, taking some unpredictability out of whatis often a stressful transaction. In addition, it accelerates patient payment cycles which, as the patient’s share of the cost burden increases, is becoming more and more important. We’re not talking $50 co-pays anymore; it’s thousands of dollars per transaction. If necessary, providers can also help the patient plan for the expense, offering financing options, thus reducing unpaid bills. For the patient, it allows more informed decision-making and peace of mind. Testing the beta version of our Care Cost Estimator with our partners will allow us to receive real-world feedback and collaborate with customers on how to continuously improve the product as we scale it. We expect the ROI for providers, in addition to the payment-cycle improvements, will include greater patient satisfaction and loyalty. For the patient, it provides information necessary to help make proper decisions and plan emotionally and financially; in other words, giving the consumer the same information for vital healthcare transactions that’s available to them for practically any other purchase. This kind of win-win solution is at the core of Change Healthcare’s mission to improve the healthcare experience for everyone—including my husband and his broken toe!

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Health Technology, Digital Healthcare

Telehealth’s Benefits for Patient-Centered Care — and Where It’s Going

Article | September 7, 2023

As the COVID-19 pandemic upended the healthcare system, hospitals and doctor’s offices doubled down on technology and implemented a host oftelemedicine services, from virtual visits to remote patient monitoring and customized treatment plans. The results were unexpected. Not only did telemedicine help bridge the gap between physicians and patients during the health crisis, but arecent J.D. Power studyfound that telemedicine also delivered increased customer satisfaction, outpacing other healthcare services. Patient-centered care played the largest role in this shift. Technologies that let staff reach patients anytime, anywhere enabled providers to shift their functional focus away from simply treating issues to building better relationships.

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Health Technology

The Long-Term Care Software: Mapping the Future

Article | September 12, 2023

Long-term care comprises all the health services that help patients with chronic illnesses or disabilities meet their medical and non-medical needs. It caters to those who cannot care for themselves for extended durations. For care providers, it becomes critical to meet the needs of patients on time while delivering top-notch quality, especially at a time when virtual care is more important than ever. To remedy this, many of the tasks and processes within long-term care are supported by digital solutions. These long-term care software applications enable care providers to automate aspects of patient scheduling, inventory control, regulation and compliance, data management, care delivery management, and much more. Some of the end users of long-term care software include home healthcare agencies, nursing homes, and residential hospice care facilities. What is Driving the Growth of Long-Term Care Solutions? Digitalization has swept the healthcare industry, and medical technology now occupies a significant area of medical care delivery. With the demand for a robust healthcare infrastructure aggravated by a shortage of medical professionals, the need for automation is driving the growth of medtech across all areas of healthcare. In addition, fewer medical specialists and medical cost reduction initiatives combined are powering the long-term care software market’s growth. Challenges for the Long-Term Care Software Market Despite the rapid growth in the use of digital solutions to manage administrative and compliance tasks, technological transformations are expensive. The high maintenance costs incurred by care providers are a major hindrance towards a full-fledged adoption. Many care providers are also unwilling to adopt new applications due to the implementation and staff training costs involved in doing so. What the Future Holds? With an increase in remote care and the use of technologies like the Internet of Medical Things to deliver diagnostic services and preventive care, medtech is witnessing a revolution. Long-term care is bound to follow suit thanks to areas like remote patient monitoring and wearable technology. While the long-term care market is slated to grow by leaps and bounds, solution makers must find a way to help care providers warm up to the use of technology and de

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5 Healthcare Tech Trends Worth Keeping an Eye On

Article | April 16, 2020

The healthcare industry is experiencing rapid shifts. Some of this is due to the current pandemic, but much of this evolution was happening even before the COVID-19 outbreak. Understanding and embracing the introduction of new technology into the market will be important for healthcare professionals and patients alike. Here are some of the trends worth keeping tabs on:

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Spotlight

Lake Health

Lake Health is a private, not-for-profit leader in community health care in Northeast Ohio. In fact, providing progressive, compassionate health care to everyone in and around Lake County has been both our mission and our vision since 1902. Rather than focusing on episodes of care, we provide a lifetime of health and wellness, embracing a philosophy of patient and family-centered care.

