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Pareto Intelligence: Gain Insights And Give Insights  

By John Steele, CEO At Pareto Intelligence

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John Steele CEO
Pareto Intelligence

Gain Insights And Give Insights

After a morning of a productive reading on the latest developments in the healthcare industry, John Steele spends most of his time discovering new initiatives that will help him and his team make a positive impact on people’s lives. As a radical influencer, Steele constantly aims to “unlock the hidden insights in healthcare data” through developing new analytics solutions that treat the root cause of the issues which persist in the healthcare sector. “There is an ever-growing volume and velocity of data in healthcare that lacks standardization, making it difficult for organizations to gain any insight or make data-driven decisions,” opines Steele, CEO of Pareto Intelligence. “Pareto exists to overcome this challenge.”

The Powerful Synergy

Creating a powerful synergy of cutting-edge technologies, robust analytics, and deep business expertise, Steele built Pareto Intelligence, a healthcare analytics and technology company with solutions to help healthcare organizations achieve complete and accurate revenue, communicate critical patient information seamlessly, activate clinical and claims data, and make more informed strategic decisions.

Much of what Pareto does centers around giving a complete view of a person’s health before making decisions regarding their care. “We aim to activate analytics to improve health outcomes. This means ensuring our insights get to the right place at the right time to be used by the right people to impact behavior and ensure stakeholders have the information they need to help patients get and stay healthier.”

An example of this would be Pareto’s Healthcare Data Integration (HDI) and Engage solutions. HDI ingests, normalizes, and enriches disparate health plan, clinical, and social determinants of health data sources to create a comprehensive patient view that drives downstream analytics and applications. These datasets come in a seemingly unending variety of file schemas, layouts, and time constraints, making it notoriously difficult to unlock insights within the data, but HDI seamlessly navigates these complexities.

Once insights have been generated through this solution, Pareto Engage delivers this patient-specific data directly into EHRs and clinical workflows to ensure providers have the most information possible at point-of-care, leading to improved health outcomes.

 Modernized Technology

Given the volume, velocity, and variety of data in healthcare, another challenge the healthcare industry will face is the human/conditional logic that underlines most of the solutions in the market will soon be unable to handle these data complexities. “However, practical solutions work for a reason. The application of Machine Learning, Artificial Intelligence, and Natural Language Processing (NLP) helps us to identify insights in the data that we, as people, haven’t conceived. The technologies bridge the gap between the problems healthcare organizations will face and the value of future solutions,” he adds.

For example, Steele points out that NLP can be used to process clinical notes written by providers and gain insights from them, which is critical to activating and enriching clinical data, and enhancing the application of that data to solve business problems. “Another interesting example is the application of Machine Learning to determine the content of the files that we receive from our clients, meaning the machine can read the file and determine if it is medical claims, pharmacy claims, enrollment information, etc. This creates huge efficiencies in our ability to onboard data from a variety of sources and clients at scale.”

Fail Fast. Move On.

For Steele, understanding customers and identifying the true issue at hand, rather than what’s happening on the surface, is key to organizational success. He believes the industry needs more emphasis on getting to the root of the issues we face and reshaping the way we do things, rather than focusing only on what’s right in front of us. “Oftentimes, we treat the symptoms of the problem versus the root cause of the issue. Addressing longer-term behavior changes will take much more time and effort but will ultimately have the biggest lasting impact,” he said.

However, he points out that not every idea and not every new, flashy technology will contribute to fixing the healthcare industry. Failure is inevitable. “It’s important to fail and fail fast. Learn from it. And move on. When you put it in that context and refuse to let failure consume time and resources, you’re no longer worried about taking risks that don’t work out.” This bold approach to strategizing around Pareto’s long-term organizational direction has in fact made the company “future-ready” by allowing it to focus on developing solutions with the most value for healthcare organizations.

John Steele CEO

Company: Pareto Intelligence

Website: www.paretointel.com

Management: John Steele, CEO

Founded Year: 2013

Headquarters: Chicago, IL

Description: Pareto Intelligence is a leading healthcare technology company modernizing the way health plans and providers succeed in value-based care. We deliver analytics, technology and advisory solutions, supported by predictive models and advanced data science, that demystify complex healthcare data and deliver actionable insights to improve outcomes.

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AI to help kids struggling with ADHD, PDD-NOS and other ASD’s  

By Stephane Bourles, CIO at Brain Balance

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AI to help kids struggling with ADHD, Autism, Asperger Syndrome , PDD-NOS and other ASD’s

Left Brain or Right Brain?

In a properly functioning brain, both hemispheres communicate equally and at lightning speed, millions of times per minute. In a poorly functioning brain, the left and right sides of the brain only impart partial information, causing frequent miscommunication. This is called Functional Disconnection and is the root of many types of learning, behavioral and social problems found in children. The Brain Balance program puts the left and right brains back in sync using sensory motor exercises, academic skill building, and nutrition guidelines.

