CoE IoT Official Blog

AarogyaAI: Leverages contemporary technology and sciences to combat fatal infectious diseases!

Systematic integration of technology has utterly revamped the way medical care is conferred to patients, enhancing patient-physician interaction, and making healthcare more accessible & flexible than before. At the current set of circumstances where the entire world is grappling with a healthcare crisis, technology like Artificial Intelligence has helped in reducing the time spent in executing healthcare management activities at the fraction of the price.

Healthtech startup AarogyaAI is using AI-enabled software for expediting diagnosis and enabling personalized treatment within a few hours. Founded by two promising innovative women entrepreneurs Dr. Praapti Jayaswal and Avlokita Tiwari, AarogyaAI will combat lethal infectious diseases like Tuberculosis and develop an AI-driven software to diagnose Drug-resistant Tuberculosis, expediting the process of diagnosis and effective treatment.

AarogyaAI is one of the six startups that have graduated from the India Edison™ Accelerator, Cohort 2- GE Healthcare’s second startup-collaboration program that intends to nurture the startup ecosystem and work with them to create innovative and effective healthcare solutions.

The AarogyaAI software innovated by the company is deployed in the GE Edison platform. It is empowered with a Machine Learning algorithm that has the ability to make sense of complex genomic data and output an easy to comprehend drug sensitivity report which augments clinical decision-making. Thus, each patient’s antibiotic prescriptions are customized to their specific need.

“Artificial intelligence helps convert large amounts of complex data to concise factoids that can augment a doctor’s clinical decision making. The AarogyaAI’s SaaS requires minimal infrastructure and basic training to operate and can report a copper-bottomed patient’s drug susceptibility status in a few hours,” states Dr. Praapti Jayaswal, Co-Founder & CEO, AarogyaAI.

Praapti Jayaswal and Avlokita Tiwari, Co-Founders of AarogyaAI

Since inception, AarogyaAI has created a buzz in the ecosystem. The firm has secured investment from one of the largest genomics companies in the world, Illumina Inc., USA. In 2019, the team at AarogyaAI was awarded the Best Pitch by Shakti – The Empathy Project. It made its way to be a part of the San Francisco-based Illumina Accelerator Program in 2020. In March 2020, AarogyaAI also won the BIRAC TiE WInER Award which is accredited to Women in Entrepreneurial Research by the Biotechnology Industry Research Assistance Council (BIRAC).

In addition, winning awards like the Indo-Sweden Healthcare Innovation Challenge, organized by the Ministry of Health and Family Welfare, Government of India, and getting on board in the GE Healthcare’s Indian EdisonTM Accelerator platform has gained it national as well as international level recognition.

“We established AarogyaAI in 2019, with the sole purpose of revolutionizing the method of treating Tuberculosis and saving lives. We have partnered with leading diagnostic labs & hospitals in India for building & validating the product. Eventually, we aim to anticipate the evolution, nature, and pattern of the bacteria, along with predicting the future drug resistance structure. We leverage AI/ML and genomics, to rapidly and comprehensively diagnose drug resistance in infectious diseases. We also intend to use AI, ML, and IoT technologies to ensure that patients even in the most remote corner of India, have access to the latest diagnostics and treatment options,” states Avlokita Tiwari, Co-Founder, AarogyaAI.

With a vision to contribute to ending tuberculosis globally, the founders are driven by the concept of translation of research into real-world application. AarogyaAI envisions assimilating years of research to combat antimicrobial resistance in infectious diseases. The company wants to employ cutting-edge technology – genomics and AI to ensure patients are provided precision diagnosis to enable effective medication. The intention is to collaborate with centers from different geographical locations in India, and abroad; and expand the database on more first and second-line anti-TB drugs. The AarogyaAI solution will be able to predict new mutations that confer drug resistance in the bacteria. AarogyaAI aims to impact human health and build facilities where no one is subjected to incorrect medication and is left to deal with very harmful side effects.

“AarogyaAI is on a vision to develop a time and cost-effective test for the drug-resistant tuberculosis. Their technology will go a long way in addressing the appropriate management of the disease burden and potentially contributing to the ending of the TB epidemic by 2030, which is one of the heath targets of the United Nations Sustainable Development Goals.” Abhijit Patil, Senior Director – AI & Analytics: Advanced Technology Group @ GE Healthcare and India EdisonTM Accelerator Cohort 2 Mentor.

JioVio Healthcare: Delivers Personalized and Predictive Maternal care using AI, IoT, and wearable technology!

Ameliorating maternal and infant health has always been a major concern for India. For years, the country has been bending over backward to reduce the maternal mortality rate by providing quality services to the expectant mother and their neonates. The outbreak of the COVID-19 pandemic has pulled the plug on the progress and has further heightened the medical hassles.

The start-up ecosystem has also been quite intrigued in driving innovation to enhance maternal health services, ensuring arrant prenatal & child care. NASSCOM CoE incubated startup, JioVio Healthcare has taken the initiative of detecting high-risk pregnancies and delivering personalized and predictive and high-quality maternal care to mothers and infants in remote places. The company is on its mission to make the journey to parenthood positive and trouble-free through the innovative healthcare technologies it has devised using AI, IoT, and wearable technology.

Harnessing technology to Save Mother and Child!

Every other woman in our country suffers from pregnancy-related complications due to poverty, lack of information, and negligence.  The ardour to explore the power of technology and curate solutions and measures to support home-based or accessible antenatal & new-born care, particularly for rural and underprivileged women of the country as they appear to be deprived of the respectful and quality maternity facilities, encouraged Senthil Kumar Murugesan and Dinesh Pandian to set up JioVio Healthcare.

