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The challenge for healthcare IT leaders is choosing the right solution from an already-crowded marketplace which constantly puts forward exciting new technologies and vendors.
When choosing a telemedicine solution, you need to understand the four available types, the benefits of these technologies and which solutions generate the greatest impact for your organization. The next step is choosing the right solution and telehealth partner.
So, what do you look for in a solution, and who do you turn to for expertise?
Consider these four Rs when evaluating your options:
1. Relevance
What you need from a telehealth solution depends on your organization — the size and scope of the business, the typical patients you treat and the areas in which you specialize. Maybe the simplest solution is the best way to go, or maybe you need all the bells and whistles that more sophisticated telemedicine solutions offer.
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Determining the best solution means knowing what information your care providers need to know and when. For a hospital that’s monitoring high-risk patients recovering from surgery or another major health event, real-time data is critical. For a senior living community, the fall detection and GPS capabilities of a wearable solution would be particularly beneficial.
Beyond evaluating individual features, organizations should also determine if there are any specific infrastructure needs that should be accounted for before investing within a solution.
Either way, it’s important to know what you want to achieve, now and in the foreseeable future, before investing in a solution.
2. Reputation
All telehealth solutions are not created equal, because all telehealth vendors are not created equal.
When it comes to technology in healthcare, industry expertise matters. You want a partner who understands hospital workflows, administrative and organizational challenges, and healthcare compliance needs — including patient privacy, data security and safety/sanitation. You want a partner who values what you value: The all-important doctor/patient relationship.
For example, if you want to offer virtual patient visits, you probably need more than enterprise video conferencing solutions or Skype. There are several robust video telemedicine solutions from reputable vendors in the healthcare space. Software from companies like American Well is designed especially for clinical use and includes relevant security features and functionality such as in-platform documentation and prescription capability.
3. Relationships
One challenge with choosing a technology provider is that bigger and older doesn’t always mean better. Some of the most innovative telemedicine solutions on the market are from startups or fledgling vendors. You might not recognize their names (yet), but their technology could still revolutionize your organization.
How do you know who to trust when you don’t know any of the players? Find out whom among your partners and colleagues also trusts them. Who are the device manufacturers, clinical providers, data analysts and security firms that work with them?
Learning from the experiences of your peers is a critical method of assessing solutions that are relatively new to the market or field.
4. Reliability
The key to a great telehealth experience (for both patients and providers) lies in the combination of innovative software and quality mobile devices. If either the application or the device is subpar, you will likely experience usability issues (as in, no one uses it because it doesn’t work well) or worse yet, security vulnerabilities.
Before adopting a new solution, make sure your vendors have done their due diligence to meet HIPAA privacy standards, and how well they can interface with proprietary security solutions or software. You also want to learn about the durability and longevity of the devices and the usability of the software and hardware. With these factors in mind, you can ensure that your organization won’t constantly need to be doing maintenance or replacements, and your staff will be able to instantly start using it without too much hassle.
You also want to know that you can rely on your new technology partners to provide the level of support they promised after you sign on the dotted line.
How do you know who you can trust? Before choosing a solution, talk to other healthcare IT leaders and learn about their experiences with different telehealth vendors. Read online reviews. Talk to current customers of vendors you’re considering. This requires some legwork, but finding the right telehealth technology partners is as important as finding solutions that do what you need them to do.
Learn more about how healthcare technology solutions can enhance efficiencies and improve the patient experience.
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How To Choose The Right Smart Home Light Bulbs
Gone are the days when The Clapper was the most convenient way to turn on the lights inside your home. The world of smart home products has made The Clapper look like a relic of a long-forgotten past. Even the light switch is looking at its own potential demise as smart bulbs grab the future by the horns. Switching lights on remotely with a smartphone is the present trends. With that comes the need to choose which smart light bulbs to put in your home. So how do you make that decision? Let’s look at the right way to choose the best smart home light bulbs.
Why Smart Home Lighting?Smart home lighting is a matter of convenience. To be clear, let’s not confuse convenience with laziness. We are not necessarily talking about sitting on the couch and turning on the lights with your app because you do not want to get up. One of the better uses is for security. Smart light bulbs are a great way to make people think you are home even when you are not. Setting your lights to run on a schedule can make it look like your home is occupied and deter potential thieves. This is one of the most under-appreciated reasons to have smart home lighting.
