Healthcare

Saudi Arabia built the world's largest virtual hospital, and we haven't even heard of it. It connects 224 hospitals and treats 400,000 patients a year without a single physical bed. It's called Seha Virtual Hospital in Riyadh, and it just earned a Guinness World Record for being the largest virtual healthcare provider in the world. But how can a hospital be “virtual”? How does it work? → Imagine you live in a small town with only a basic local hospital. → It has doctors and equipment. But if you need a cardiologist or neurologist, you travel 6+ to a bigger city. In urgent situations, people lose lives. → With Seha, specialists treat you remotely through your local hospital - reviewing scans, diagnosing conditions, prescribing treatment - while local staff execute it. That's the model. Specialist expertise delivered through existing hospitals. And here's what makes it work: ▶️ AI prioritizes urgent cases - analyzes CT scans and imaging to rank who needs immediate intervention ▶️ IoT monitors patients remotely - heart failure patients wear devices that alert doctors before hospitalization is needed ▶️ Integrated health records - manages prescriptions and reports across all 224 hospitals in real-time The results? - ICU patients now stay an average of 4 days instead of weeks.  - Stroke patients get CT scans within 25 minutes of arrival. - Treatment starts in 28 minutes.  - Radiology reports in 2 hours. This isn't telemedicine where you video-call a doctor from home. This is expertise delivered through your local hospital without the specialist being physically there. It proves you don't need cardiologists and neurologists in every town. You just need good internet and hospitals willing to collaborate. Do you think virtual hospitals could solve specialist shortages in rural areas? #Entrepreneurship #healthtech #innovation

Polling vs Webhooks As systems grow more complex, choosing the right update strategy becomes crucial. Let me break down the two primary approaches that define real-time data synchronization: Polling: The Traditional Approach • Client periodically requests updates • Predictable but resource-intensive • Full control over request timing • Higher latency, higher costs at scale Webhooks: The Modern Push System • Server notifies client of changes • Event-driven and efficient • Near real-time updates • Better resource utilization Concrete Implementation Examples: Polling Works Best For: 1. Payment status checks 2. Order tracking systems 3. Basic monitoring tools 4. MVP implementations 5. Systems with predictable update patterns Webhooks Excel In: 1. Payment processing (PayPal) 2. Repository events (GitHub) 3. CRM integrations (Salesforce) 4. E-commerce inventory updates 5. Real-time messaging systems Key Decision Factors: - Update frequency requirements - Infrastructure complexity tolerance - Development team expertise - System scalability needs - Budget constraints Currently implementing these in production? Both approaches have their place. The key is matching the solution to your specific requirements rather than following trends.

Insurance Fraud For over last 15 years, I have been highlighting two aspects of Insurance Fraud 1. Fraudulent activities are getting more organized year on year 2. Next decade or so will see more fraud in Critical Illness and Personal Accident/ disability The case below is a live example of both: The appended ECG surfaced as evidence of heart attack in a critical illness claim of first heart attack - in 3 different claims. This ECG was, allegedly, taken in 3 different hospitals on 3 different patients in 3 different districts of two states. Why is it the same ECG? One may counter the allegation that 2 different persons can have the same ECG. Answer to this: - The flat line in V5 (highlighted with a box) is an artifact due to machine error and accepting that 3 different machines will have same artifact is ignoring the fraud (known as leakage in an organization) - Two independent, senior cardiologists have opined that these three ECGs belong to the same person. An ECG is akin to one's finger prints - no two persons can have EXACT same ECGs. Fortunately (unfortunately for the fraudsters) these attempts were made on the same insurer, hence were identified. In our 20 year+ journey in risk management, we have come across same ECG and same TMT being used for different proposals at policy inception stage but 3 cases, 3 districts, 3 hospitals - is first even for us. Insurers have to be more vigilant for critical illness and personal accident claims. Sanjiv Dwivedi Bhaskar Nerurkar Sweetie Salve Rajat Goyal Namrata Jain (Kumar) Manish Dodeja Priya Deshmukh-Gilbile Siddhartha Kansal Dr Sushma Jaiswal Dr Satish Kanojia Imtiaz Shaikh Preeti Desai Vishal Dubhashi #insurancefraud #organisedfraud #criticalillness #fraud management

