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Semantic Hub: Reaching out to challenging patient segments with multilingual NLP

Dr. Irina Efimenko, Founder and CEO Semantic Hub

Semantic Hub: Reaching out to challenging patient segments with multilingual NLP

Founder and CEO of the Semantic Hub Company, Dr. Irina Efimenko is a PhD holder and an Associate Professor in computational linguistics with 20 years of experience in AI and NLP. She also comes with a proven knowledge in Big Data and decision support systems with emphasis on pharma and healthcare. Semantic Hub helps multinational pharmaceutical and biotech companies gain deeper understanding and improving the journey of patients suffering from severe diseases, including early detection of undiagnosed patients and at-risk groups, finding patients for Clinical trials etc. In an interview, she speaks on an array of topics. Excerpts:

Conception of Semantic Hub

“There lays an obvious factor behind the conception of Semantic Hub – but obvious things are often overlooked. Patients and healthcare professionals speak very different languages. That is why, despite the huge and truly valuable efforts of the academy, industry, and healthcare practitioners, the voice of patients and their caregivers often remains unheard and their needs unmet, especially when such needs are not limited to purely medical aspects.” Adds Dr. Efimenko that this is especially true for severe, including rare diseases. “That is why we decided to create the AI that does not just process unstructured information in natural language, but “translates” from the patient language into the clinical one and is able to work with any language of the world. Multilingualism, in every sense of the word, is a key feature of our platform, which helps us successfully work in 50+ countries and with 70+ indications supporting 20+ global partners in serving their patients.”

Healthcare industry – challenges galore

One of the key uptrends, which is still far from maturity, is related to the changing role of patients, observes Dr. Efimenko. “They are no longer just objects of care but become gradually recognized as key stakeholders in the healthcare system. Being patient is not only about having a disease and looking for treatment. It’s about self-perception, profession, having hobbies, relationships, family, beliefs, playing various socio-economic roles, etc.”

Noting that the pandemic has led to an increase in the digitalization of all areas of our life, including healthcare, this practitioner says that as a result, huge amounts of data have emerged including what we call “Patient Voice”: millions of real patient stories on Web 2.0. Intelligent processing of such data will allow us to minimize existing bias in the healthcare-related decision making, to gather patient-reported outcomes, to generate valuable insights on what innovative treatment options patients are ready to fight for.

Semantic Hub – leveraging multi-dimensional patientcare

Nowadays, the AI can help you see the complete palette of human experiences, but of course only if it’s intelligent enough and if it’s trained on representative non-biased samples. Luckily, there is a database with more than 5 billion people who frankly discuss what really concerns them including their patient experience – the web. It’s a very challenging source of data for AI, since “Patient Voice” is highly unstructured. Simplistic NLP techniques are unable to provide meaningful and reliable results here. However, with deep semantic analysis, you may reach out to any challenging patient segments to deeper understand the burden of a disease and patients’ expectations as a basis for a successful launch of innovative treatments, to detect undiagnosed patients with rare disorders and navigate them to diagnostics and then eventually therapy, to find patients for clinical trials and to solve many other tasks which, after all, will bridge the gap between patients and professionals.”

Leadership traits

Semantic Hub team says our DNA is based on “human-centricity” which goes beyond classic team building and comes closer to “family team building” bringing together people with totally different backgrounds and cultural experiences. Our experience exchange goes far beyond our working life.

Healthcare startups

“Startups are all about never losing your passion, curiosity and perfectionism, being patient, flexible and open-minded. It is also about constantly learning from your mistakes and turning them into strengths. But above all this, each startup should first discover unmet needs, existing pains as a starting point of its journey and strive to always look at what its team does through that prism, through the eyes of its users, its clients. At the same time, in healthcare, you should never underestimate the general complexity of the system.”

