Digital Healthcare
Article | November 29, 2023
Virtual reality (VR), the new technological advancement, is set to transform practices in the healthcare industry. According to Statista, it is estimated that, by 2022, the second largest market share of VR will be from the healthcare industry. Virtual reality in healthcare operates in various divisions to offer a greater quality of patient care and performance of medical professionals. For the health and healthcare industry, from the clinical process to the user, VR has a multitude of applications such as tutoring future doctors, generating new life-saving routines, etc.
Virtual reality in healthcare can confront the challenges in the industry, including efficiently handling huge healthcare databases, training and development of medical professionals, patient engagement, disease awareness, medical marketing, patient treatment, etc. Virtual reality in the healthcare market, according to a report from Reports and Data, is expected to reach USD 8.03 billion by 2027 from USD 2.06 billion in 2019.
This article discusses how virtual reality in healthcare is going to transform the industry by applying it in various divisions such as medical training, patient treatment, patient engagement, disease awareness, and medical marketing.
Virtual Reality in Healthcare Training
VR in healthcare can transport you to areas, inside of the human body, that otherwise would be impossible to access and view. Medical students currently use cadavers to learn, but cadavers do not react the same way live patients do. Also, cadavers are very difficult to get hold of. When VR is used in healthcare training, students can view even minute detail of all parts of the body. This view is possible in stunning 360° CGI reconstruction and creates training scenarios, which would replicate real surgical procedures.
Virtual Reality in healthcare can be used to deliver high-quality surgical training. Using virtual reality, 4K 360° video of real-life surgery is filmed from multiple angles. Then it is combined with CGI models of the anatomy, which is being operated. This advanced use of virtual reality in healthcare provides medical students with an interactive and immersive training experience.
Treatment
Patient Education
The ability of virtual reality in healthcare to see inside of the human body is useful for both doctors and patients. With the help of VR, doctors can take patients through their surgical plan. This is made possible by a virtual view of the anatomy and pathology of patients through a patient-specific 360° VR reconstruction. The result of this is an enhanced understanding of the treatment for patients and higher patient satisfaction.
Robotic Surgery
Robotic surgery is a recent innovation. A robotic device, such as a robotic arm, is used in a robotic surgery while being controlled by a human surgeon. This utilization of virtual reality in healthcare makes sure of fewer or no risk of complications in surgeries. This also makes the surgeon finish the surgery procedure faster with greater accuracy. The robotic devices are accurate with reduced blood loss, smaller incisions, and faster recovery.
Mental Health and Psychological Therapy
The unique ability of virtual reality technology to take you anywhere virtually can be utilized to create a powerful virtual reality simulation in healthcare of various scenarios in which psychological issues occur. This eliminates the necessity of a therapist accompanying patients to various scenarios such as a tall building or a crowded shopping center to provide proper counseling. These scenarios can be easily created with virtual reality technology in healthcare. Virtual reality in healthcare market has also been used to help autistic children in the classroom, curb memory loss, and gather data for dementia research.
Pain Management and Physical Therapy
Apart from psychological issues, the healing capabilities of VR are also used in pain management and physical treatment. According to a study by the UW Harborview Burn Centre and the University of Washington Seattle, a full VR immersion acted as a distraction for patients, who were undergoing physical therapy after a skin graft. This distraction subsequently reduced their feeling of pain.
Virtual reality in healthcare is also found to be effective in reducing recovery time in physical therapy. Patients performing their daily exercises in a virtual environment, find the task to be more fun than usual. It also keeps the patients focused and helps them keep their spirits up and recover sooner.
Patient Engagement
With the help of virtual reality in healthcare, patients can experience a virtual tour of the inside of their bodies before surgeries. This is a 360-degree, three-dimensional (3D) tour. This enables patients to know their body, anatomy, and pathology, before the surgical procedures. Virtual Reality Medical Visualization platform is developed for the tour.
These advancements with virtual reality in healthcare engage patients thoroughly, which reduces tension and lead to a speedy recovery.
Medical Marketing
The most popular and initial application of Virtual reality was marketing. Still, it continues to be one of the most effective and powerful marketing tools. The ability to use VR to project the future of healthcare is the most powerful tactic in healthcare marketing. With Virtual reality in healthcare, one of the most powerful tactics that you can have to market in the industry is to show people what changes they can expect when they start or stop exercising, lose or gain weight, the progress they make through cancer treatments, etc.