𝗛𝗲𝗮𝗹𝘁𝗵𝗶𝗲𝗿 𝗖𝗶𝘁𝗶𝗲𝘀 𝗮𝗻𝗱 𝗖𝗼𝗺𝗺𝘂𝗻𝗶𝘁𝗶𝗲𝘀 𝗧𝗵𝗿𝗼𝘂𝗴𝗵 𝗣𝘂𝗯𝗹𝗶𝗰 𝗦𝗽𝗮𝗰𝗲𝘀 A guidance paper by UN-Habitat (United Nations Human Settlements Programme) Key messages: 🌳 Green and open public spaces are essential for urban health and well-being. They encourage physical activity, mental wellness, social interactions, and community engagement while reducing air pollution and enhancing quality of life. 💰 Investing in public spaces, especially urban parks, brings economic benefits by lowering healthcare costs. Healthier lifestyles, reduced stress, and better air quality lead to financial savings and economic resilience. Well-integrated public spaces also help address spatial and health inequalities. ⚖️ Equitable access to public spaces ensures all residents, regardless of socioeconomic status, can enjoy recreational and green areas, which are crucial for physical and mental health. 🤝 Public spaces foster social cohesion by providing opportunities for social interactions, cultural events, and community activities. This strengthens social bonds, reduces isolation, and improves mental well-being. 🛝 Inclusive and multi-functional design is key. Spaces that cater to different age groups and activities—such as playgrounds, outdoor gyms, and relaxation areas—support active, healthy lifestyles and diverse community needs. [Link in the comments]

Hospitals are healing patients faster with 30-year-old Australian technology. Most healthcare facilities still operate in the dark. SolarTube skylights channel natural sunlight through reflective tubes directly into patient rooms and treatment areas. No electricity needed. Just free healing light all day. The healthcare transformation numbers: ↳ Faster patient recovery rates documented ↳ 15% staff productivity increase ↳ Reduced eye strain for medical professionals ↳ Lower patient anxiety during procedures Think about that. Tigoni Medical Center in Kenya installed SolarTubes in their COVID-19 facility. Healthcare workers reported less fatigue, increased alertness during long shifts. Patients showed dramatically improved morale and energy levels. At Rogaska Medical Center, natural daylight flooded clinics without unwanted heat. Staff comfort improved. Patient outcomes followed. Italian dental offices meeting occupational daylight standards found something unexpected: patients felt less anxious. Procedures became more comfortable. Natural light calmed nerves that fluorescent bulbs couldn't. Traditional Healthcare Lighting: ↳ Fluorescent tubes causing eye strain ↳ High electricity costs ↳ Artificial environments ↳ Staff fatigue increases SolarTube Healthcare Reality: ↳ Natural light reduces stress hormones ↳ Serotonin production increases ↳ Circadian rhythms regulate properly ↳ Recovery accelerates naturally But here's what stopped me cold: We're medicating depression while keeping people in artificial light. Jim Rillie invented this solution in the 1980s. Launched Solatube International in 1991. Now 2 million units worldwide bring natural light indoors. Healthcare facilities that adopt it see measurable improvements. Staff wellness increases. Patient satisfaction scores rise. Recovery times shorten. The Multiplication Effect: 1 hospital = hundreds healing faster 100 facilities = thousands of staff energised 1,000 installations = healthcare transformed At scale = medicine working with nature VCC in the UK experienced enhanced well-being building-wide. Staff and patients reported feeling calmer, healthier, happier. Simply from abundant daylight. We're not just installing skylights. We're installing wellness. One beam of natural light at a time. Follow me, Dr. Martha Boeckenfeld for innovations that heal environments and people. ♻️ Share if you believe healthcare should harness nature's healing power.

Meet IAS officer Dibyajyoti Parida, who makes pregnancy safer for rural women with free ultrasounds. When Dibyajyoti took charge as District Collector of Ganjam in Odisha, he discovered a glaring healthcare gap 👇 Pregnant women in rural villages had little to no access to essential ultrasound scans. Most diagnostic facilities were concentrated in cities, forcing women to travel up to 75 km for a simple scan. For women like Jhili Rout, who once had to borrow money for an ultrasound, pregnancy came with financial and emotional stress. This changed with Nirikhyana - a free ultrasound initiative launched under Dibyajyoti’s leadership. - 42 government and private clinics now provide up to three free ultrasounds for pregnant women. - A mobile app was developed to track pregnancies in real-time and flag high-risk cases early. - Rural women no longer see ultrasounds as a privilege of the rich—it’s their right to safe motherhood. The results? - Neonatal deaths reduced by 50% in just two years. - Maternal mortality rate dropped from 97 to 69 (2021-24). - High-risk pregnancy detection jumped from 4% to 25%, enabling timely interventions. But Dibyajyoti’s vision doesn’t stop here. The next phase of Nirikhyana involves AI-powered risk detection to identify complications early and save even more lives. By ensuring every pregnant woman gets the care she deserves, this IAS officer is proving that real change begins at the grassroots. More officers like him, and maternal healthcare in India will never be the same again. Have you seen similar stories of government-led innovation making a difference?