Company: Semantic Hub

Website: www.semantic-hub.com

Management:  Dr. Irina Efimenko, Founder and CEO

Founded Year: 2015

Headquarters: Lausanne, CH

Description: Semantic Hub leverages multilingual AI/NLP to help pharmaceutical companies, and patients meet each other for improving patient journey.

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HEALTHTECH

YuviTal: Prioritizing healthcare in a digital era

Alon Silberberg, CEO & Co-founder, YuviTal

YuviTal: Prioritizing healthcare in a digital era

YuviTal is a digital rewarding and loyalty platform for positive behavioral change, that are providing organizations, insurance companies, HMOs, and employers worldwide with tailored solutions to improve their members’ life. With YuviTal, health insurers can personally influence their policyholders to improve their lives and prevent future diseases. The solutions are application-based and designed to incentivize healthier choices. To this day, more than a million people are using YuviTal’s apps such as Clalit Active, Ovdim Bari, Rumble, and more. Alon Silberberg, CEO & Co-founder, YuviTal speaks in an interview. Excerpts:

Conception of YuviTal

“The world of healthcare and insurance is constantly changing. The two most significant changes are the change in mindset of the policyholder and the change in mindset of the healthcare provider/insurer.” Says Alon that from the perspective of the policy holder, we want the institutions in our lives to be proactive about helping us as their clients and improve our wellbeing. This kind of thinking is becoming our ‘go-to’, when it boils down to how we select the service providers in our lives. From the perspective of the healthcare and insurer, there is a big, wide world full of meaningful and available data that has the potential to increase profits while personalizing and customizing different services and products for the end customer. “When implementing the YuviTal solution, these are the needs and pain points we address.”

Healthcare industry – challenges galore

Covid has taught us all a valuable lesson; if an insurance company or healthcare provider wants to remain relevant, it must maintain an ongoing relationship with its patients/members/policyholders. It is crucial to note that digital health and telemedicine solutions are no longer optional; they are “must have” products for every health organization. Especially those involving high engagement rates, excellent customer service, and behavior change rewarding systems.

YuviTal Health – benefits

YuviTal Health is a digital rewarding and loyalty customer engagement platform for healthcare and insurers. It is designed and developed to improve profitability and decrease risks while allowing the organization to understand its client base and create custom offerings and premiums from that data. “It works by encouraging a healthy & active lifestyle among the app users by utilizing three main incentives: Social, psychological, and economical. By incentivizing healthier decision-making, the company can promote preventive medicine and reduce risk and healthcare claim costs.”

Leadership traits

This hard worker, mission-driven and passionate team builder, says that he lives by example- always try to work harder than your team. Always be willing to do exactly what you asked them to do. “Failure is natural and an important part of everyday life for entrepreneurs, if you don’t try and fail, you will never succeed. When failure occurs, you need to pause, look at the bigger picture and keep moving forward toward your goals.”

Success Mantras

“Work hard, choose your teammates wisely, do not be afraid to make mistakes and always be willing to work hard and always be ready to give it you’re all on the field. It is important for me to say that this company would not be what it is today without my two partners and co-founders, Lior Klibansky and Yaron Levi. They are Best co-founders I could have asked for.”

Company: YuviTal

Website: www.yuvital.com

Management:  Alon Silberberg, CEO & Co-founder

Founded Year: 2017

Headquarters: Tel Aviv, Israel

Description: YuviTal is a digital rewarding and loyalty platform for positive behavioral change

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uMotif: Promoting True Patient Engagement

Steve Rosenberg, CEO, uMotif

uMotif: Promoting True Patient Engagement

Rosenberg’s career in life science and healthcare spans more than 40 years. He has led the development and deployment of cloud-based solutions with a focus on driving more integrated approaches to patient-centric trial management. Rosenberg was recently Senior Vice President and General Manager of Oracle Health Sciences. Prior to that, he was the visionary behind the integrated clinical technology suite introduced by Phase Forward which Oracle acquired in 2010. Rosenberg joined uMotif, the patient-centric platform powering site-based to fully decentralized clinical, real-world, and post-marketing research.