How does the Assessment Work?

The assessment consists of sensory, motor, and academic testing of more than 900 functions. The outcome of this assessment is a highly customized report providing parents with a complete understanding of their child’s behavioral, social, and academic skill levels.

We use AI to determine which brain hemisphere we believe to be stronger or weaker. The Machine Learning algorithm used for the assessment is not always accurate, which we know based on the feedback from our staff—yes we let them disagree with the system, which is intended as a tool to help them support their own assessment, but not to necessarily force them into a decision they don’t agree with.
But as valuable as an individual observation based on years of experience is, it still remains just the view of one individual. That is why we look at Artificial Intelligence as a new solution combining neural network architectures with massive computing power to enable our solution to learn a pattern from large datasets and make statistical predictions based on test results and feedback we already have for tens of thousands of students.

What is next?

Thanks to many product releases with different Machine Learning models we tested, we were able to improve our assessment accuracy and achieve precision, recall and F1 scores over 0.95. The limitation of this AI model is it is not 100% accurate and you don’t know for sure the source of truth. Since AI is a “black box” which can’t explain its prediction for most models, you have to trust your staff first.

Similar to clinical decision support systems helping healthcare practitioners, we believe this fast growing dataset about children, combined with new Artificial Intelligence models such as Explainable AI, will help our staff improve a child’s initial assessment, which will then improve our overall program’s results.

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The importance of information to empower health-app users  

By Liz Ashall-Payne, CEO, ORCHA

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Shining a light between the rock and the hard place: The importance of information to empower health-app users

Apps, and their use for the promotion of health and wellbeing, are the subject of increasing interest and enquiry; particularly in light of the NHS’ Long Term Plan, and ever-increasing pressures on scarce NHS resources. But finding and downloading effective, engaging, and most importantly, safe health-apps, is a significant challenge. While many have suggested that health-apps could be a ‘silver-bullet’, aimed at quashing the woes that stem from decreasing funding and increasing demand for incumbent NHS services, it is important to tread with caution.

Unlike pharmaceuticals, over the counter remedies, talking therapies, physiotherapy or surgery, health-apps can not only be sought, but readily obtained in absence of gatekeeping and safeguarding. The result is that you or I can download upwards of 200,000 health-apps today, with as little as a click of a button on the app-store. While this can be argued as the unique value-proposition of app-based health technologies, a lack of guarantees regarding the quality and content of such apps, means that this open-access feature of apps also represents the chief concern; and is likely limiting the enthusiasm with which healthcare professionals engage and promote their use.

The number of apps labelled as ‘pranks’ or for ‘illustration purposes only’ has been subject to year-on-year growth. But for those looking for convenient, easily accessible, and often cost-free support; or for those who are either vulnerable or impressionable; such technologies can pose significant health risks, beyond those that are apparent and conveyed (if at all) in the short description within the app store. An app that misleadingly claims to monitor blood pressure or blood sugar for example, may result in either (1) misleading information, (2) modifications to disease management not representative of true disease status (including the use of insulin or warfarin), or (3) serious adverse events including hypoglycaemia or stroke. One such app for monitoring blood pressure has been downloaded upwards of 1,000,000 times on the Android Google Play app store, while boasting a review rating of 4.3/5.

This raises questions regarding the utility of both the subjective user review score (which is inherently limited in only capturing both very positive or very negative views) and the number of prior downloads of an app, as potential surrogates for app quality. Recent research into apps targeted at chronic insomnia disorder conducted by the Organisation for the Review of Care and Health Applications (ORCHA) confirmed this. In this analysis, which is now available in the journal BMJ: Evidence-Based Mental Health, it was demonstrated that both user review scores, and the number of prior downloads of a health-app, were not only unreliable as proxies for quality, but in fact were inversely related; and as these metrics increased, the objectively measured quality of apps decreased (as assessed by presence of clinical evidence, data privacy policies etc.) This has left a considerable void regarding where reliable indicators of the safety and quality of app-based health technologies can be found, something which at least in part, has been tackled by the National Health Service (NHS).

Courtesy of the NHS’s digital assessment questionnaire (DAQ), and the NHS apps library (beta version), the number of ‘accredited’ and NHS-approved health-apps is increasing, albeit at a leisurely pace, with approximately 50 apps accredited so far. While a step in the right direction, the rigour with which such reviews are conducted comes at the expense of speed, and an estimated review time of 6-8 weeks, limits the possibility of such initiatives being conducted at scale. As such, the difference between the total number of health-apps available (~300,000), and those which have been quality-tested and approved by regulators or accreditation bodies (~50); is if anything, increasing; leaving little or no information regarding the validity, efficacy, and most importantly the safety, of 99.99% of health-apps available today; which to date have been downloaded by potential users upwards of 50million times.