As the possibilities of virtual reality in healthcare are endless, healthcare professionals and providers can attract more patients, doctors with high caliber, and nursing staff to your facilities. When those are in short supply, virtual reality in healthcare can be used as an excellent healthcare marketing tool to ensure expected results.
Disease Awareness
AbbVie, a pharmaceutical research & development company, created an experience to educate medical professionals and raise awareness among them regarding the daily struggle Parkinson’s disease patients undergo. The experience was demonstrated at a pharmaceutical industry trade show. People put on a headset and experienced how Parkinson’s sufferers navigate a virtual supermarket, meeting with difficult moments when they come in contact with other people.
Such experiences with virtual reality in healthcare help raise awareness for various diseases among professionals and patients. Virtual reality presentations can be conducted to raise awareness of certain diseases.
The Future of Virtual Reality in Healthcare
A lot of applications of virtual reality in healthcare are in their nascent stage. In the coming years, virtual reality will be used more in healthcare, which will improve the effectiveness and accuracy of present procedures. It will also enhance the various human capabilities, for both patients and medical professionals. Virtual reality in healthcare has huge potential, but only limited by the ingenuity and creativity of people who create and apply the technology. VR will surely transform medical training, physical and psychological therapies, rehabilitation, mental health treatments, and patient engagement, among others.
Virtual reality in healthcare holds the power to transform the way doctors are trained and treatment is provided to patients. According to reports from various market research companies, especially research done by Grand View Research, predict that, by 2025, virtual reality in the healthcare market will grow to a whopping US$5.1 billion. The major driving forces behind this growth are Rapid technological advancements in the healthcare industry and driving demand for rehabilitation and simulation training.
Frequently asked questions
How is virtual reality used in healthcare?
In healthcare, virtual reality is used in treatment, training, and to raise awareness among medical professionals and patients regarding various diseases. Patients and doctors are made to view the inside of the human body using virtual reality.
Where is virtual reality used in healthcare?
Virtual reality is used in various sectors of healthcare to deliver high quality patient care. Treatment with the assistance of virtual reality also increases the efficiency of medical professionals. Virtual treating is applied in all aspects of medical treatment.
What are the benefits of virtual reality?
Virtual reality in healthcare saves both, the time and money of healthcare providers. It also makes the work of medical professionals more convenient. It eliminates unnecessary travel for treatments by making appropriate decisions.
How virtual reality is changing healthcare?
Virtual reality is changing the healthcare by providing different advanced ways of treatments, especially for physical and psychological therapy, surgeries, pain management, and stress management and by assisting the rehabilitation process effectively.
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Healthtech Security
Article | November 29, 2023
The medical field has undergone a significant amount of change during the past few years, and it’s clear that healthcare consumers are seeking digital experiences. Meeting this need by providing virtual care options can not only remove barriers to quality healthcare but also reduce stress on the healthcare system.
At the same time, how can medical providers offer digital care options, and how can doing so drive revenue growth?
Allow online scheduling to increase appointment volume
If you have ever spent hours on hold, you know how frustrating it can be. In the same way, if patients are left on hold for too long, they will most likely disconnect before a member of the team can assist them. This is why it’s crucial to allow patients to schedule their care online. Patients expect to attend medical appointments at a time that is convenient for them, which means they want to schedule those appointments at a time that is convenient for them as well. They do not want to spend time waiting on hold, only for someone on the other end of the phone to offer them appointments that do not work for them.
The solution would be for medical providers to invest in a digital phone solution that can maintain a virtual waiting room. These virtual waiting rooms allow patients to maintain their place in line, such as receiving a callback, making it easier for them to schedule appointments. Of course, an online booking option can be helpful as well. Most patients want to schedule their appointments when they are not at work, and an online booking option allows them to do so regardless of their business hours.
Don’t forget to consider the type of booking software you use as well. If you select booking software that will automatically sync with your scheduling system in the office, you can take a significant amount of stress off your front office staff.
Digital communication options are crucial
Tebra’s recent Patient Perspectives report indicates that the majority of patients (55%) want to be able to reach their medical providers quickly to get answers to their questions, even when they do not have an appointment scheduled. If you have two-way messaging software, you can streamline the flow between your patients and providers, which may reduce the number of appointments your patients need to book.
