#Atrix Diagnostics

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#Atrix Diagnostics Reel by @kagbeogbugo - A health tech startup paid me a huge sum of amount to figure out why their AI kept failing. I found the problem in 2 hours.
They built a model to pred
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@kagbeogbugo
A health tech startup paid me a huge sum of amount to figure out why their AI kept failing. I found the problem in 2 hours. They built a model to predict diabetic ketoacidosis from lab data. Training accuracy: 87% ✓ Production accuracy: 53% ❌ Worse than flipping a coin. Here’s what I found: THE SETUP: ∙ 60K lab results from MIMIC dataset ∙ Filtered for diabetes patients ∙ Trained standard ML model ∙ Everything by the book THE PROBLEM: I asked one question: “What percentage of the ‘abnormal’ potassium values were ACTUALLY abnormal?” 42% of “critically high” potassium? The patient’s level had been normal 6 hours earlier. That’s not biology. That’s hemolysis—when red blood cells rupture in the sample tube. THE CONTAMINATION: I found FIVE categories of garbage in their training data: • 42% - Hemolyzed samples (false high potassium) • 18% - Lipemic samples (false low glucose)• 12% - Biotin interference (false thyroid results) • 15% - Wrong collection times (invalid trends) • 13% - Reference ranges coded backwards 38% of their training labels were WRONG. They weren’t training on disease patterns. They were training on lab artifacts. THE FIX: We added pre-analytical filters: ✓ Delta checks (flag impossible changes) ✓ Hemolysis exclusions ✓ Medication interference checks ✓ Analyzer-specific reference ranges Dataset shrunk from 60K → 40K samples. But production accuracy? 53% → 91% THE OUTCOME: The startup is now raising Series A on those numbers. They didn’t need better algorithms. They didn’t need more data. They needed someone who understood that lab data isn’t just numbers—every value has a story. Collection time. Sample quality. Instrument calibration. Interfering substances. Ignore those, and you’re training on noise. My advice: Before you train ANY model on lab data, hire someone who’s actually worked in a laboratory. Have them audit for clinical reality, not statistical outliers. That $15K audit saved millions in wasted development—and possibly prevented catastrophic patient harm. 💬 Data scientists: Have you audited YOUR training data for domain-specific artifacts? 👇 #HealthTech #MachineLearning #DataScience #AIinHealthcare #medicalai
#Atrix Diagnostics Reel by @jason_tartick (verified account) - This comprehensive full-body preventive scan is transforming lives and redefining health outcomes. Here are my personal results, the costs involved, a
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@jason_tartick
This comprehensive full-body preventive scan is transforming lives and redefining health outcomes. Here are my personal results, the costs involved, and some of the broader implications for proactive healthcare. It’s frustrating that our system is not designed to prioritize prevention, but maybe innovations like this signal a shift in the right direction. From a finance perspective I also discovered that you can use your HSA/FSA to cover the expenses! . . . prenuvo.com/JasonTartick
#Atrix Diagnostics Reel by @satirical_citizen (verified account) - Medical Industry in India has become a business where many diagnostic centres take advantage of the helplessness of the patient to get the report at o
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@satirical_citizen
Medical Industry in India has become a business where many diagnostic centres take advantage of the helplessness of the patient to get the report at odd hours! There are quite a few diagnostics in India, which still hold up providing diagnostic service at lower cost naming them here @aarthiscanlabs @chaitanyadiagnostic @tapadiadiagnostics Let me know if you ever benefit from this information in the comment section #medical #diagnosis #diagnostics #medicine #education #awareness #medicalawareness
#Atrix Diagnostics Reel by @basiaismyname (verified account) - Not *just* a button pusher 👍🏻 

Where are my other Rad Techs at?? What roles would you add to this list?? 