Conception of uMotif

Established in 2012, uMotif has developed an e-Clinical platform that meets the real needs of patients, making trial participation and data capture as simple as possible. uMotif was born when its co-founders met two patients with Parkinson’s Disease, who wanted new digital tools to help them manage, track and understand their disease, treatments, medication, and healthcare journey. Like many patients, they wanted a better way to engage with their health, communicate more effectively with clinicians through data, and feel more empowered.

uMotif launched two large-scale research projects with over 18,000 people tracking and donating over 9 million Patient-Reported Outcomes, symptoms, devices, and other data points. This led uMotif to take its learnings from healthcare and pivot into patient-centered research. Whether one is talking about site-based, fully decentralized clinical, real-world, or post-marketing research, patient participation, and engagement are core challenges to study success. Study dropout rates are incredibly high across all phases of research, slowing the pace of essential new research, observes Steve. “uMotif saw the opportunity to address these research challenges by applying its consumer-grade design best practices and cloud-native applications to digital health technology. We started by understanding the burdens that trial participation puts on the patient and how that impacts patient engagement. We drove a patient-first mindset in developing the software.”

Healthcare challenges galore

One key risk is that sponsors and CROs can be too fast in putting technology first and being seduced to implement the next new tech innovation, says Steve. “Rushing to implement new technology is often risky, high cost, and can often fail to deliver value. Instead, pharma sponsors of clinical trials need to start with patients first, designing thoughtful solutions around the needs of the people involved in research. Tech should come later, once the patient-centered solution is designed.”

An integrated approach to patient-centric clinical trial

Patient-centric trials or patient-centricity is something that many people are speaking about. For the most part, they miss the real point. “The idea is to recognize two things. First, the patient sacrifices their time and body to contribute to the greater good. There are patients who believe that the trial is their last hope, but even in that case, they are sacrificing. It is also important to recognize that the clinical trial is just one aspect of a patient’s experience with their disease. That gives us the opportunity to meet the patient where they are and engage them accordingly.”

Providing a decentralized clinical, real healthcare world

The uMotif platform powers all study designs, in all research settings. “Our software is available from app stores on any device and is designed to provide pharmaceutical, biotech, MedTech and Contract Research Organization (CRO) clients with the most engaging patient data capture experience.” The platform captures regulatory-compliant eCOA / ePRO, symptom, eDiary, device, and other data for clinical trials and real-world studies. “Our relentless focus on high quality, patient-centric design and modern cloud-native software, allows uMotif to deliver high rates of data capture, patient retention, data quality and delivery speed – ultimately helping achieve faster, better trials.”

Leadership traits

“I find that respect is the key trait. Also, the ability to use humor, remain calm in a crisis, and encourage risk taking. I also believe that both in my personal life and professional life – taking the time to explain the context of what is going on to people, encourages teamwork and commitment. I think the fear of failure can be a good driver as long as it doesn’t limit the ability to take risks and try new things. I have learned a long time ago that if you aren’t willing to change and adapt, you will fail.”

“Empathy is extremely important. Especially in the healthcare and pharma services sector, understanding what your end users are trying to accomplish in their job is the only way you can come up with good solutions.”

Company: uMotif

Website: www.uMotif.com

Management:  Steve Rosenberg, CEO

Founded Year: 2012

Headquarters: London, England

Description: uMotif is the leading modern data capture platform for research, that patients love to use.