For example, patients can ask for prescription refills, run specific numbers by their medical providers, and get quick answers to questions about symptoms they might be experiencing. Not only does this support patients and nurture their loyalty, but it also alleviates unnecessary appointments from inundating providers’ schedules.
Take advantage of telehealth for additional revenue
Before the start of the COVID-19 pandemic, very few patients took advantage of telehealth. Now, nearly a quarter (about 25%) of all patients indicate that they have used telehealth during the past year, and many patients prefer this option.
The reality is that telehealth can remove barriers that would otherwise make it hard for patients to access care. They don't have to worry about taking time off work, arranging for child care, or driving a long distance to meet with a doctor.
While telehealth will never fully replace in-person visits, it can be an excellent option for cold and flu symptoms, mental health issues, and routine check-ins. By offering telehealth to your patients, you can make it much easier for them to access the care they need.
Modernize your revenue channels by taking advantage of digital healthcare
It’s obvious that the medical world is changing quickly, and digital aspects of care are here to stay. To ensure your practice can adequately meet your patients’ needs, take full advantage of everything in this article and ensure you have reliable digital care options. You can develop multiple revenue streams for your medical practice or system while maintaining high patient satisfaction rates and without adding to your workload.
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Health Technology
Article | September 12, 2023
The world is moving towards digitalization in every domain. And now COVID-19 has imposed a need for remote work and communication environments. In that case, healthcare organizations have started utilizing medical software with cutting-edge technologies that could offer mobile health solutions. And they could cater to such needs through a healthcare software development company.
Therefore, the medical institutions must opt for the right healthcare software vendor that is familiar with the new trends in the healthcare sector. Such companies can help optimize digital patient care through health care application development.
Importance of healthcare software development company Or why you need one?
Healthcare software development companies process applications to store, retrieve, and share user data. They are connected globally through cloud services. Partnering with a healthcare software company can avail you of many benefits like:
Better Patient Experience
A professional healthcare software developer can manage your medical software very smoothly and effectively. This could help in delivering better patient experiences. It also enables you to get access to the patient’s information before the appointment.
A dedicated healthcare development company will ensure to deliver faster patient checks with lesser paperwork. The information is filed electronically and considers order prescriptions smoothly.
Easy Scheduling and Maintenance
Healthcare software development services offer a strong scheduling system. It helps in finding out the convenient date and time for the patient’s appointment at their comfort. The medical software is flexible to perform such tasks smoothly. It also solves the issues of overbooking through proper scheduling.
Easy Billing and EHR
Billing is an intimidating task in the healthcare industry. A good healthcare software offers easy billing and EHR facilities. It also helps you automate the processes involved in the EHR model.
Healthcare software development services: Important factors to consider
Focus on usability and ease of use
Healthcare employees have a busy job. So, they prefer a user-friendly and easy-to-navigate interface. Only such an interface could ensure a high user adoption rate.
Additionally, healthcare institutions need to prepare their employees for any changes in their working process that the new software solutions might bring. For that, they need to provide adequate training and support, so that when the time comes, they can derive the maximum advantages out of the software solutions according to Vishal Shah from TatvaSoft.com
Integration with various applications
Various system integration requirements are used to make sure the new solutions work properly with other systems. You should also look further for whether current legacy systems need any upgrades to integrate them with the new solutions.
A professional administration
Access to the data by specialist doctors to update the data is necessary. However, access to the data should be strictly restricted with proper arrangements.
Information security
Medical care organizations need proper security measures with laws on data, protection, and other security principles. A leak of patient information is a critical issue that may cause weighty business misfortune. Only the approved staff with rights to oversee the admittance to information and patient records can approach the necessary data.
Development costs
Development costs depend on the size and complexity of the software or applications which is directly connected to the specific business needs of the healthcare organizations. First, an organization needs to identify key problems that require software solutions.
Also, consider the future IT needs of healthcare institutions such as potential business expansion and its scalability and integration requirements. A mobile workforce can help your organization attain more efficient workflow and enhanced productivity.
Healthcare IT infrastructure
IT infrastructure includes hardware, devices, internet connection speed, and/or mobile 4G connection, and many more. Healthcare agencies need to consider whether such infrastructure will be offered by the development company or if the organization has to use its resources.
While using employees’ resources may compromise security, it is suggested that employees must be given the devices and technologies by the companies. The devices and technology need to be updated on the regular basis.