Another reason is the ability to make your children think you have magical powers. The look on a child’s face when you turn on the lights with a voice command is magical. In all seriousness, that’s not the only reason to buy smart bulbs, but it’s a pretty good one.
Picking a PlatformWhen it comes to actually choosing the right smart home bulbs, the most important decision is the platform. While it seems ironic, choosing a platform is critical to making sure you have the right setup now and down the line. That means you need to decide first and foremost if you are on team Google Home, team Apple HomeKit or if you want to roll with Amazon Alexa. Each of these three services is popular and they are all capable of being the central point of control. But wait, what about Zigbee or Z-Wave? These hub options can also serve as your platform of choice and should not be forgotten as options. As you can tell, you have choices and it all starts with selecting the platform that works best for you.
What Do You Want to Control?While the initial reaction to this question is undoubtedly that you want to control your lights, there is more to consider. There are various types of lighting in your room that you have to decide about controlling. Do you want to keep things simple and just control your kitchen or bedroom lights? Do you want to only control indoor lighting or do you want to add outdoor lighting to the mix? What about lamps around the house? Do you want to control those as well? These questions are just a sample of what you need to ask yourself to help determine which smart home bulbs are right for you.
Time to ChooseThe most popular smart home lighting option is unquestionably, the light bulb. These bulbs screw into your existing lighting systems, whether they are recessed or attached to a lamp. The good news is that there is a wide selection of available options to choose from. The bad news is there is also a large selection to choose from which can be paralyzing for first-time buyers. There are plenty of strong names out there to evaluate including Wyze, Sengled, Philips Hue, Osram and Sylvania. By and large, a smart home bulb should cost roughly around $15 per bulb. That’s a fairly standard price when these are not on sale.
Fortunately, there are starter kits like the Philips Hue Starter Kit to help you get things going. This system includes 3 LED smart bulbs that can fit lamps, overhead lights and 4-inch recessed cans. It also includes the Hue hub that can control up to 50 total bulbs without affecting your home Wi-Fi speeds. Finally, it also comes with a smart button mounting plate that enables control over the lights without a smartphone. This particular unit only includes white dimmable bulbs so you have to look at another option if you want to get colorful.
If you want to get some color going with your smart light bulbs, Philips has a color ambiance starter kit with four bulbs and a hub. Again, it all comes down to your particular needs and taste. Do you want to keep things simple and inexpensive? Go for the white starter kit. Do you want to go with something that has a little more flare? Then go for the color ambiance kit. You cannot go wrong either way.
Choosing the right smart home bulb is not rocket science, but it does require some considerations. The last thing you want to do is dive headfirst into this pond without thinking about what you really want to accomplish. Once you have the answer to that question, you’ll know exactly what to buy.
David Joz
David is a freelance tech writer with over 15 years of experience in the tech industry. He loves all things Nintendo.
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Choose And Install The Right Dash Cam For Your Car
You can use your dash cam for insurance purposes, or you can play “Thunder Road” in the background and upload the video to YouTube. Your call. Jorge Fernández via Unsplash
If you haven’t followed the hype surrounding dash cams here in the U.S., you’ve probably at least seen crazy dash cam footage on YouTube from countries like Russia, where everyone has one in their car. Installing one may seem complicated, but it’s actually a super-simple project that anyone can do.
Decide if you need a dash camDash cams aren’t as popular in the U.S. as they are elsewhere, so you don’t hear about them as often after a big car crash. When I reached out to insurance companies, most were hesitant to say whether they use dash cams to determine fault or not, or whether they recommend their customers install one.
“There are so many things that go into what happens in an accident,” says Janet Ruiz, spokesperson for the Insurance Information Institute. “A lot of times, the police report has to be taken into account first. There might be some states or counties where the police have started using dash cams, and therefore the insurance companies use them. But it’s still too much in the works to say, ‘Put a dash cam in, and that’ll help you determine fault after an accident.’” She did note that they can be useful for combating fraud and theft, though.
While most insurance companies were reluctant to give concrete answers, a spokesperson for Amica told me they have used dash cam footage to assist with the determination of fault in the past, even though they don’t have an official recommendation for their customers yet. So while the jury is still out on whether installing a dash cam is a slam-dunk good idea, it may be worthwhile if you want to cover all your bases. Keep in mind, of course, that they may prove your own fault in an accident too, so it can be a double-edged sword.