JioVio healthcare launched Savemom-an IoT-based maternal healthcare solutions formulated to confer end-to-end maternal care to treat life-threatening pregnancy-related intricacies, reduce maternal and infant mortality rates in remote regions. This AI-enabled IoT Kit and Telemedicine software consist of three unique devices-Allowear, Allotricorder, AlloBMI, and AlloBeat. These smart wearable and kits s are specially designed to record the significant behaviors and activities of a pregnant woman such as heart rate, sleeping order, risk factors, and other data. The additional benefit of this device is that it can be easily connected to the user’s phone via Bluetooth, the memory card in it stores the data that is directly sent to the doctor portal for further analysis. These data can be used by doctors for delivering immediate treatment and enrich the patient-doctor relationship. It’s AI integrated web application segregates patients into high and low risks categories. Using the SaveMom admin portal, both doctors and patients can view their health conditions and reports.

Fig 1. AlloTricorder
Fig 1. AlloTricorder

Harnessing technology to Save Mother and Child!

Every other woman in our country suffers from pregnancy-related complications due to poverty, lack of information, and negligence.  The ardour to explore the power of technology curated solutions and measures to support home-based or accessible antenatal & new-born care, particularly into rural and underprivileged women of the country as they appear deprived of the respectful and quality maternity facilities, encouraged Senthil Kumar Murugesan and Dinesh Pandian to set up JioVio Healthcare.

JioVio healthcare launched Savemom-an IoT-based maternal healthcare solutions formulated to confer end-to-end maternal care to treat life-threatening pregnancy-related intricacies, reduce maternal and infant mortality rates in remote regions. This AI-enabled IoT Kit and Telemedicine software consist of three unique devices-Allowear, Allotricorder, AlloBMI, and AlloBeat. These smart wearable and kits are specially designed to record the significant behaviors and activities of a pregnant woman such as heart rate, sleeping order, risk factors, and other data. The additional benefit of this device is that it can be easily connected to the user’s phone via Bluetooth, the memory card in it stores the data that is directly sent to the doctor’s portal for further analysis. These data can be used by doctors for delivering immediate treatment and enrich the patient-doctor relationship. It’s AI integrated web application segregates patients into high and low risks categories. Using the SaveMom admin portal, both doctors and patients can view their health conditions and reports.

Fig 2 Allowear
Fig 2 Allowear

“NASSCOM CoE played an important role in giving us the traction we needed to create a niche in the ecosystem. The constant mentorship and support of CoE have got a lot of exposure and recognition to our innovation. They have helped us in setting up a team in Bangalore and securing several grants and awards such as Elevate 100 award,” states Senthil Kumar Murugesan, CEO Co-Founder- JioVio Healthcare.

The team of JioVio Healthcare is leaving no stone unturned in executing medical facilities and helping hospitals in battling the medical crisis spawned by the COVID-19 pandemic. They have availed IT and healthcare prowess and deep tech IoT-based solutions to devise QCARE (Quarantine monitoring system using IoT medical device), an independent android App that also serves as an integrated APK solution and supports the screening and corona awareness. It advances cost-effective preventive PPE kits, Portable UV Sterilizer/Sanitizer, Hybrid Mask, and products, assures the safety of the people in varied living and working contexts.

“Since a woman can only understand the problems of another woman, we decided to bring proficient and enthusiastic women together to form a team that will ardently work towards delivering innovation to save lives,” he adds.

Based in Madurai, Jio Vio Healthcare has to date delivered 22,856 home-based antenatal care, identified 382 high-risk mothers, 1428 mothers have delivered their babies successfully, and onboard more than 300 mothers every month. This ideal prenatal solution is accredited by Maharashtra and Kerala Government, more than 52 villages have adopted and implemented this avant-garde liberatory App. Among the many achievements, the startup has won the NASSCOM Technagage Award for “SaveMom” IoT-based wearable innovation for pregnant mothers in tribal villages and bagged the ‘Gifted Citizen 2019’ Award in CDI Event organized by the Nobel Prize team in Mexico. The creators of JioVio Healthcare are constantly endeavouring to take the ingenious initiative to a new level, focusing on drafting a beneficial healthcare plan for women and their families both in the rural and urban provinces.

Figure 3. Senthilkumar Murugesan, Co-Founder, JioVio Healthcare

Absstem Technologies: Helping Hospitals produce their own Medical oxygen 24/7!

The second wave of coronavirus has hit the country hard. With India witnessing a massive spike in COVID-19 patients admitted in the hospitals needing medical oxygen for survival, we endure a severe health crisis as there is a shortage of medical oxygen and an inadequate supply chain. Big or small, hospitals are undergoing a tough time in arranging an adequate amount of oxygen supply to meet this special requirement in patient care. The government, private entities, and people are bending over backward to overcome this catastrophic situation. DRDO’s decision of earmarking On-Board Oxygen Generation System (OBOGS) used in Tejas Light Combat Aircraft (LCA) for civilian use and coronavirus duty is an innovative case in point today.

As we are acquiring oxygen cylinders from factories in India and across the globe, the chances of repeated handling are respectively high. Considering the current scenario this process may inflate the risk of contaminating the cylinders which can make the situation even more complex. The sanitization protocols issued by the government and several other conditions are further disrupting the on-time delivery of oxygen cylinders, giving rise to impediments such as unavailability of oxygen, increase in the price, and so forth.

Absstem Technologies’ PSA-based disruptive solution-Medical Oxygen Generator-MedO surfaces as the savior which is capable of measuring up the sudden surge in the demand for oxygen in the country. This onsite Medical oxygen solution’s unique and high-tech features can generate medical oxygen instantly at the hospital site. It is affordable, convenient, reliable, safe generates oxygen 24/7, and requires minimum maintenance.

This Delhi-based startup, led by Mohit Sharma has to date executed over 18 deployments in different hospitals in India and across the world. Today, the team is putting their brains together to help hospitals be self-reliant by having an uninterrupted and continuous supply of oxygen.