What if one of healthcare’s most persistent problems was solved not in a lab… but in a high school classroom? A few years ago, a 17-year-old student quietly challenged something the medical world has struggled with for decades: how to detect wound infections early - without expensive technology. In 2021, Iowa high school student Dasia Taylor asked a simple but powerful question: What if the solution already exists in nature? Her answer was extraordinary. She developed surgical stitches coated with beetroot extract - a natural pH indicator. The idea is beautifully simple and deeply human. When a wound is healthy, the stitches stay bright red. But when infection begins and pH levels rise, they shift to dark purple. No machines. No complex systems. Just a visible signal that could help save lives. What makes this even more powerful is not just the innovation - but the intention behind it. She designed it for hospitals where resources are limited. Where advanced monitoring tools are not available. Where early detection can make the difference between recovery and crisis. Accessibility. Simplicity. Impact. That’s healthcare innovation at its purest form. Her work was recognized as a Top 40 finalist in the Regeneron Science Talent Search, she received the Seaborg Award, and has already filed for a patent. But beyond the awards, there is a deeper message here. Sometimes the future of healthcare does not come from more complexity. It comes from seeing differently. From asking better questions. From challenging assumptions. From refusing to accept that “this is just how it’s done.” As someone working in global healthcare and consumer health, I find stories like this incredibly grounding. They remind us: Innovation is not defined by age, title, or infrastructure. It is defined by curiosity applied to real human problems. And sometimes, the most powerful breakthroughs are also the simplest. ⸻ What if the next big shift in healthcare is already being imagined - not in boardrooms, but in classrooms we are not yet watching closely enough? I would love to hear your thoughts. #healthcare #innovation #medtech #health #futureofhealthcare #AI #healthtech #leadership #digitalhealth #accessibility #inspiration

Why Every Mechanical Engineer in Oil & Gas Must Master Them In the oil & gas industry, rotating equipment is not just machinery — it is the heartbeat of production, safety, and reliability. Pumps, compressors, turbines, and auxiliary systems operate continuously under extreme pressures, temperatures, and corrosive environments. This is where API Standards become essential. The American Petroleum Institute (API) standards are not “guidelines to read later” — they are engineering languages that define how equipment is designed, manufactured, installed, operated, and maintained. 🔧 Why API Standards Matter Ensure equipment reliability and availability Reduce unplanned shutdowns Improve process safety Standardize best practices across global oil & gas operations Protect people, assets, and the environment 🔹 Core API Standards for Rotating Equipment Professionals 🟦 Pumps API 610 – Centrifugal Pumps The backbone standard for refinery and petrochemical pumps. Covers hydraulic design, materials, bearings, seals, testing, and reliability expectations. API 674 / 675 / 676 – Positive Displacement Pumps Essential for reciprocating, controlled-volume, and rotary pumps used in chemical injection, dosing, and high-pressure services. API 682 – Mechanical Seals One of the most critical standards for pump reliability, seal plans, and leakage prevention. API RP 691 – Risk-Based Machinery Management A powerful approach to prioritizing maintenance based on risk rather than time alone. 🟦 Compressors API 617 – Axial & Centrifugal Compressors Widely used in gas processing and LNG facilities. API 618 – Reciprocating Compressors Covers design, pulsation control, and vibration — vital for long-term reliability. API 619 – Rotary-Type Positive Displacement Compressors API 672 – Packaged Integrally Geared Compressors API 692 – Dry Gas Sealing Systems Critical for compressor sealing integrity and emissions control. 🟦 Installation, Reliability & Maintenance API RP 686 – Machinery Installation & Installation Design One of the most underrated but most powerful standards. Poor installation = guaranteed failure. API RP 687 – Repair of Rotating Equipment Ensures repairs restore equipment to original or improved condition. API 684 – Rotor Dynamics & Balancing API 688 – Pulsation & Vibration Control API RP 697 – Pump Repair A must-read for maintenance and workshop engineers. API standards don’t just tell you what the equipment is — they teach you how to think like a reliability engineer. 🎯 Final Thought If you are a mechanical engineer, technician, maintenance supervisor, or reliability engineer in oil & gas: 📌 Studying API standards is not optional 📌 Understanding them is a career accelerator 📌 Applying them on-site is what separates average engineers from trusted experts Rotating equipment excellence starts with knowledge, grows with discipline, and is sustained by API standards.