After my car got totaled earlier this year—in a collision where there were no witnesses beyond the two drivers—I decided to get one for my wife’s car, should anything happen in the future. Even if it doesn’t protect us, at least I’ll know I did everything I could.
Find the right dash cam modelWithout a dash cam, it might be hard to prove that you didn’t rear-end the car in front of you and that they backed up hard into you instead. Bruno Kelzer via Unsplash
If you’ve decided to go for a dash cam, we’re here to tell you the hardest part of the process is actually finding one. There are plenty of different models out there, and there’s no one-size-fits-all option. There are, however, a few things you should consider as you shop:
Power source: Many dash cams are powered by the cigarette lighter socket in your car, though there are some that have the ability to be hard-wired directly to your battery. The latter requires professional installation outside the scope of this guide, so we’re focusing on the more typical DIY-friendly models here. In addition, some models contain a lithium-ion battery—like your phone—while others contain a capacitor to store energy. If you live in a particularly hot climate, you’ll want a capacitor model, since they’re more heat resistant than their battery-powered siblings.
Field of view: Ideally, you want a dash cam with as wide a field of view as possible, so it can see cars not just in front of you, but to the sides, too. You’ll find 140 to 160 degrees is fairly common, though there are some models that go as wide as 170 degrees.
Picture quality and frame rate: The sharper the video captured by your dash cam, the better, so you can make out the license plate numbers of other cars on the road. Resolution is part of this equation, but not all of it—you also need to consider picture quality in low light, for example, so you can get good nighttime footage. The best thing you can do is look at reviews and see if you can find footage online taken from the model you’re researching.
Number of cameras: At the bare minimum, a dash cam will record video from your front windshield. But some models have other cameras for other views, like one for your back windshield or a camera facing the driver’s seat to capture other people in the car. (This is particularly useful for Uber and Lyft drivers who want evidence of anything that happens on the job.)
Built-in screens and GPS: While it’s not required, some models have screens on the back of the camera that allows you to see the video it’s recording—which can be helpful during the initial setup, if nothing else. Others have built-in GPS or support for separate GPS modules, so you can attach your location to the footage you capture. Some may even offer turn-by-turn navigation (though honestly, the navigation on your phone is probably better).
Wi-Fi and app support: Dash cams with built-in Wi-Fi allow you to view and share footage from an app on your phone, rather than having to remove the SD card and insert it into a computer. Again, this isn’t imperative, but some people may find it useful.
Emergency sensors: Your dash cam is limited by the amount of space on its SD card, and when its storage is full, it’ll automatically erase old footage to make room for new footage. I highly recommend getting a dash cam that can detect when you’ve been in a collision, since it allows the dash cam to “lock” that footage from being overwritten as you continue driving. If your dash cam is wired directly to your car (rather than plugged into the cigarette lighter), it may also have the ability to record collisions that happen while you’re parked, which is a nice perk.
Since I live in a hot climate and don’t need a ton of extra features, I settled on the Blackvue DR900x, which contains a capacitor and comes with a front and rear camera. Other popular options include the Vantrue N4, for a battery and preview screen, or the Garmin Mini for those on a strict budget. Just be sure to read the user reviews before you buy—that’s how I learned to avoid battery-powered models in hot weather. If the dash cam you pick doesn’t come with an SD card—or the one it comes with is small—you may want to grab a 64GB model like this one from SanDisk.
How to install a dash camLow visibility? No problem. Some dash cams can see in the dark. Patrick Tomasso via Unsplash
Before you install your dash cam, do a bit of research on windshield mounting laws in your state. Certain regions may require you to place objects in the lower corners or upper middle of the windshield, so as not to obscure your view of the road. Make sure you know what’s allowed before you mount your dash cam with strong adhesive. You may also want to look up any laws about recording audio without the consent of others riding in the car, though you can always turn audio recording off if you prefer.
Second, while this is a pretty simple process, it’s still a DIY project involving your car, so the usual caveats apply: If you aren’t comfortable or willing to do a bit of extra research on your specific model to make sure it’s installed properly, there’s no shame in consulting a professional.