How does it function?

The oxygen concentrator consists of an air compressor that pulls atmospheric air into the system, Refrigeration Dryer that removes water vapor from compressed air, a Multistage filtration system that removes impurities, and a PSA system to remove nitrogen and other trace gases and process oxygen and HEPA filters to remove bacterial contamination.

The medical oxygen generator leverages the next-gen PSA technology and avails the atmospheric air as raw material to convert oxygen into medical-grade oxygen. It comes with two adsorbers that are filled with zeolite molecular sieves which detect and absorb nitrogen from the air and allow oxygen to flow into the storage tank as the end product. To conserve purity and comply with the guidelines set by US Pharmacopeia, Indian Pharmacopeia, and UK Pharmacopeia, Absstem had installed an oxygen analyzer within the system that keeps a check on the quality of the oxygen. This continuous flow process is monitored by a specially devised microcontroller. In the entire operation, the air is permitted to pass through one of the adsorbers whilst the adsorber edges near the saturation point. Whereas, the other adsorber is employed to regenerate and maintain the continuous supply of medical oxygen.

Furnished with a user-friendly touch-screen interface, the MedO-eye displays operation parameters, and real-time oxygen purity. For data controlling and logging facilities, the equipment allows the tracing, displaying, and storing of oxygen purity data, running hours of air compressor, and filters which can further be availed for audits and certifications purposes. The buzzer installed in it beeps when the systems require maintenance. Its multistage filtration protects the molecular sieves from oil and dust particles while the additional filters drain moisture using an ADV (Automatic Drain Value).

The ergonomic design, robust steel structure, and advanced HMI not only makes it a competent oxygen producer but also show longevity in a dust-moisture-free environment. The oxygen concentrator skid system connects directly to the MGPS / Pipeline with the existing oxygen cylinder station acting as an emergency backup. The oxygen concentrator has various models with the oxygen flow capacity ranging from 100 LPM to 1400 LPM.

The installation cost of these oxygen concentrators is recovered within 12-15 months. The molecular sieves used in the system have a life of over 10 years and the maintenance cost is really low. The overall cost of medical oxygen comes down by around 70% as compared to oxygen cylinders.

Absstem technologies aim to remain ahead of the curve by supporting hospitals with products like MedO, Medical Oxygen High-Pressure Systems, and MOGPS- Medical Gas Pipeline System. It is high time to embrace these life-saving solutions to beat the struggle with the shortage of oxygen supply in hospitals and stay united to save lives.

GE Healthcare India Edison[TM] Accelerator: The first-ever global startup collaboration program!

As the healthcare sector evolves, the route to affordable and accessible high-quality medical attention relies on reducing the dependence on scarce and expensive resources, including specialist doctors with significant clinical experience. Innovative and scalable technologies have extensively helped enhance healthcare in India, enabling effective deliveryof care and well being. An example of how technology can help in such a situation is seen in the radiology domain. It is a known fact that the accuracy of interpretation of results of radiological scans and consequent diagnosis correlates strongly with the amount of experience of the clinician reading the scans. This makes it very hard to train new doctors to speed up this process and bring them up to equivalent accuracy levels. This dependence on a handful of senior specialists has resulted in turnaround times of the order of 48 hours from scan to diagnosis

The reducing price of storage and computing power as well as the shift to digital media over the years now makes it possible to bring in automation in the form of AI and Machine Learning algorithms to process clinical data and generate accurate and repeatable diagnoses. This makes a strong case for the inclusion of AI algorithms into clinical workflows.

The future of innovation in healthcare is reflected in the two themes which can be outlined as:

  • The first is Advanced imaging, visualization, and reporting. This would involve building solutions for CT Scanning and X-Rays, leveraging EdisonTM capabilities for Computer-Aided Detection and Diagnosis. This could also be extended to a diagnosis of certain cancers.
  • The other theme is that of Virtual Hospitals – coordinating care between various healthcare providers, building capability in remote patient health monitoring, and better integration of data and workflows.

Both of these themes have operational underpinnings of the use of AI for building operational and clinical efficiency for better patient outcomes and financial viability, while also ensuring safety for frontline health workers.

To promote innovation in the healthcare ecosystem and accelerating innovation opportunities for startups, GE Healthcare embarked on its first-ever global startup collaboration program Edison[TM] in 2019, bed rocked at the Edison platform to drive innovation in the healthcare sector. This initiative has given startups the elbow room to maneuver, explore their potential and develop avant-garde solutions to address the major challenges prevailing in the healthcare ecosystem.

The thought behind the start-up Collaboration Program

At the core of the EdisonTMAccelerator program is the idea of leveraging collaboration to compound the capabilities of the EdisonTMplatform. EdisonTMis an advanced intelligence offering used by GE Healthcare’s internal developers and strategic partners to develop new healthcare applications, services, and AI algorithms. It comprises of applications, smart devices, and the EdisonTMplatform.

The EdisonTMAccelerator program aims to bring in competent startups who can build their solutions using this platform resulting in mutual benefit to all three stakeholders – GE, the start-up in question, healthcare practitioners, and most importantly, the individual consumer. Through this program, we work with the start-up community to accelerate product development and reach new markets while building trust within the start-up ecosystem.

The EdisonTMAccelerator program was launched in India due to the Bangalore R&D centre – the John F. Welch Technology Centre (JFWTC), GE’s largest integrated, and multi-disciplinary R&D center outside of the USA – being a strong R&D site coupled with a mature local start-up ecosystem. In this context, launching the program from India turned out to be an advantage.

Through this program, we have been able to showcase that innovation and collaboration from India are possible and can be made successful with buy-in from India and global leadership.

How  does  the program help start-ups?