Questions to Ask Healthcare Software Development Company
We have compiled a list of some questions that could help you get the best and most suitable medical IOS and Android app development partner.
Do you know/understand how HIPAA privacy protection rules might apply to healthcare software products?
HIPAA can be subtle and complicated. Federal and state laws have included HIPAA Privacy, Security, and Breach Notification Rules for the privacy and security protections for hospitals and medical institutions.
There will be many healthcare software developers who won’t be familiar with HIPAA and how it is applied to the products. You must check that out.
Can we sign an NDA?
If your business idea is precious from the IP (Intellectual Properties) perspective then you must ask the app development company to sign the NDA (Non-Disclosure Agreement) before you discuss any details of the project. It is also signed to protect sensitive business details from any third party.
Can I have the contact information of your former clients?
It is vital to have a look at the mobile application development agency before you consider them to hire. However, you won’t get the entire picture and other details but to get that you can ask the company for the contact information of some of their former clients.
Get in touch with their former clients, ask them about their experience working with the agency. The goal is to not only have a great app at the end but also go through an app development process that is stress-free, easy, and enjoyable.
Checking for reviews and references is the key when it comes to hiring mobile application developers.
What is your Software development methodology?
Latest best practices like scrum and agile development are far more reliable compared to conventional methods. Software development companies nowadays practice them to be more efficient and productive. They understand that the market changes quickly and to cope up with it, they need to be capable of adapting to the changes quickly.
How experienced are your healthcare software developers?
Check for the experience of the developers employed by your medical software development partner. They need to be qualified to build medical solutions and deliver them within a predetermined budget and timeline.
How to choose?
Even if you have decided to work with a healthcare software development company, there are hundreds of companies out there, and all claim to be the best in the field. How would you choose the one that can help you achieve your goals?
Analyze their Area of Expertise and their Experience as a Healthcare Software Developer
Quality is the one thing that should be never compromised no matter how complex your demands are. In the software development healthcare industry there are many standards and compliance requirements like HIS and HIPAA that need to be catered to.
Therefore, you need to analyze their area of expertise and their experiences. Only experienced healthcare software vendors can understand and fulfill the critical needs of customers.
However, expertise isn't enough. You also need to look at the certifications to gain deeper knowledge about the healthcare solution developers’ level of professionalism.
Go Through Their Healthcare Software Development Portfolio to Get a Better Idea of Projects and Quality
Go through the portfolio of the potential healthcare software development partner. Look at their past projects in the healthcare domain and check if it matches your requirements. Research about their market reputation and reach as well as find out whether they serve the organizations in your niche.
The key factors to look for in the portfolio:
Types of healthcare software they have delivered in the past
Clients they have served- names, strength, and value
The complexity of projects they’ve handled
The kind of experience they provide to the users
Technologies they excel in
Reviews and Ratings Could Be Helpful
Find out what the customers are talking about this company. Analyze their reviews and ratings. Understand how a particular healthcare software development company deals with their clients and cater to their services.
Carefully Understand their Process
Almost every company has a unique process to provide their healthcare software development services. But all processes generally consists of the following:
1. Requirement analysis
2. Scope freezing
3. Product prototyping
4. Product development
5. QA and testing
6. Deployment
7. Post-launch support
These software development processes could follow any approach from waterfall to agile methodology. Know the details of the process from your healthcare software development partner and understand how it aligns with your goals. And never hesitate to clear your doubts.
Know the Cost to Develop a Healthcare Software
Everyone has a budget and make sure you have communicated well about your software development budget with your potential healthcare technology partner. Ask them about the cost to build the software and look for the cost to quality ratio. After gathering all the necessary details, make an informed decision.
Understand the Engagement Models to Choose the Best
Engagement models are the ways of collaboration for the business relationship. You can choose from the following:
A. Turnkey Engagement Model
It is also known as the fixed price model. When you share your demands, you get a fixed quote for the work. This is an ideal model for:
Short-term projects
Projects with a well-defined scope
For assigning test tasks to the developers
B. Time and Material Basis Model
In this model, hiring is done based on time and material. A client agrees to pay a hired software development company based on the time the developers spend after developing their products and other relevant tasks. The payments are done according to the mutually agreed hourly rate. The model is suitable when:
Unclear requirements or specifications,
A long-term project with dynamic pricing
The client needs more flexibility
C. Dedicated Hiring Model
As the name suggests, it enables you to hire dedicated resources from the web development company. One can hire a web development company for your project, depending on the number of hours spent by the developers on your project. This model is best suited for:
Clients who are looking for an extension to their in-house team
Those who have unclear project requirements
The hirer is looking for more flexibility
Find out What Does the Healthcare Software Development Company has to Offer Post-launch
You are mistaken if you believe that the healthcare software development cycle ends with the launch of the product. There are chances of hitting obstacles any time and do not forget that the market keeps changing in terms of technology and user demands. This means you might need to upgrade your software or need to add some features to it.