Once you’ve got your mounting location picked—I used the spot behind my rearview mirror since I don’t have a screen on my dash cam—clean the spot thoroughly with some rubbing alcohol, then remove the adhesive or attach the suction cup and place it on your windshield. Then, plug the dash cam into your car’s cigarette lighter and make sure it turns on. I’d even take a quick drive around the block to make sure it records footage properly and that the quality of that footage is up to your standards. If you don’t have a screen on your dash cam, doing so can also help you find the right angle to get the best coverage of the road in front of you.
Placing your dash cam behind your rear-view mirror will not obstruct your vision. Whitson Gordon
Once you’ve tested the dash cam and are satisfied with its performance, it’s time to hide all those unsightly wires dangling about in your car. While you could just use clips or tape to secure them somewhere, you can actually hide them under your car’s trim for a much cleaner look. It just requires prying the trim back and pushing the wires underneath.
For best results, you’ll want a trim tool kit, though I had a plastic pry tool from an electronics repair kit that worked decently well. Start by giving yourself a little extra slack where the cable plugs into the dash cam, and pry the headliner at the top of your windshield away from the glass. Shove part of the cable underneath, and continue this process along the trim. This can be pretty tough at first, depending on your car, but you’ll get the hang of it as you go. Don’t be afraid to start over if you need to—it’s worth it for a clean look in the end.
A trim or pry tool can help you lay the cable under your car’s trim. Whitson Gordon
Once you get to the door, continue the process by hiding the wire under the A-pillar, between the plastic trim and the windshield. Many people run the wire across the A-pillar and down the weather stripping by the door, but this crosses over the side airbag on many cars, so there’s debate as to whether it’s safe—so I prefer to run my wire along the windshield, behind the airbag, instead.
It’s a good idea to avoid airbags when laying the dash cam cable as to not interfere with their proper function in case of a crash. Whitson Gordon
Then, once you reach the dashboard, you can double back and route the cable under the weather stripping. This whole step may vary a bit from car to car, and in some cases you may need to remove the A-pillar altogether, which may require a look at your manual, some YouTube searching for your car, or even some professional help. I opted to just leave a bit of cable visible above the one part I couldn’t tuck under, though it still ended up looking clean enough for my taste.
If you don’t want to fully remove the A-pillar, you can lay the cable on the edge. Though it’s still visible, it is very discreet. Whitson Gordon
Pushing it into the rubber weather stripping is easy, and you can keep going until you get to the AC socket on the dashboard. This is in a different spot on every car, but on my wife’s Prius, it was right under the glove compartment.
You can get a dash cam with a lithium battery or plug it into the car’s cigarette lighter. This will automatically turn the camera on when you start your engine. Whitson Gordon
Repeat the process for the rear camera, if you have one. Since the cable for my front camera ran above the passenger side of the car, I ran the rear camera in front of the driver’s side, down the A-pillar to the floor, then all the way to the back seat and up into the trunk. Again, I avoided running it along the top of the car to avoid putting the cable in front of any side airbags. Since my Prius is a hatchback, I had to leave a bit of slack out in the open for the trunk to open properly, but this won’t be necessary on normal sedans.
A rearview camera could be useful in a rear-end collision. Either that or to see the crazy look of the guy honking behind you. Whitson Gordon
My dash cam also came with a few adhesive clips that I was able to use to hide the last bit of wire behind the rearview mirror before going up to the headliner. The end result was a super-clean look, with the dash cam and its wires barely visible from the car’s four seats.
How Ar And Vr Are Reshaping The Future In Healthcare?
AR and VR are reshaping the future in healthcare, offering more effective solutions for preventive healthcare, alongside a huge role in training and education
The healthcare industry gives visionary ideas, channelling exponential growth to make the greatest-ever contribution to humanity’s welfare. From 2023 to 2025, the global AR and VR in healthcare industry is expected to grow at a faster pace. Therefore, AR and VR will clearly reshape the healthcare industry in the coming years.
Here are some of the ways XR technologies, that is AR and VR will reshape the future healthcare industry: 1. Training and facilitation of medical learningXR technology has the potential to significantly improve the quality of learning and training for medical professionals while also lowering costs and improving retention.