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Healthcare Analytics

Keystone Healthcare Partners Establishes Partnership with Trinity Medical to Expand Emergency Medicine Footprint into Louisiana

Keystone Healthcare Partners | February 05, 2024

Keystone Healthcare Partners a leading provider of emergency medicine, hospital medicine, critical care medicine, and telehealth staffing and management services, as well as revenue cycle management, recently announced that it has formed a partnership with Trinity Medical in Ferriday, Louisiana. Keystone's delivery of emergency medicine services at Trinity Medical will commence on February 1, 2024. This contract represents an exciting expansion of Keystone's regional influence into Louisiana; the company has managed contracts in Mississippi for decades. Glenn Adams, Keystone's CEO & Co-founder, notes, "We are excited to kick off another partnership with a client where we see opportunity for real impact. We've hit the ground running to shore up areas of frustration for the client and bring value-add and innovative solutions, such as Keystone Connect AI technology to the emergency medicine program." While the healthcare landscape has been challenging for rural and critical access hospitals, the two entities share a patient-centered ethos that will be paramount to the partnership. The two entities share a community- and patient-focus that is embodied by Trinity's motto, "People you know, caring for people you love." "We are very excited to start our partnership with Keystone Healthcare," states Keisha Smith, CEO of Trinity. "My goal for Trinity Medical has always been to provide our patients with the best healthcare and customer service possible in the Miss-Lou area. We feel that Keystone shares the same goals that we have and will be a true asset to our hospital. Henry Ford stated, 'Coming together is a beginning, staying together is progress, and working together is success.' We are looking forward to a long lasting, successful partnership with Keystone Healthcare." Trinity Medical, a 23-bed licensed facility, continues to grow and upgrade their services and facilities in addition to recruiting physicians to meet the growing needs of their expanding community. About Keystone Healthcare Keystone Healthcare™ is a leading provider of Emergency Medicine, Hospital Medicine, Critical Care Medicine and Telehealth clinical management services and staffing solutions for hospitals. We efficiently deliver high-quality, patient-centered care through strong physician leadership and involved management that drive our innovative and integrated business model. About Trinity Medical Trinity Medical is operated by Concordia Parish Hospital Service District No. 1. Trinity Medical, formerly Riverland Medical Center, opened in 1964 as Concordia Parish Hospital and has continuously served the residents of the area for more than 55 years. In addition to emergency and acute care, Trinity Medical offers surgical services, diagnostic imaging, infusion center, cardio-respiratory care, gastroenterology, lab services, otolaryngology, urology, and an in-hospital rehabilitation service as well as an extensive range of out-patient services, both diagnostic and for treatment.

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Digital Healthcare

UCI Health Reaches Definitive Agreement to Acquire Four Southern California Hospitals From Tenet Healthcare Corporation