This is where the Organisation for the Review of Care and Health Applications (ORCHA) aim to transform the process of health-app research and information provision. Positioned as an open-access, free of charge and publicly facing repository regarding the user experience, clinical efficacy, and data privacy of thousands of health-apps, ORCHA’s aim is simple; to empower and inform potential users of health-apps regarding potential risks and benefits, prior to committing to use. Through a structured, objective and peer-reviewed assessment, consisting of 160 question areas, answered on a ‘yes’ or ‘no’ basis, ORCHA provides information to the 99% of users of health-apps, which are yet to be formally assessed by health technology assessment bodies, and in doing so, ORCHA removes the information asymmetry that is currently clouding the health-app market in, distrust, disbelief, and uncertainty. Publishing a new review of a health-app every 30minutes on average, ORCHA pull in information for all 300,000+ apps available on both iOS and Android Google Play, organise these into medically approved sub-categories (including diabetes, mental health and diet and exercise), and then order these apps from the most to the least downloaded.

In doing so, ORCHA believe that focusing attention on providing information about the risks and benefits of apps currently used the most, and those which others are most likely to download, is likely to have the largest overall impact on the safety and effectiveness with which such apps are used. By providing a short, sharp summary of each app, prior to download, highlighting concerns including the lack of a data privacy policy, a lack of evidence to support claims of effectiveness, or a lack of accessibility options for those who are hard of sight or hearing for example; ORCHA is providing information regarding the ‘many’ health apps currently in use, and eliminating the information uncertainty that not only limits the allure of health-apps, but also puts users at risk when unknowingly using health-apps which do not look after your data, and may cause physical harm if used in the belief that they are approved medical technologies.

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Barbara Howard, MD to Receive the 2019 C. Anderson Aldrich Award  

By Karen Gauthier Sales & Marketing Coordinator, Total Child Health

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August 20, 2019

The American Academy of Pediatrics (AAP) Section on Developmental and Behavioral Pediatrics announced that Barbara Howard, MD will receive the 2019 C. Anderson Aldrich Award.

The C. Anderson Aldrich Award is bestowed by the Section on Developmental and Behavioral Pediatrics of the American Academy of Pediatrics to honor professionals who have made outstanding contributions to the field of child development. Its earlier recipients include some of the world’s most famous pediatricians, such as Benjamin Spock and T. Berry Brazelton; child psychiatrists, such as Anna Freud, and Sir Michael Llewellyn Rutter and child psychologists, such as Erik Erickson.

Howard is a Developmental-Behavioral Pediatrician who trained with Dr. T. Berry Brazelton at Harvard University.  Dr. Howard is probably the most popular and beloved teacher and recognized care innovator of developmental and behavioral aspects of pediatrics in the United States.  She has been a frequently invited national speaker over the past several decades and at one point was noted by the AAP as the highest-rated speaker of any specialty in pediatrics.

Pediatricians also have had access to her wisdom about practical approaches to developmental and behavioral aspects of pediatrics through a regular column in the free Pediatric News over the past two decades.  Many pediatricians have attended the free monthly case conferences through a federal grant she has had continuously for thirty years, first in person and in recent years as a national webcast.  Pediatric residents at Hopkins, Duke, Sinai, and U Mass have benefited and she also co-directed a fellowship program to train developmental and behavioral pediatricians as a faculty member at Johns Hopkins, where she continues a faculty role.

In recent years, Barbara has used an innovative online “clinical process support system”, called CHADIS to provide “moment of care” education to pediatricians specifically related to their own patients via pre-visit questionnaires, reaching 3,000 pediatricians for over 2 million of their patients.

Dr. Howard was past President of the Society for Developmental and Behavioral Pediatrics. She was a contributing author for Bright Futures™, Diagnostic and Statistical Manual for Primary Care (DSM-PC) and Bright Futures in Practice: Mental Health and has served on national committees of the American Academy of Pediatrics.  Dr. Howard has also made contributions by leading thirteen NIH and CDC funded research programs in areas such as autism, ADHD, asthma, infant mental health and current grants for Social Determinants of Health, teen depression and substance use prevention.  These research programs have made contributions to the literature and also evidence to support modules in CHADIS that continue to teach and guide pediatricians family medicine doctors and now branching out to mental health providers and adult medicine.

Howard will receive the award during the 2019 AAP National Conference & Exhibition in New Orleans, LA on Saturday, October 26, 2019.

The mission of Total Child Health, Inc. is to provide products and services that improve mental and physical health. In particular, the company focuses on the development and distribution of CHADIS (CHADIS.com).

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