The EdisonTMAccelerator program helps its start-ups at multiple points in the product development life-cycle, assuringfacilities like Product development, Market access and Global expansion. Senior scientists and product managers from the GE Healthcare R&D and Project Management functions are assigned to the selected start-ups at the start of the program. These scientists engage with the start-up’s product development research team regularly, to fine-tune algorithms and to help with integrating the start-up’s solution on the EdisonTMplatform.

This program involves the business teams of GE which helps the start-up reach new customers. This allows an on-ground independent validation of the solution which is also valuable.Depending on the relevance of the solution, the GE Healthcare India teams help the start-up reach other GE Healthcare locations worldwide, with a view to commercialize the solution in the said geography.

The first edition of Edison[TM], has created a buzz among the startup realm and innovators. A large number of startups had applied for the second cohort of Edison[TM]; the organization has selected six startups after three months of diligent evaluation. The brainstorming solutions of these startups are stimulating operational and clinical advancements.

Here comes the list of startups who have made it to Cohort 2 of the India Edison[TM]Accelerator. Each of these startups with their own unique inventionare solving complex challenges in the healthcare sector.

  1. BrainSightAI: AI-enabled platform that integrates artificial intelligence and neuroscience to curate evidence-based treatment hooks for psychiatrists and neurologists.
  2. AarogyaAI: aims to revolutionize the method of treating Tuberculosis. The software is empowered with a Machine Learning algorithm which is used to prime the machine, use portable DNA sequence of the patients and generate a comprehensive input; these inputs are uploaded on SaaS which is designed to enable immediate detection of RTB.
  3. In-Med Prognostics: In-Med Prognostics embarked on the mission of bringing affordable, accessible, reliable, and data-driven brain health prognostics and diagnostics tools to India and other emerging markets. It has developed NeuroShield™ to accelerate the medication of brain diseases.
  4. Fluid AI: Fluid AI is steadfast about leveraging this disruptive technology to provide solutions focused on customer experience and decisioning products. It has inculcated digital human on a tablet to deploy at offices, stores, branches, and other outlets to maintain contactless interaction with the customers.
  5. Wellthy Therapeutics Platform: The firm has integrated clinical intelligence, behavioural science, and state-of-the-art technology to develop a platform that can provide healthcare professionals with precise patient’s data, enabling timely and effective treatment. It has devised a patient-facing app (iOS and Android), to support patients acquire their desired health goals with the help of AI-driven insights.
  6. Onward Assist: This advanced cancer prognostics startup based in Hyderabad delivers computer vision and ML-based automated diagnostics tools, treatment decision support tools, and Oncology analytics tools to support Pathologists, Histopathologists, Radiologists, and Oncologists to smoothly execute their medication process.

The graduation of these six starupsis scheduled on the demo day which will be held on the 8th of April 2021. This virtual event will be graced by the presence of personages from across the industry, starups ecosystem, investors, and other corporates. The selected startups will be showcasing their clinical solutions, problems solving innovations, and business models to the virtual audience.

By: Girish Raghavan: VP, Software Engineering, GE Healthcare

 

SenseGiz-A vision to make the world appreciably productive, safer and secure place to live in!

Advanced technologies like IoT, AI, and Big Data have played an extremely pivotal role in keeping the world digitally competent and connected. The perseverance of staying ahead of the curve kindled organizations to truly leverage the power of these ground-breaking solutions to refine the ways of conducting businesses, establishing better customer understanding, apprehend lucrative growth, and furtherance. At this age, these contemporary technologies are patently metamorphosing every industry including healthcare, manufacturing, automotive, last mile, and many more.

To help organizations and businesses understand the significance of the technology solutions and settle on the most felicitous one, to boost their efficiency and productivity, tech-enthusiast Abhishek Latthe brought into being SenseGiz- a tech-driven enterprise that focuses on building cost-effective and streamlined enterprise and industrial IoT products for sensor-based Condition Monitoring, Predictive Maintenance, Perimeter Security and real-time asset/people tracking applications, curating and combining the proprietary mesh connected hardware, cloud, analytics, and apps.

“We envisage making the world appreciably more productive, safer and secure place to live in, with access to affordable and coherent technology that is contrived and fashioned by our agile and inventive teams. Through SenseGiz we are putting forward a gamut of versatile IoT cloud and analytics solutions to add value to the lives of our customers, assisting them to improve their productivity, safety, and security. We have designed industry-based Cloud supports APIs for users who wish to build their applications on top of our back end and leave all the computations and data storage tasks to our intelligent cloud. Our far-reaching solutions range from Asset & People tracking, Cold Chain Monitoring, Perimeter Security, In-Plant Fleet Management, Predictive Maintenance,” informs Abhishek Latthe,

A NASSCOM CoE Iot & AI incubated start-up, SenseGiz’s flagship offering COIN collects condition & indoor location data which is then stored in the cloud for users to avail it when needed. This device is designed with multiple sensors and monitors temperature, humidity, motion vibration, assets, and even people in real-time. It helps users to take data-driven decision, monitor key metrics, generate reports and accurately analyse data to get actionable insights of the operations. “Through our COIN, we have created a proprietary low-powered point-to-point mesh network of tiny low-cost sensor nodes. The mesh network is based on top of Bluetooth 5, the mesh has an effective communication speed of 1 Mbps suitable for high speed and high data applications with Self-learning and self-healing capabilities. Each COIN has an effective range of 150 ft per node. The product is ready for mass-scale customer sales, thus taking the first movers’ advantage. The COIN, Gateway, and SENSEGIZ SAAS have supported many companies to maintain Social Distancing and Historical Contact Tracing too,” he states.

Conscious of the challenges organizations and hospitals are facing in maintaining social distancing and contract tracing, SenseGiz stepped forward to help them get the better of the pandemic crisis through solutions like Option A- Enterprise and Option B- PRO. “Option A (Enterprise) is suitable if customers want geo-fencing and location-based data of who is where and over-crowding alerts, and Option B (Pro) is suitable if the customer needs enforcement of social distancing and contact tracing, both the products are MADE IN INDIA,” he adds.