2. Training for Skill developmentAnother aspect of medical training is purely physical, such as inserting a catheter, drawing blood, and performing surgeries. While traditional methods entail learning from textbooks, slide shows, and watching a professional perform these tasks, AR and VR technologies allow students to learn these behavioural skills in a virtual or mixed reality environment by actually performing them. Medical students not only improve the quality of their learning by performing these skills in an immersive environment, but they also learn to do so with a much higher degree of accuracy and precision.
3. Body mapping or Virtual assistanceThere are numerous examples of AR/VR technology in healthcare that improve medical training for students prior to actual surgeries and allow doctors to practise complex procedures on a virtual human body. By synchronising and connecting multiple sensors, AR-based apps can assist doctors in creating simulations of patient bodies to work with complex scenarios or compensate for the absence or scarcity of doctors. It also opens up numerous opportunities for practitioners to use available information and AR-based hardware to perform complex medical tests.
4. Augmented surgery or Realistic 3D visualisationAR-based apps can improve patient safety during surgery by providing surgeons with real-time data on the patient’s vitals, procedure details, equipment locations, and other pertinent information. AR-based virtual interfaces enable doctors to visualise the locations of patients’ organs as well as diseases, tumours, or other abnormalities. This, in turn, expedites procedures while maintaining patient safety and improving the doctor’s cognitive conscience. During a TAVI heart procedure, for example, surgeons require a large amount of data and real-time information from sensors such as instant X-rays and 3D U/S scans. AR-based apps can provide them with quick access to such vital data sets.
5. Simulating practical medical trainingAR and other XR technologies can be used to provide interactive and immersive education to patients who are fearful or sceptical. Doctors and healthcare professionals can use VR and AR not only to train tech interns but also to educate patients during consultation sessions. This will also allow doctors to instil confidence and trust in their patients, allowing them to make more informed decisions.
6. Education and Improved care for patientsNot only medical professionals but also patients can benefit from AR and VR technologies in terms of understanding medical conditions and details about treatment and a variety of procedures.
7. Accurate risk and disease diagnosisAR-based applications can assist doctors in detecting, avoiding, and treating a variety of diseases with a better prognosis. It can visualise information collected from various sensors into a unified interface to determine specific causes of a patient’s condition. It can also allow doctors to monitor veins, lesions, organs, and other structures without invasive procedures. EyeDecide is one such medical app that simulates the impact of specific conditions on a person’s vision using the camera display.
8. Capabilities of TelemedicineNew Developments For Robotics In The Healthcare Sector
Robotics has seen varied applications in possibly every field that one can think of. Education, travel, defense, you name it and you get to see how far we’ve evolved on the robotics front. The healthcare sector has seen a remarkable change in how things have progressed. With the pandemic that left us in dismay, the healthcare sector served to be a boon. Surviving the pandemic wasn’t easy and the sole reason why we’ve made it through is because of the healthcare sector.
Robotics has seen varied applications in possibly every field that one can think of. Education, travel, defense, you name it and you get to see how far we’ve evolved on the robotics front. The healthcare sector has seen a remarkable change in how things have progressed. With the pandemic that left us in dismay, the healthcare sector served to be a boon. Surviving the pandemic wasn’t easy and the sole reason why we’ve made it through is because of the healthcare sector. The pandemic has stressed how critical social distancing is. This is a challenge for the healthcare workers as they’ll have to address the issues of the patients. But, robots are no less than a savior here. With robots in place , it is easier than ever to reduce in-person contact between health care workers and sick patients. But, would this be as welcomed by the patients as anticipated? Hence, what remains a concern is how the patients will react to a robot entering the exam room. A lot of researchers conducted varied studies to find how the patients react to robots entering the exam room. One team found out that a good chunk of patients reported that when they were interacting with a health care provider via a video screen that was mounted on a robot was hardly different from the interaction with a doctor or nurse. These findings boost the confidence that people are not that scared or worried as was expected. The focus is now on designing robots that cater to the safety of both – patients as well as healthcare workers. Well, not just this. Some researchers also found that a lot of patients were also okay with having robots performing minor procedures. One task could be taking the swab sample for tests. The pandemic has served to be a wake-up call for everyone to bring in the right technology that’d reduce the intensity of the surge in cases. Following this, Traverso and his colleagues started paying attention to develop new strategies aimed at minimizing the interaction between potentially sick patients and health care workers to the greatest extent possible. The team went on to create a mobile robot that could interact with patients as they waited in the emergency department. For this, they worked with Boston Dynamics. The robot was designed in such a manner that it had sensors incorporated within itself. With these sensors, it was possible to measure skin temperature, pulse rate as well as the rate of breathing and also blood oxygen level. Well, there’s more to it. The robot is equipped with an iPad. This paved the way for video communication with the doctor or nurse. For over a year, we’ve seen the healthcare workers donning the protective equipment that’s required for every interaction. With these robots in place, all of this is reduced to a large extent. Yet another study involved patients being asked about their symptoms via video communication. When the patients were asked about their experience on the same, the results astonished almost everyone. They reported that they were quite happy with how the process went. They found the interaction similar to that of person-to-person interaction. All in all, the results are quite positive and with people starting to show a keen interest in how robots would assist in medical procedures , it is now time that scientists get going with designing robots with improved technology so that the overall experience is enhanced and fruitful.