For all such requirements, the healthcare software development agency offers support and maintenance services for a limited time post-launch. There could be specific terms and conditions for it too.
So, before you hire any agency, do not forget to inquire about the support and maintenance services offered by them and its price.
What is the Team Structure that They Would Provide You?
Ask about the team structure offered by the company for your software development project. You can interview a potential team of software developers if you want to. You should do it to assess the capacity of the team. In general, a software development team consists of:
1. Requirement analyst
2. Project manager
3. UI/UX designer
4. Software developer
5. QA tester and engineer
Also, you need to convey your requirements clearly to the software development agency so that they can do justice to your project.
Ability of a Healthcare Software Development Company to Assist You For Expanding Your Software’s Features
The main goal of developing medical software is to increase the efficiency of your operations, automate them, enhance them, and last but not least: offer a better patient experience. Therefore, above all other things, you must check out the ability of the custom healthcare software development company to expand or scale-up the product as per your needs.
Areas of Use
Custom healthcare development is used in the following areas:
Telemedicine
Telemedicine is a flourishing branch for custom software development companies in the healthcare business. App development is crucial for telemedicine and healthcare providers because it facilitates teleconsultation and healthcare information. Mobile applications play a key role in sharing medical services and information among patients.
Healthcare portals and patient databases
There is a wide scope for a healthcare app or a patient portal that could compile and store the data categorically over long periods.
This type of storage of health data can be accessible by the doctors in the form of medical records when they are seeing the patient, even if it is the first time. One can pull the data off the EMR and EHR which maintains such a set of data records. To ensure the protection of the data, personal information is kept confidential and only between the patient and doctor, on the portals.
E-consultations and e-prescription
E-consultation is one of the latest practices in digital healthcare services. Mobile apps are developed that are compatible with both iOS as well as Android and are user-friendly.
Such applications enable patients to consult with the doctors remotely based on their healthcare needs and get e-prescriptions as well. They can also get online treatment plans for certain diagnoses through this. The healthcare software developers have similar solutions for virtual billing software and e-pharmacy management.
VR and AR healthcare software development
Since their initial release, Augmented Reality and Virtual Reality have been very helpful in medical care especially in the COVID-19 remote healthcare scene. Ran through a powerful technology stack, AR-VR enables the patient to feel and see how a treatment or a medical device works.
Big Data and AI solutions for healthcare
Healthcare is one of the Big Data industries. It manages the flow of large volumes of medical data daily. To ensure that the collected data is used well, healthcare services are now powered by AI.
Health tracking and fitness apps
Wearable technology is gaining immense popularity these days. The products include smartwatches and bands that could track heart rate, sleep cycles, number of steps walked, and many more. These kinds of applications built by expert healthcare developers are among the most downloaded on the internet.
Conclusion
Custom healthcare software is important for healthcare organizations to make their process easier as possible. The COVID-19 pandemic is further popularizing telemedicine, e-consultation, AI solutions, fitness, and other health applications.
I know choosing a suitable healthcare software development company is not easy, but if you follow the process mentioned in this article, you can get the best and top-rated software developers who create apps for the medical and health care industries.
I hope this article has guided you well to understand better about healthcare software development companies. However, if you have any queries or suggestions, please connect with us in the comments section below.
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AI
Article | December 21, 2021
COVID-19 has been a catalyst for change, with the diagnostics industry taking centre stage and rising to the challenge of a global pandemic. One of the silver linings of this mammoth task has been the unprecedented time and focus dedicated to finding new technologies and solutions within the sector.
The lessons learned from the pandemic now need to be taken forward to improve breast and cervical cancer detection, prevention and treatment across the UK over the coming years.