In the seven years of its existence, SenseGiz has come a long way. These out-of-the-box innovations have bagged outstanding recognitions including NASSCOM -Iconic Startup, NASSCOM – National level delegation to Japan, Govt of India- IoTCenter of Excellence, SAMADHAN Award by MHRD, and BCIC Emerging Star Award- 2021, and several others. “It was an astonishing journey, we have moved forward successively. At present, we have a team of 52 who bring with them dexterity of varied domains. Apart from India, we have extended our presence to the US, Japan, Spain, and South Africa as well. Our products are sold worldwide and are also deploying solutions to 40+ large customers in India and abroad, witnessing a cumulative revenue of INR 5.5 crores. SenseGiz’s Sentinel solution for social distancing and contact tracing is deployed for the bio bubble maintenance for the India-England cricket series. The bands were being used by the players and other staffs within the big bubble,” he states.

Emphasizing its experience of being a NASSCOM CoEincubated startup, Abhishek avers, “It is a massive opportunity to be associated with CoE and benefit from various connections, networks, events that it brings to a startup like ours. The experience has only been overwhelming, to say the least. We could reach out and establish business relations with a lot of corporates. The exhibitions, conclaves, business events, and varied initiatives have added a lot of value to our company’s portfolio. We thank NASSCOM CoE for the constant handholding and extended support since incubation.”

The firm has planned a bright future, aiming to devise IoT products considering the different industrial needs including energy, mobility (connected cars), and many others. “We are very determined about developing new products like High range COIN, 5G, Analytics, and will constantly looking for strategic partnership opportunities,” he concludes.

Tackling The Cancer Epidemic Using AI

In recent times, breast cancer has become the most common type of cancer affecting women worldwide accounting for 25% of all cancer cases and affected 3.5 million people in 2017-18. Early diagnosis in these cases significantly increases the chances of survival. The key challenge in cancer detection is how to classify tumours into malignant or benign. Research indicates that most experienced physicians can diagnose cancer with 79% accuracy while using artificial intelligence based diagnosis, it is possible to achieve 91% accuracy.

NASSCOM CoE-IoT & AI & Eqounix Tech Lab organised a hands-on session on 28th September 2019, 10am onwards at the CoE Gurugram center on Breast Cancer detection. This was a paid session and there were over 50 attendees, consisting of basic & advanced developers from enterprises like Sopra Steria, United Health Group, TCS, HCL, Inventum Technologies, Publicis Sapient, Globallogic etc and startups like Attentive AI, Empass, Anasakta Labs, NEbulARC, SirionLabs & Vision Networkz. Students from ICGEB/JMI, Indira Gandhi Delhi Technical University etc also participated in the session.

The session first half focussed on Wisconsin Diagnostic Cancer (WDBC) & Invasive Ductal Carcinoma (IDC) datasets insights, Visualization of Dataset, feature selection and why they are chosen and how the physical parameters are translated into a dataset. In the second part, the focus was on Feature Selection and CNN, random forest based classification of cancer as malignant or benign followed by the optimised the deployment strategy & cost estimation

WISCONSIN DIAGNOSTIC BREAST CANCER (WDBC):

The samples consist of visually assessed nuclear features of Fine Needle Aspirates (FNAs) taken from patients. Attributes 3 to 11 were used to form a 9-dimensional vector which was used to obtain a neural network to discriminate between benign and malignant samples. Cross-validation was used to project the accuracy of the diagnostic algorithm.

Field Attribute
1Sample code number
2Class: 2 for benign, 4 for malignant
3Clump Thickness
4Uniformity of Cell Size
5Uniformity of Cell Shape
6Marginal Adhesion
7Single Epithelial Cell Size
8Bare Nuclei
9Bland Chromatin
10Normal Nucleoli
11Mitoses

INVASIVE DUCTAL CARCINOMA (IDC)

Invasive Ductal Carcinoma dataset originally consisted of 162 slide images, scanned at 40x. From that, 277,524 patches of 50×50 pixels (which is converted to  32 x 32pixels to fit the model architecture)  were extracted, including, 198,738 IDC negative examples & 78,786 IDC positive examples. Each image in the dataset is labelled based on the following parameters:

  • Patient ID: 10253_idx5
  • x-coordinate of the crop: 1,351
  • y-coordinate of the crop: 1,101
  • Class label: 0 (0 indicates no IDC while 1 indicates IDC)

CNN Architecture used:

  1. Used exclusively 3×3 CONV filters, similar to VGGNet
  2. Stacked multiple 3×3 CONV filters on top of each other prior to performing max-pooling (again,

similar to VGGNet)

  1. But unlike VGGNet, used depthwise separable convolution rather than standard convolution layers
  2. Keras Sequential API is used to build CancerNet

The model achieved 86% classification accuracy, 85% sensitivity, and 85% specificity.

CODE REPOSITORY:

https://bitbucket.org/tdequonix/cancer_detect_meetup_resources/src/master/

Enter git clone and the repository URL at your command line:

git clone https://shantanugaur@bitbucket.org/tdequonix/cancer_detect_meetup_resources.git

  • build_dataset.py : Builds the dataset by splitting images into training, validation and testing sets.
  • cancernet.py : Contains CancerNet breast cancer classification CNN
  • train_model.py : Responsible for training and evaluation of Keras classification model

DATASET & PRESENTATION: 

https://drive.google.com/open?id=1kgbtXSkDhDXK1aTCb8l1GvQcOn3iTjZQ

NEXT SESSION:

The next session will be focussed on the Prognostic system. This recently put into clinical practice, is a method that predicts when the cancer is likely to recur in patients that have had their cancers excised.  This gives the physician and the patient better information with which to plan treatment and may eliminate the need for a prognostic surgical procedure. The novel feature of the predictive approach is the ability to handle cases for which cancer has not recurred as well as cases for which cancer has recurred at a specific time.