#XrayTechLife #MedicalImaging #Radiologi
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@basiaismyname
Not *just* a button pusher 👍🏻 Where are my other Rad Techs at?? What roles would you add to this list?? #XrayTechLife #MedicalImaging #RadiologicTechnologist #HealthcareProfessionals #MedLife #WomenInMedicine #alliedhealthheroes
#Atrix Diagnostics Reel by @brrdiagnostics - Don't ignore hidden pain.
Get clarity with Advanced Digital X-Ray at BRR Diagnostics.
Accurate results. Faster reports. Trusted care.

#BRRDiagnostics
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@brrdiagnostics
Don’t ignore hidden pain. Get clarity with Advanced Digital X-Ray at BRR Diagnostics. Accurate results. Faster reports. Trusted care. #BRRDiagnostics #DigitalXray #AccurateCare #HealthCheck #DiagnosticCenter
#Atrix Diagnostics Reel by @whatsupfaridabad_ - Lowest price in faridabad at Aarthi labs in NIT-5
Location - Aarthi labs, NIT-5
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#aartilabs #MRI #healthcheckup #xray #bloodtest #hospital #far
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@whatsupfaridabad_
Lowest price in faridabad at Aarthi labs in NIT-5 Location - Aarthi labs, NIT-5 . . . , #aartilabs #MRI #healthcheckup #xray #bloodtest #hospital #faridabad #trending #faridabadnews . . . [Aarti Pharmalabs (formerly Aarti Industries’ pharmaceutical division) is a manufacturer of Active Pharmaceutical Ingredients (APIs), pharmaceutical intermediates, and New Chemical Entities (NCEs). They also provide CDMO (Contract Development and Manufacturing Organization) services for drug substance development and manufacturing. Additionally, they are known for xanthine derivatives and have a strong presence in generic APIs and intermediates]
#Atrix Diagnostics Reel by @mymed_diagnostic - Στο @mymed_diagnostic προσφέρουμε ολοκληρωμένες ακτινογραφικές εξετάσεις με εξοπλισμό νέας γενιάς.
Η προηγμένη ψηφιακή τεχνολογία εξασφαλίζει εικόνες
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@mymed_diagnostic
Στο @mymed_diagnostic προσφέρουμε ολοκληρωμένες ακτινογραφικές εξετάσεις με εξοπλισμό νέας γενιάς. Η προηγμένη ψηφιακή τεχνολογία εξασφαλίζει εικόνες υψηλής ευκρίνειας με χαμηλότερη ακτινοβολία, προσφέροντας ακρίβεια στη διάγνωση και μέγιστη ασφάλεια για τον εξεταζόμενο. Η υγεία σου είναι για εμάς προτεραιότητα, με αξιοπιστία, τεχνογνωσία και υπεύθυνη φροντίδα σε κάθε εξέταση. 📍 Δεκέλειας 97, Αχαρνές 📞 210 2403111 | 698 300 3504
#Atrix Diagnostics Reel by @junaid__bhat1 - 🏥 RADIOCARE IMAGING & DIAGNOSTIC CENTRE

Multi-Speciality Imaging & Diagnostic Centre

🩺 CONSULTANT SPECIALISTS

*Gastroenterology*
Dr. Wasim Javid
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@junaid__bhat1
🏥 RADIOCARE IMAGING & DIAGNOSTIC CENTRE Multi-Speciality Imaging & Diagnostic Centre 🩺 CONSULTANT SPECIALISTS *Gastroenterology* Dr. Wasim Javid MBBS, MD (Internal Medicine) DrNB (Gastroenterology) GMC Srinagar *Gynaecology & Obstetrics* Dr. Sheikh Mustafa MBBS, MD (Obstetrics & Gynaecology) Former Associate Professor, GMC Srinagar Fellowship in Reproductive Health & Research (Geneva, Switzerland) Laparoscopy & Hysteroscopy Expert Paediatrics* Dr. Adil Ramzan MBBS, MD GMC Srinagar Ex-Registrar, SKIMS Soura Consultant Paediatrician *Orthopaedics* Dr. Shahan Malik MBBS, MS (Orthopaedics) GMC Srinagar Bone & Joint Specialist *Psychiatry* Dr. Peer Nowfeena Nizam MBBS, GMC Srinagar MD (Neuropsychiatry) SKIMS Medical College Radiologists available for USG on different days. 🧪 AVAILABLE FACILITIES USG • DEXA Scan • Digital X-Ray • ECG • Pharmacy 📍 CONTACT DETAILS 📞 80826 41411 📍 NOWPORA, BANDIPORA — NEAR BOARD OFFICE
#Atrix Diagnostics Reel by @scantechindia - 🚗🔧 Advanced Diagnostics with Powerful Updates & Future-Ready Technology