15 activities to test mobile accessibility In the last 15 years, the internet has gone mobile. Every major platform — from news to shopping to social media — has invested in sleek mobile versions because that’s where people spend their time. 📊 In fact, more than 60% of web traffic now comes from mobile devices (the source: https://lnkd.in/eeSrdHx4) We optimized for speed, performance, and design. But there’s one area where many mobile experiences still fall short: accessibility. And yet, mobile accessibility isn’t a niche concern. It affects everyone — whether you’re navigating with one hand while holding a coffee, trying to read in bright sunlight, or relying on a screen reader every single day. The good news is that you don’t need special tools to understand these challenges: your phone is already the perfect testing lab. That’s why I put together 15 quick activities to test mobile accessibility. Each one reveals how real people experience barriers and how small design choices can make a huge difference. Try these activities: 1. Turn on VoiceOver (iOS) or TalkBack (Android) → Navigate your favorite app. Every unlabeled button or image will suddenly become invisible. Study: Screen Reader User Survey 9 – WebAIM shows that over 70% of users rely on mobile screen readers daily (the study: https://lnkd.in/e9JeHsMx). 2. Increase text size to maximum in settings → Does your layout adjust gracefully? Do words overlap and buttons disappear? WCAG criterion: 1.4.4 Resize text (the link: https://lnkd.in/eDaYZ8wS) 3. Test color contrast outdoors → Step into bright sunlight. Can you still read the buttons? Fact: poor contrast is one of the most common accessibility issues 4. Switch your phone to grayscale → Do instructions still make sense without color cues (“Click the green button” won’t work). Study by WHO: around 300 million people worldwide have some form of color vision deficiency (the study: https://lnkd.in/eD9PkQk7) 5. Try captions on videos → Turn sound off. Are captions accurate, synced, and complete? Fact: 80% of caption users are not deaf or hard of hearing 6. Enable Dark Mode → Is content still clear, or do logos/icons disappear into the background? 7. Try high-contrast mode (Android) or Smart Invert (iOS) → Does the app break visually? 8. Test with one hand only → Can you still reach all main actions (especially on large phones)? 9. Rotate the phone (portrait ↔ landscape) → Does the app adapt, or do important features vanish? 10. Check hit targets → Can you tap small buttons without misclicking? WCAG requires minimum 44×44px target size (the link: https://lnkd.in/eNuZidir) Accessibility on mobile isn’t about edge cases, it’s about real-world design for real-world humans. #WebAccessibility #Inclusion #a11y #MobileAccessibility #WCAG

Your board wants 20% growth next year. Your team hears that number and their souls leave their bodies. 20%??? After they just killed themselves to hit this year's number? Todd Caponi , during this past week's Revenue Manager Lab at Sales Assembly, broke down a formula that should hopefully result in folks who are faced with goals like this exhaling a huge sigh of relief. The Results Formula: Revenue = (Qualified Opportunities × Deal Size × Win Rate) ÷ Cycle Length. Now here's where it gets interesting. Improve each metric by just 5%: - 5% more qualified opportunities (literally one more per rep). - 5% higher deal sizes ($2K on a $40K deal). - 5% better win rate (win one more deal you'd normally lose). - 5% faster cycle time (close 3 days faster). Result: 22% revenue growth. Don't believe Todd? Run it through whatever spreadsheet you want. Change the variables. Use different baseline numbers. ALWAYS comes out to 22%. Try 10% improvements across all four? You get 46% growth. But here's a mistake many leaders make: They pick one metric and try to double it. "We need MORE PIPELINE!" So they hire more SDRs, blast more emails, book more meetings. Pipeline goes up 50%. Revenue goes up 8%. Why? Because they flooded the zone with bullshit opportunities that destroyed their win rate and extended their cycle time. The magic is in the compound effect of tiny optimizations. A 5% improvement is nothing: - One better discovery call per month. - One less discount given. - One deal closed three days faster. - One bigger upsell identified. Stack those improvements. Compound them. Watch what happens. Your team doesn't need to raise their hand another foot higher. They need to raise it one inch higher in four places. Stop asking for heroics. Start asking for tweaks. The math is undefeated.