CDAC Workshop on Healthcare Data Standards, Data Privacy and Data Security

Electronic/Personal Health Records (EHR/PHR) and Hospital Information Management Systems (HIMS) are at the core of healthcare data aggregation, as innovators strive to integrate their technology solutions with the country’s existing EHR/PHR and HIMS databases.

C-DAC, an entity of MeitY, is at the helm of innovation in technology for several industries including healthcare. For the last 20+ years C-DAC has been working on Health Information Solutions covering multiple business needs prioritised by the Government.

NASSCOM CoE-IoT organized a workshop where the leadership teams from C-DAC provided an overview of the entire health-stack developed and implemented by them. Nearly 30 Startups participated in the workshop to learn about the relevance of EHR2016 standards, provisions in the draft DISHA guidelines on Data Privacy & Security and the modalities for integrating their digital solutions with C-DAC applications through API integration.

An interactive Panel Discussion was moderated by Raghuram Janapareddy, Director (Lifesciences & Healthcare), NASSCOM CoE with the panellist Mr.Vivek Khaneja Executive Director, Mr.Pavin Srivastava, Associate Director and Mr.Rajiv Yadav Associate Director. The startups clarified their doubts on Data Security/Privacy, EHR Standards and the opportunities to work with C-DAC. Later Startups made presentations about their solutions for the benefit of the C-DAC Team.

NASSCOM CoE-IoT and IIC join hands for promotion of Digital Transformation of Manufacturing Industry

Pune: The combination of advanced manufacturing process and diverse digital technologies continues to proliferate digital transformation of manufacturing enterprises in India, but at the same time it experiences setback and resistance to the adoption. The wireless communications, internet, innovative solutions, and predictive maintenance allows manufacturing industries to benefit from lower adoption costs and increased productivity and efficiency.

The ‘Digital Transformation of the Manufacturing and Heavy Industry’ conference jointly organized by NASSCOM & IIC was held on May 24, 2019 at Sheraton Grand Hotel, in Pune. The objective of the conference was to highlight the impact by creating an ecosystem of technology players, manufacturing enterprises and innovative start-ups.

Dr. Ganesh Natrajan, 5FWorld, Chairman, shared his insight about intelligent factory operations, demand forecasting, intelligent data security solutions and predictive maintenance. He discussed several case studies from Siemens on intelligent gas turbines, GE Aviation – digital twins for predictive maintenance and Jabil predictive factories. Various key factors which could influence the adoption of and define the roadmap of Industry 4.0 in the Indian manufacturing industry were discussed.

Dr. Manoj Athawe, Cummins Group, delivered the keynote session where he discussed the IoT telematics ecosystem and its future in the automotive industry. Dr. Athawe also shared his views on the smart grid battery charging stations and how it could be leveraged to promote renewable energy resources.

Dr. Kiran Bala, SKF, said that the changing employment landscape and key challenges of leadership, workforce skill gap and infrastructure imperative are being faced by every industry. She also stressed on various skills imperative – both digital and cross-functional in nature to be adopted by manufacturing firms in taking a step forward.

During the session three solution providers shared their experience with different solutions that they have deployed and how it benefited the users.

The Altizon team spoke about how they investigate defective manufacturing practices and flawed quality control in their customer operations. The team works on the cause and effect analysis using several 5S quality tools such as Ishikawa diagram to deal with process genealogy & map the complete value chain analysis.

In one of the case studies shared, Intellinet have reduced production time for many customers with the implementation of digital solutions by capturing date from different combination of sensors, PLC and serial interface. Many issues which Intellinet faced during implementation, increased involvement of foot soldiers, addressing maintenance related queries and adopting continual improvement processes to it by appointing local champions on the shop floor and operations and maintenance representative per machine type.

Entrib team identified the challenges faced by one of the automotive two-wheeler OEM. The OEM faced challenges like missing insights on quality improvement, uncontrollable utility costs and limited process monitoring and visibility. The team worked on complete digitalization of the paint shop and various operations with generation of a digital dashboard. The solution generated meaningful insight along with analysis of each process with basic predictive alerts.

The conference also featured a high powered panel discussion, consisting of speakers from both solution providers as well as solution users. Speakers included Mr. Pranab Prasad from Tata Motors, Mr. Anupam Shrivastav from Sudarshan Chemicals, Mr. Shirish Sabnis from John Deere, Mr. Rajeev Dev from Cybage, Mr. Anurag Ambedkar from Maven and Dr. Arvind Tilak from AIPL. The discussion was moderated by Mr. Sudhanshu Mittal from NASSCOM CoE-IoT.

Key items from the panel discussions were around the fact that most of the solution providers working in the area of Analytics / AI / Prediction don’t have domain knowledge when they pitch their solutions to the users and these turn into a long duration co-create projects for users. Also, the challenges in scaling from PoC to actual deployment and even identifying the right solution partners were discussed. Most of the time users don’t have the requisite technical expertise and hence face problem in being able to evaluate the solution providers pitching their solutions. The perspective that solution providers give, was that top management of users are more focused on buzzwords like AI / ML etc., without realizing that each operation is unique and hence not feasible for any solution provider to start doing predictive analysis and suggestions from the first day itself.

In addition, many a times the manufacturing companies have just basic SAP solutions being used for finance / HR work, without any clarity about the ability to handle the incoming data from the shop floor. Most of the times there is no single point of contact to discuss with, when addressing technical challenges. In general, the solution providers do not find it necessary to include the security aspects as the user usually is uninterested and is just looking for quick and inexpensive deployment. There was rigorous exchange with the audience who were interested in further exploration of thoughts from panelists regarding the addressing of the challenges and bridging the gap between the solution providers and the end users.