UCI Health | February 02, 2024

The Regents of the University of California, on behalf of the University of California, Irvine, has entered into a definitive agreement with Tenet Healthcare Corporation to acquire Tenet's Pacific Coast Network. The network will become part of UCI Health, the clinical enterprise of UC Irvine. "UC Irvine has deepened its healthcare commitment to the future of Orange County, our region and California," said UC Irvine Chancellor Howard Gillman. "This journey in healthcare is deeply intertwined with the University of California's dedication to bettering our communities, expanding access to premier healthcare, and pioneering the medical innovations of tomorrow, today. Our vision will bridge gaps in regional care and reinforce UCI's place among the nation's leading academic health systems while advancing solutions to challenges facing healthcare." Pending customary regulatory approvals, clearances, and closing conditions, the proposed acquisition would bring four medical centers in Lakewood, Los Alamitos, Fountain Valley and Placentia and associated outpatient locations into the UCI Health system. UCI Health currently delivers care at UCI Medical Center in Orange and a growing network of multispecialty care centers. "At UCI Health, we are excited to add these new care sites to the UCI Health network and extend the benefits of our compassionate, high-level care, clinical innovation, and scientific discovery," said Chad Lefteris, president and chief executive officer of UCI Health. "As Orange County's only academic health system, UCI Health is unique in its ability to offer the highest level of advanced care powered by the research and innovation of a world-class public research institution." UCI Health recognizes a unique opportunity to build on the quality care already being delivered in the communities served by Tenet Healthcare's Pacific Coast Network. "These four hospitals are well-regarded in their communities for providing high-quality, compassionate care," said Saum Sutaria, M.D., chairman and chief executive officer of Tenet Healthcare. "The local communities will benefit from the nationally recognized advancements, medical knowledge, research, and community focus that UCI Health brings as an innovative academic health system. UCI Health recognizes a unique opportunity to build on the quality care already being delivered in the communities served by the Pacific Coast Network." In a region with a population greater than that of two dozen states, UCI Health operates the only Level I trauma center, locally based National Cancer Institute-designated comprehensive cancer center, high-risk perinatal-neonatal service and is the largest regional burn center and leading provider of complex tertiary and quaternary care. The system's clinical excellence has consistently placed UCI Health in the top 10 for quality and safety among the nation's leading comprehensive academic health systems. The acquisition also means more patients will have access to advanced therapies in the region's largest and most diverse portfolio of clinical trials, ranging from cancer to neurosciences, digestive diseases, orthopedics and internal medicine specialties. UCI Health and Tenet Healthcare's Pacific Coast Network patients can continue receiving care at their local facilities as they normally would from the care teams they know and trust. The transaction is expected to be completed in spring 2024, subject to customary regulatory approvals, clearances, and closing conditions. "It is a privilege to provide world-class care to Californians and we are excited to welcome the clinicians and co-workers from these Tenet Healthcare sites to UCI Health as partners in improving the health of local communities," Lefteris said. About UCI Health UCI Health is the clinical enterprise of the University of California, Irvine, and the only academic health system in Orange County. Patients can access UCI Health at primary and specialty care offices across Orange County and at its main campus, UCI Medical Center in Orange, Calif. The 459-bed, acute care hospital, listed among America's Best Hospitals by U.S. News & World Report for 23 consecutive years, provides tertiary and quaternary care, ambulatory and specialty medical clinics, behavioral health and rehabilitation services. UCI Medical Center is home to Orange County's only National Cancer Institute-designated comprehensive cancer center, high-risk perinatal/neonatal program and American College of Surgeons-verified Level I adult and Level II pediatric trauma center, gold level 1 geriatric emergency department and regional burn center. About UC Irvine About the University of California, Irvine: Founded in 1965, UCI is a member of the prestigious Association of American Universities and is ranked among the nation's top 10 public universities by U.S. News & World Report. The campus has produced five Nobel laureates and is known for its academic achievement, premier research, innovation and anteater mascot. Led by Chancellor Howard Gillman, UCI has more than 37,000 students and offers 224 degree programs. It's located in one of the world's safest and most economically vibrant communities and is Orange County's second-largest employer, contributing $7 billion annually to the local economy and $8 billion statewide. About Tenet Healthcare Tenet Healthcare Corporation is a diversified healthcare services company headquartered in Dallas. Our care delivery network includes United Surgical Partners International, the largest ambulatory platform in the country, which operates or has ownership interests in more than 480 ambulatory surgery centers and surgical hospitals. We also operate 58 acute care and specialty hospitals, approximately 110 other outpatient facilities, a network of leading employed physicians and a global business center in Manila, Philippines. Our Conifer Health Solutions subsidiary provides revenue cycle management and value-based care services to hospitals, health systems, physician practices, employers, and other clients. Across the Tenet enterprise, we are united by our mission to deliver quality, compassionate care in the communities we serve.

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Health Technology

Beckman Coulter Unveils DxC 500 AU Chemistry Analyzer, Expanding Portfolio with Proven Six Sigma Performance