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TimelyMD: The virtual health solution for college students

Luke Hejl, CEO, TimelyMD

TimelyMD: The virtual health solution for college students

Luke Hejl is the CEO, chairman and co-founder at TimelyMD, the leading virtual health and well-being solution for college and university students. He is an entrepreneur at the intersection of higher education, health care and digital transformation. A champion of finding good people, creating great teams and empowering them to achieve amazing results together, Luke finds company building to be incredibly interesting, challenging, motivating, energizing and fun. In an interview, he speaks on an array of topics. Excerpts:

The inception of TimelyMD

Luke Hejl co-founded TimelyMD in 2017 with Chris Clark and Alan Dennington, M.D., with a vision to help students be well and thrive in all aspects of their lives. “Building upon our team’s previous experience in health care, we identified higher education as an underserved market where students often waited weeks for campus health center appointments,” notes Luke. Seeing increased interest and adoption of virtual care platforms and understanding the reality of a looming national primary care provider shortage helped them to recognize and act on a huge market opportunity for a telehealth company focused exclusively on college students.

As college and university leaders seek solutions that improve student well-being, engagement and retention, they turn to TimelyMD more than anyone else for a best-in-class 24/7 virtual extension of campus health and counseling center resources. With licensed providers in all 50 states, TimelyMD is the only higher ed-specific virtual care company trusted to care for over a million students at more than 200 colleges and universities nationwide.

TimelyCare: A platform for digital natives

“This generation of students is connected to technology more than ever. Whether it’s their phones, laptops or tablets, wherever they go – they’re online. Digital natives need a digital solution for health care that is available on the go, after class and after hours. That’s where TimelyMD can help. Sixty percent of students who sought mental health support through our TimelyCare platform said they would have done nothing if the service were not available.”

Luke adds that since college students are always plugged in, TimelyMD’s on-demand medical and mental health care optimizes campuses’ existing services and gets students care the moment they need it. TimelyCare includes a range of services, including mental health counseling, on-demand emotional support, medical care, psychiatric care, health coaching, basic needs assistance, faculty and staff guidance, and digital self-care content. With services available 24/7, TimelyMD becomes an extension of on-campus health resources and gives students the accessibility they crave.

A virtual health care solution that works

This entrepreneur is grateful for the campus leaders who trust TimelyMD to provide equitable, on-demand care to their students. By increasing convenience, staff capacity, and provider diversity and eliminating barriers such as insurance, co-pays and long wait times, TimelyMD delivers peace of mind as well as positive clinical outcomes. “One of the reasons TimelyMD has experienced such growth is because our proprietary TimelyCare platform allows colleges and universities to implement an unparalleled hybrid model of care in collaboration with on-campus resources, at no cost to students.”

Focused on leadership and relationships

Luke is people-focused, strategic, innovative, creative and compassionate. “At TimelyMD, everything we do is centered around our company’s core values of passionate people, accountability, innovation, growth, quality of service and positive impact. We have proven that a laser-focus on serving students first is key to meeting and exceeding our board’s high expectations for annual recurring revenue, customer retention and quality of service.” As a people-focused CEO, relationships are the connective tissue of his leadership style – as well as TimelyMD’s business. “To build lasting relationships, I embrace and model three key principles: trust, transparency and self-reflection.”

Charting a course for the future

Identifying key metrics for the business and being agile to pivot as needed, based on the ongoing metrics, is a very important factor for Luke. “Following our Series A in 2019, we had planned for 2020 to be a year of significant growth. When the pandemic hit, we were ready with solutions to support students’ health and well-being when colleges and universities were forced to shut down.”

For several months, the company focused all of its attention on developing and marketing a new program that helped schools to quickly bridge the care gap for students, as well as building up the infrastructure to support the influx of students long-term. “Knowing when to pivot and throwing all of our resources at that decision was central to our success today,” he said. “It has been two years since telehealth adoption became a norm in higher education, and the demand has never been greater. While TimelyMD has scaled, our programs have evolved, and our impact has grown, our vision to help students be well and thrive has not changed.”

Company: TimelyMD

Website: www.timely.md

Management:  Luke Hejl, CEO

Founded Year: 2017

Headquarters: Ft Worth, TX

Description: TimelyMD is the leading virtual health and well-being solution for higher education.

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