How Industries & Innovators Can Leverage The Power of Digital Technology in Manufacturing

NASSCOM Center of Excellence IoT has launched its flagship initiative in manufacturing titled The Forum for Manufacturing, Automation, Digital Transformation & Innovation Excellence (MADE), which will explore the intersection of innovation & technology in manufacturing and how this can aid the next wave of digital transformation.

 

At the Digital Transformation & Supply Chain- Inflection Summit & Awards 2019 held in Mumbai recently, strategies for transformation of functions in the disruptive business environment were discussed at length. Industry thought leaders representing pharma, automotive, logistics, retail, FMCG and service providers gathered to share their best practices, celebrate successful innovations and understand futuristic trends at Inflection.

 

NASSCOM CoEIoT-DSAI participated in two meetings – a Panel Discussion on Game Changing Trends in Automotive Supply Chain – Fuel to Future and the second, a closed group roundtable with industry leaders on Opportunities & Impediments to Accelerate Digital Transformation in Supply Chain Ecosystem within Indian industry, led by Jayen Desai, Lead – Digital Transformation, Industry 4.0 for NASSCOM CoEIoT-DSAI.

 

Key Inflections for the industry

The EV revolution in India is waiting to happen, and changes being witnessed at the industry and policy level indicate the next wave of environment-friendly transport. The newly-elected government is supposedly deliberating means to establish a robust EV infrastructure. The Indian EV market is poised to reach an excess of $700mn by 2025, and government schemes are expected to provide a fillip.

 

Secondary data from McKinsey, Deloitte and PwC indicate some interesting trends:

  • One in 10 cars by 2030 will be shared vehicle
  • City type will replace country/region as key parameter for sales segmentation
  • Vehicle unit sales will grow ~2% annually but will be highly customized to fleet operators
  • 15% of new cars sold in 2030 will be fully autonomous

 

During the roundtable, a conscious move from internal combustion to EV to Autonomous vehicles was recommended. Already, there is a significant change in the mindset of GenYfrom Ownership to User-ship, which exacerbates the relevance of an eco-friendly vehicle.

 

In addition to capitalising on a cost-effective and eco-friendly model, major disruptions in the future dealer model with OEMs can be expected mainly due to the expansive role played by technologies such as AI and the power of real-time data analytics. Additionally, Potential disruption in auto supply chain with wider adoption of 3D printed spare parts closer to point of use builds a stronger case for digital transformation.

 

Collaboration, Innovation and Solution Providers: An Unstoppable Combination for the Industry of the Future

The industry stands at an inflection point today. With reams of data on user preferences and climate parameters, now is the time for greater collaboration between manufacturing companies and digital technology providers. The abundance of data has also provided a bank of industry-relevant use cases, which can be leveraged with appropriate solution providers. This encourages digital transformation teams to look beyond the ecosystem.

 

The findings of this roundtable set the precedent for NASSCOM CoEIoT-DSAI’s newly- launched flagship industry-driven initiative called MADE – the Forum for Manufacturing, Automation, Digital Transformation & Innovation Excellence.

 

Key Takeaways

  1. There is significant work happening in the industry around supply chain automation and ecosystem.
  2. Most companies are taking end to end approach when it comes to industry 4.0 vs piece meal.
  3. A lot of focus right now on getting demand forecasting and last mile delivery when it comes to innovation in supply chain.
  4. Retail moving from stocking to more mass customization and just in time delivery models and this is going to be disruptive with tremendous opportunities for supply chain innovation.
  5. There are lot of opportunity within retail for having roadmaps for data integration and visualization to get maximum benefit for real time feedback.
  6. Within Pharma industry there are significant challenges in cold chain, storage, logistics, trace and track, counterfeits and this is both for domestic and international trade.   Technology adoption and working at a national platform level would be highly beneficial and again this is something the COE – IOT/AI can work with the eco-system partners.

iot india

india iot

iot in india

If you are an enterprise or startup keen to participate in MADE, contact Jayen Desai (t-jayen@mail.nasscom.in)

Make way for the new era of digital transformation in manufacturing

A Billion Dollar Market – India’s Health Insurance Market Is At A Precipice Of Change

Date

26th Feb 2019

 

Round Table

A Billion Dollar Market – India’s Health Insurance Market Is At A Precipice Of Change

 

 

Context

Health insurance is not a luxury but a necessity today. Given the propensity and range of diseases that man is prone to, having a healthcare premium is imperative. India has more than 60 insurance companies, of which nearly 40 are dedicated to health insurance.

 

There are a plethora of needs in the healthcare sector, which require insurance intervention. By 2021, health insurance is expected to reach US$3.5bn, representing growth of more than 12% annually since 2006. Moreover, the increase of non-communicable diseases (NCDs) in India such as diabetes, cardiac issues and cancers require cost-heavy intervention. A sound healthcare premium will go a long way in safeguarding citizens from skyrocketing costs.

 

Due to imminent changes in the eco-system, the sector is constantly in a state of flux. While Government spend is increasing with various schemes announced by Central and State Governments, the healthcare insurance market is challenged with process compliance, fraudulent practices, skewed claims ratio, low coverage, increased out-of-pocket expenses and policy support.

 

The healthcare insurance market is dynamic, offering myriad opportunities for innovators, investors, enterprises and policy makers. Yet, it is imperative to address existing challenges, identify high-opportunity areas and chart a roadmap for future success.

 

At the BioAsia Conference 2019 in Hyderabad, an industry roundtable led by NASSCOM Center Of Excellence IoT’s flagship healthcare initiative Lifesciences & Healthcare Innovation Forum (LHIF), where industry participants comprehensively discussed the opportunities & challenges around healthcare insurance market and role of technology and policy in easing the situation for the public.