How Machine Learning Is Transforming Healthcare In India
The integration of machine learning in the healthcare industry of India is set to transform conventional methods
Healthcare has become one of the biggest sectors in India’s economy. According to a report from
Solving the problem: too much raw data, too few real insightsHealthcare settings are flooded with unprecedented volumes of complex data from clinicians’ notes, medical devices, labs, and more. Remote patient wearables are increasingly adding to the onslaught. Electronic health records are helping digitize the information, but their job is not to ease the administrative workload on the front end or provide at-a-glance decision support. All the data coming in is only as valuable as the insights that can be quickly gleaned from it and appropriately actioned to improve healthcare delivery. Machine learning can make that possible, especially for digitized data sets with clear patterns. Machine learning not only collects but also unifies, data from disparate sources. It can perform the complex calculations required for doctors, nurses, and other members of the healthcare team to make quick sense of raw physiological, behavioral, and imaging information.
Automation of manual tasksMachine learning reduces the workload of physicians, radiologists, pathologists, and other providers by employing algorithms to garner insights. Automated workflows designed around how healthcare teams work in the real world are often used in tandem for easy information sharing and collaboration. Typical applications include:
Imaging analysis leveraging widely available data sets
Precise patient monitoring in the ICU or OR
Real-time remote patient monitoring through wearables that track heart rate, activity level, and more
Streamlining tedious administrative tasks like clinical documentation
Powerful predictive capabilitiesPrecise predictive analysis of what a given patient will likely need next has historically been stopped by two barriers: the burden of collecting data and the difficulty of calculation. With machine learning, data collection speed and calculation complexity no longer depend on what humans can do by hand. Using these powerful algorithms, one can imagine treatment decisions tailored to each patient’s specific situation and better outcomes as a result.
Digital transformation: what to expect nextIndia is poised for an exciting digital transformation in healthcare. The penetration of machine learning and other innovative technologies, including automation and other AI techniques like natural language processing, is surging—with 5G coming soon. A vibrant ecosystem of startup and established health-tech companies is now in-country, with a rising population to fill new roles. Healthcare providers have gained a greater awareness of tech-enabled ways to do more with less manual effort. The government has stepped up with increased spending on evolving healthcare delivery, and the general public is in support.
Government’s mission is to transform the healthcare infrastructureSince 2023 due to the Covid-19 pandemic, there has been a huge focus by the government on investing in India’s healthcare infrastructure. This has also enabled technology firms to dive into the healthcare segment and innovate to contribute to the improvement of healthcare facilities in the country. Under the Digital India Initiative, the government has recently announced the launch of the Ayushman Bharat Health Mission which aims at creating India’s digital health ecosystem. The initiative focuses on creating digital health records for the citizens and their families to access and share digitally. Under this mission, the citizens will receive a randomly generated 14-digit number used for the purposes of uniquely identifying persons, authenticating them, and threading their health records only with their informed consent across multiple systems and stakeholders. Moreover, inclusion is one of the key principles of ABDM. The digital health ecosystem created by ABDM supports continuity of care across primary, secondary, and tertiary healthcare in a seamless manner. It aids the availability of health care services, particularly in remote and rural areas through various technology interventions like telemedicine etc. Digital health start-ups in India provide a vast backdrop for solutions with the government’s push to strengthen the digital healthcare infrastructure. The start-up landscape within the Indian healthcare ecosystem goes well beyond a specific disease, therapeutic area, geography, type of product, and service or business model. In a country where access to affordable healthcare is still a looming issue, the public stands to gain immensely from the development of the Digital Health industry. The ABDM is a one-of-a-kind strategy to unify the healthcare system in India and promote innovation in the industry. With the public interest in the minds of both the Government as well as the innovators, it remains to be seen how Digital Health will be perceived in law. While there is a long way to go, the use of AI and ML has gained a strong foothold in India over the past year and we foresee a promising future for the industry.