Beckman Coulter Diagnostics | January 30, 2024

Beckman Coulter Diagnostics, a clinical diagnostics leader, will unveil its new DxC 500 AU Chemistry Analyzer, an automated clinical chemistry analyzer, at Medlab Middle East in Dubai, taking place February 5-8, 2024. The DxC 500 AU Chemistry Analyzer is one of several recent Beckman Coulter solutions designed to address the complete needs of healthcare systems that are looking to complement central hub laboratories by advancing the technology and capabilities of satellite and independent hospital laboratories. "Healthcare systems around the world are strategically adopting hub-and-spoke models for better efficiency and healthcare access," said Kathleen Orland, Senior Vice President, Business Unit, General Manager, Chemistry and Immunoassay for Beckman Coulter Diagnostics. "Hub-and-spoke clinical laboratory models optimize resources to improve access to testing services and enhance overall standardization for quality testing and positive impact on inventory and cost management across a health system. The new DxC 500 AU Chemistry Analyzer advances capabilities of spoked labs with a broad menu of high-quality assays that deliver consistent, commutable results across Beckman Coulter's AU clinical chemistry systems, positively impacting clinical decision-making and patient outcomes." The DxC 500 AU Chemistry Analyzer features advanced automation technology, onboard guided workflows, and standardized reagents for use across healthcare networks. Its menu of more than 120 assays has been independently and objectively verified for high quality Six Sigma performance, supporting confidence in clinical results, reducing QC trouble shooting and lab operational costs. "Our Six Sigma assessment has shown that the DxC 500 AU analyzer easily exceeds the demands of the new, more stringent CLIA 2024 performance specifications," stated Sten Westgard, Director of Client Services and Technology for Westgard QC. The DxC 500 AU Chemistry Analyzer is for in vitro diagnostic use only. It is available throughout North America and the Middle East. Global commercial availability is planned for March 2024. About Beckman Coulter. Inc. A global leader in advanced diagnostics, Beckman Coulter has challenged convention to elevate the diagnostic laboratory's role in improving patient health for more than 80 years. Our mission is to Relentlessly Reimagine Healthcare, One Diagnosis at a Time – and we do this by applying the power of science, technology and the passion and creativity of our teams. Our diagnostic solutions are used in complex clinical testing, and are found in hospitals, reference laboratories and physician office settings around the globe. We exist to deliver smarter, faster diagnostic solutions that move the needle forward from what's now to what's next. We seek to accelerate care with an extensive clinical menu, scalable lab automation technologies, insightful clinical informatics, and optimize lab performance services. Headquartered in Brea, Calif., with more than 11,000 global team members, Beckman Coulter Diagnostics is proud to be part of Danaher. Danaher is a global science and technology leader. Together we combine our capabilities to accelerate the real-life impact of tomorrow's science and technology to improve human health. ©2024 Beckman Coulter. All rights reserved. Beckman Coulter, the stylized logo, and the Beckman Coulter product and service marks mentioned herein are trademarks or registered trademarks of Beckman Coulter, Inc. in the United States and other countries.

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Healthcare Analytics

Keystone Healthcare Partners Establishes Partnership with Trinity Medical to Expand Emergency Medicine Footprint into Louisiana

Keystone Healthcare Partners | February 05, 2024

Keystone Healthcare Partners a leading provider of emergency medicine, hospital medicine, critical care medicine, and telehealth staffing and management services, as well as revenue cycle management, recently announced that it has formed a partnership with Trinity Medical in Ferriday, Louisiana. Keystone's delivery of emergency medicine services at Trinity Medical will commence on February 1, 2024. This contract represents an exciting expansion of Keystone's regional influence into Louisiana; the company has managed contracts in Mississippi for decades. Glenn Adams, Keystone's CEO & Co-founder, notes, "We are excited to kick off another partnership with a client where we see opportunity for real impact. We've hit the ground running to shore up areas of frustration for the client and bring value-add and innovative solutions, such as Keystone Connect AI technology to the emergency medicine program." While the healthcare landscape has been challenging for rural and critical access hospitals, the two entities share a patient-centered ethos that will be paramount to the partnership. The two entities share a community- and patient-focus that is embodied by Trinity's motto, "People you know, caring for people you love." "We are very excited to start our partnership with Keystone Healthcare," states Keisha Smith, CEO of Trinity. "My goal for Trinity Medical has always been to provide our patients with the best healthcare and customer service possible in the Miss-Lou area. We feel that Keystone shares the same goals that we have and will be a true asset to our hospital. Henry Ford stated, 'Coming together is a beginning, staying together is progress, and working together is success.' We are looking forward to a long lasting, successful partnership with Keystone Healthcare." Trinity Medical, a 23-bed licensed facility, continues to grow and upgrade their services and facilities in addition to recruiting physicians to meet the growing needs of their expanding community. About Keystone Healthcare Keystone Healthcare™ is a leading provider of Emergency Medicine, Hospital Medicine, Critical Care Medicine and Telehealth clinical management services and staffing solutions for hospitals. We efficiently deliver high-quality, patient-centered care through strong physician leadership and involved management that drive our innovative and integrated business model. About Trinity Medical Trinity Medical is operated by Concordia Parish Hospital Service District No. 1. Trinity Medical, formerly Riverland Medical Center, opened in 1964 as Concordia Parish Hospital and has continuously served the residents of the area for more than 55 years. In addition to emergency and acute care, Trinity Medical offers surgical services, diagnostic imaging, infusion center, cardio-respiratory care, gastroenterology, lab services, otolaryngology, urology, and an in-hospital rehabilitation service as well as an extensive range of out-patient services, both diagnostic and for treatment.

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