 

Challenges

  1. Delays in claims processing is a major concern not only for the patients but also for the hospitals. Any extra day spent by the patient occupying a bed waiting for a discharge due to delays in insurance paperwork, may not result in higher returns to the hospitals.
  2. Health Insurance companies are not able to assess the risk exposure from their customers. Many of them do not disclose pre-existing ailments and no sooner they take health insurance, these customers start availing the claims. As the risk profile and historical medical records are not available for the insurers, they have no option but to offer same policy to all.
  3. Policy provisions are neither clear on the websites, nor do the customers read and understand the available terms and conditions. Many of them realize the inclusions and exclusions once they start using the claims process.
  4. Inflation in the healthcare delivery costs is steadily increasing the claims, however there is a challenge in increasing the insurance premiums. As the affordability of the premiums is reducing, it is difficult to acquire new customers. Increased competition and untenable provisions offered by some companies, is putting pressure on other companies in this space. Customers only see the cost of the premium without realizing the provisions within.
  5. There is no regulatory body, which controls the health insurance procedures at Hospitals. Some providers tend to overuse the facilities for the customers having health-insurance.
  6. Due to inadequate staff to monitor the enrolled hospitals and also due to some unscrupulous individuals, there is 15% incidence of abuse.
  7. 60-70% of the populations living in rural India. Many of them are illiterate to Health Insurance. They only know abouthealth cards issued by government and not sure the provisions there under.Despite large penetration of PM-JAY, the insurance companies are yet to see a viable financial model for them to succeed in enrolling into the Ayushman Bharat. The cost of the packages fixed by government may impede the quality of care.
  8. Though Ayushman Bharat equally emphasises on wellness, the Health Insurance companies do not see a possibility of participation in preventive health compared to curative health, mainly due to no incentives provided to them on preventive health.
  9. There is no clarity or clear guidance from either regulatory or the government on the same day procedures – Out-Patient Surgeries, that can be covered under health insurance. As a result, individuals prefer to get admitted for at least a day to claim the insurance. This increases the cost of the claim. Also, many individuals lack awareness on the same-day procedures. Though some hospitals are offering same day procedures, it is not clear if the insurance companies are accepting these claims.
  10. Smaller bills are cleared fast without necessarily checking for the potential frauds, whereas large bills need go through more diligence for validation and verification. This results in genuine customers switching the insurer due to dis-satisfaction.
  11. Non-payment of claims arises from three factors. (a) Lack of proper documentation, (b) Lack of awareness of inclusion and exclusion criteria in the policy and (c) difference in costs from the same hospitals for same procedures.

 

Opportunities

  1. A uniform platform for sharing health profile of individuals (similar to the credit profile) will really help Insurance Companies to customize the insurance products based on individuals. Those will better health profile tend to get lower premiums.
  1. Nearly 60% of the population do not have health insurance coverage, even 10% of them buying the health insurance policies, will dramatically increase the revenues for the Insurers and they may be able to provide better services.
  2. Government is increasing the focus on wellness and with the help of regulatory. We can see positive guidelines & directions in this space.
  3. Insurance companies provide health-check coupons to their customers, but only 7-8% of them are utilized. But a push in wellness from government and corporates can increase the utilization. More utilization of these coupons may result in better data for Insurance companies to customize their premiums.
  4. Hospitals and Health Insurance companies can work together to provide a better customer experience.

 

Role of Technology

  1. Technology can play a major role in prevention campaigns in local language (due to increased mobile penetration). Insurance companies are willing to push customized content through these campaigns on basic problems like nutrition, sanitation, stress and prevention measures.
  2. Technology can help Third Party Administrators (TPAs) with documentation process and the aggregate data on the ailments and the procedures. This helps in customizing the offerings and speeding up the claims process.
  3. A well implemented EHR/PMR Systems at Government and Private Hospitals can provide a lot of insights for both the insurers and hospitals. PMR data can help in understanding the customer well before offering a suitable insurance product.
  4. Integration of Hospital Billing systems to TPA claims processing system can ease out on the time for processing a claim. Technology can also help in discharge process automation within Hospital environment to reduce the time for discharging a patient.
  5. AI can play a significant role in fraud detection process and disease predictions.
  6. Affordable wearables can help monitor the customers data by the Insurers and their empanelled doctors and provide timely advise on preventive health.
  7. Insurance companies can work with telemedicine platform providers to engage with their customer to reduce the hospitalization through early interventions.
  8. There is an increased opportunity for Health Insurers to engage with Healthcare Startups.
  9. Managing NCDs is a biggest opportunity towards wellness and preventing potential complications arising out of NCDs. Use of technology in engaging with the customers on managing NCDs will help the Insurers in avoiding future hospitalization.

 

Better pricing, continuous engagement with the customer and preventive measuresto help the health insurance sector can boost the sector’s organic and robust growth.

 

Participants

 

Ashish Gupta Chief Executive Officer DocPrime
Amit Chhabra Head of Health Insurance Policybazaar.com
Layak Singh Founder & CEO Artivatic Data Labs
G.Bharati CEO Family Health Plan Limited
Anurag Rastogi Chief Actuary & Chief Underwriting Officer HDFC Ergo

 

Dinesh Pillaipakkamnatt Co-founder Sine Flex Solutions
Rani SudhakarRanipeta Senior Vice President & Branch Head Global Insurance Brokers
Rajeev Chourey Vice President – Quality & Operations Care Hospitals
Dr.LilySaleem Chief Operating Officer The Deccan Hospital
Ms.Seema Gaur Head – Telangana Corporate Office United India Insurance
Yesudas   United India Insurance
Raghuram Janapareddy Director – Lifesciences & Healthcare NASSCOM  (Moderator)

 

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