Author:Healthcare has become one of the biggest sectors in India’s economy. According to a report from NITI Ayog , the sector has grown at a compound annual growth rate (CAGR) of 22% since 2023. Millions of jobs have been created, with millions more to come. How can a country short on trained clinical resources with vast inequities in care distribution grow at this pace? Machine learning is one way to help close the gaps.Healthcare settings are flooded with unprecedented volumes of complex data from clinicians’ notes, medical devices, labs, and more. Remote patient wearables are increasingly adding to the onslaught. Electronic health records are helping digitize the information, but their job is not to ease the administrative workload on the front end or provide at-a-glance decision support. All the data coming in is only as valuable as the insights that can be quickly gleaned from it and appropriately actioned to improve healthcare delivery. Machine learning can make that possible, especially for digitized data sets with clear patterns. Machine learning not only collects but also unifies, data from disparate sources. It can perform the complex calculations required for doctors, nurses, and other members of the healthcare team to make quick sense of raw physiological, behavioral, and imaging information.Machine learning reduces the workload of physicians, radiologists, pathologists, and other providers by employing algorithms to garner insights. Automated workflows designed around how healthcare teams work in the real world are often used in tandem for easy information sharing and collaboration. Typical applications include:Precise predictive analysis of what a given patient will likely need next has historically been stopped by two barriers: the burden of collecting data and the difficulty of calculation. With machine learning, data collection speed and calculation complexity no longer depend on what humans can do by hand. Using these powerful algorithms, one can imagine treatment decisions tailored to each patient’s specific situation and better outcomes as a result.India is poised for an exciting digital transformation in healthcare. The penetration of machine learning and other innovative technologies, including automation and other AI techniques like natural language processing, is surging—with 5G coming soon. A vibrant ecosystem of startup and established health-tech companies is now in-country, with a rising population to fill new roles. Healthcare providers have gained a greater awareness of tech-enabled ways to do more with less manual effort. The government has stepped up with increased spending on evolving healthcare delivery, and the general public is in support.Since 2023 due to the Covid-19 pandemic, there has been a huge focus by the government on investing in India’s healthcare infrastructure. This has also enabled technology firms to dive into the healthcare segment and innovate to contribute to the improvement of healthcare facilities in the country. Under the Digital India Initiative, the government has recently announced the launch of the Ayushman Bharat Health Mission which aims at creating India’s digital health ecosystem. The initiative focuses on creating digital health records for the citizens and their families to access and share digitally. Under this mission, the citizens will receive a randomly generated 14-digit number used for the purposes of uniquely identifying persons, authenticating them, and threading their health records only with their informed consent across multiple systems and stakeholders. Moreover, inclusion is one of the key principles of ABDM. The digital health ecosystem created by ABDM supports continuity of care across primary, secondary, and tertiary healthcare in a seamless manner. It aids the availability of health care services, particularly in remote and rural areas through various technology interventions like telemedicine etc. Digital health start-ups in India provide a vast backdrop for solutions with the government’s push to strengthen the digital healthcare infrastructure. The start-up landscape within the Indian healthcare ecosystem goes well beyond a specific disease, therapeutic area, geography, type of product, and service or business model. In a country where access to affordable healthcare is still a looming issue, the public stands to gain immensely from the development of the Digital Health industry. The ABDM is a one-of-a-kind strategy to unify the healthcare system in India and promote innovation in the industry. With the public interest in the minds of both the Government as well as the innovators, it remains to be seen how Digital Health will be perceived in law. While there is a long way to go, the use of AI and ML has gained a strong foothold in India over the past year and we foresee a promising future for the industry.Punit Soni, Founder & CEO, Suki
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