In the more immediate term, the diagnostics industry, alongside public health leaders, faces a daunting backlog as screening programmes for breast and cervical cancer were put on pause for months. These two life-saving tests have been some of the most overlooked during the pandemic and getting back on track with screening is critical as we start to turn the corner. We believe innovation in diagnostics, particularly artificial intelligence guided imaging, is a key tool to tackle delays in breast and cervical cancer diagnosis.
The scale of the backlog in missed appointments is vast. In the UK, an estimated 600,000 cervical screening appointments were missed in April and May 2020. And an estimated 986,000 women missed their mammograms, of which an estimated 10,700 could be living with undiagnosed breast cancer. It is clear that hundreds of thousands of women have been affected as COVID-19 resulted in the reprioritisation of healthcare systems and resource allocation.
Both cervical and breast cancer screening are well suited for digital technologies and the application of AI, given both require highly trained medical professionals to identify rare, subtle changes visually –a process that can be tedious, time-consuming and error prone. Artificial intelligence and computer vision are technologies which could help to significantly improve this.
What does AI mean in this context?
Before examining the three specific areas where digitisation and AI can help, it is important to define what we mean by AI. It is the application of AI to medical imaging to help accelerate detection and diagnosis. Digitisation is the vital first step in implementing an AI-driven solution – high quality images demand advanced cloud storage solutions and high resolution. The better the quality of the input, the more effectively trained an AI system will be.
The first area where AI-guided imaging can play a role is workflow prioritisation. AI, along with increased screening units and mammographers, has the potential to increase breast cancer screening capacity, by removing the need for review by two radiologists. When used as part of a screening programme, AI could effectively and efficiently highlight the areas that are of particular interest for the reader, in the case of breast screening, or cytotechnologist when considering cervical screening.
Based on a comparison with the average time taken to read a breast screening image, with AI 13% less time is needed to read mammogram images, improving the efficiency with which images are reviewed. This time saving could mean that radiologists could read more cases a day and potentially clear the backlog more quickly.
For digital cytology for cervical cancer screening, the system is able to evaluate tens of thousands of cells from a single patient in a matter of seconds and present the most relevant diagnostic material to a trained medical professional for the final diagnosis. The job of a cytotechnologist is to build a case based on the cells they see. Utilising these tools, we are finding that cytotechnologists and pathologists are significantly increasing their efficiency without sacrificing accuracy to help alleviate the backlog of cervical screening we are seeing in many countries.
Prioritising the most vulnerable patients
Another key opportunity is applying AI to risk stratification, as it could help to identify women who are particularly at risk and push them further up the queue for regular screening. Conversely, it would also allow the screening interval for those women at lower risk to be extended, creating a more efficient and targeted breast screening programme.
For example, women with dense breast tissue have a greater risk factor than having two immediate family members who have suffered from breast cancer. What’s more, dense breasts make it more difficult to identify cancerous cells in standard mammograms. This means that in some cases cancers will be missed, and in others, women will be unnecessarily recalled for further investigation.
A simple way to ensure that those most at risk of developing breast cancer are prioritised for screening and seen more regularly would be to analyse all women on the waiting list with AI-guided breast density software. This would allow clinicians to retrospectively identify those women most at risk and move them to the top of the waiting list for mammograms.
In the short term, to help tackle the screening backlog, prior mammograms of women on the waiting list could be analysed using the breast density software, so that women at highest risk could be seen first.
Finding new workforce models
Being able to pool resources will allow resource to be matched to demand beyond borders. Globally, more than half a million women are diagnosed with cervical cancer each year and the majority of these occur where there is a lack of guidance to conduct the screening programme. The digital transformation of cervical screening can connect populations that desperately need screening to resources where that expertise exists. For example, developing countries in Africa could collect samples from patients and image these locally, but rely on resources in the UK to support the interpretation of the images and diagnoses. Digital diagnostics brings the promise of a ‘taxi-hailing’ type model to cervical cancer screening – connecting groups with resources (drivers with cars) to those who are in need (passengers): this is an efficient way of connecting laboratory professionals to doctors and patients around the world.
It’s going to take many months to get cancer screening programmes up and running at normal levels again, with continued social distancing measures and additional infection control impacting turnaround times. But diagnostic innovation is on a trajectory that we cannot ignore. It will be key to getting cancer screening programmes get back on track. AI is a fundamental piece of the innovation puzzle and we are proud to be at the forefront of AI solutions for our customers and partners.
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