Upgrade your workshop with the intelligent and professional Thinktool Exper
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@scantechindia
🚗🔧 Advanced Diagnostics with Powerful Updates & Future-Ready Technology Upgrade your workshop with the intelligent and professional Thinktool Expert 399 – designed for modern garages that demand accuracy, speed, and complete vehicle control. This OE-level diagnostic tool is built to handle today’s complex automotive systems with precision. From basic fault scanning to advanced ECU coding and programming support, ThinkTool Expert 399 delivers unmatched performance. ⚙ Complete Diagnostic Coverage: ✔ Full System Scan – Engine, ABS, SRS, Transmission, BCM, HVAC & more ✔ Advanced ECU Coding & Adaptation ✔ Bi-Directional Control (Active Tests) ✔ Auto VIN & Smart Auto Scan ✔ Live Data Graphing & Comparison ✔ Detailed Fault Code Analysis with Repair Support ✔ Online Programming (Selected Models) 🛠 30+ Special Maintenance Functions: • Oil Reset • EPB Reset • DPF Regeneration • Injector Coding • Throttle Adaptation • Steering Angle Calibration • BMS Reset • TPMS Reset • ABS Bleeding • Gearbox Matching • And many more… 🔄 Regular Software Updates Included ✔ Frequent Online Updates for Latest Vehicle Models ✔ Coverage for New Asian, European & American Cars ✔ Continuous Function Improvements ✔ Expanded System Support ✔ Enhanced Stability & Performance Stay ahead of the competition with up-to-date vehicle data and the latest diagnostic technology. No outdated systems — only powerful, future-ready performance for your garage. 💼 Increase workshop efficiency 🚀 Diagnose faster, repair smarter 🔍 Deliver professional results every time 📍 ScanTech India 📞 9099000166 #scantechindia #thinkcar #carscanner #thinkcarindia ##thinkcar
#Atrix Diagnostics Reel by @_shxlom - A CT scanner is not a "big scary machine."
It's one of the fastest diagnostic tools in modern emergency medicine.

From head injuries to internal blee
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@_shxlom
A CT scanner is not a “big scary machine.” It’s one of the fastest diagnostic tools in modern emergency medicine. From head injuries to internal bleeding, speed matters. And this machine delivers it. #radiography #radiology #hospital #medicalimaging #ctscan
#Atrix Diagnostics Reel by @dr.masoudkiani - دستگاه XRF پرتابل یک ابزار تحلیلی است که از تکنولوژی اشعه ایکس فلورسانس (X-Ray Fluorescence) برای تعیین ترکیب عنصری مواد استفاده می‌کند. این دستگاه‌ها
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@dr.masoudkiani
دستگاه XRF پرتابل یک ابزار تحلیلی است که از تکنولوژی اشعه ایکس فلورسانس (X-Ray Fluorescence) برای تعیین ترکیب عنصری مواد استفاده می‌کند. این دستگاه‌ها به دلیل قابل حمل بودن، امکان تجزیه و تحلیل مواد در محل و بدون نیاز به نمونه‌برداری و انتقال به آزمایشگاه را فراهم می‌کنند.دستگاه XRF پرتابل می‌تواند حضور و مقدار عناصر مختلف در یک نمونه را تعیین کند.این دستگاه‌ها با استفاده از اشعه ایکس، بدون آسیب رساندن به نمونه، آنالیز را انجام می‌دهند. نحوه کار: دستگاه XRF با استفاده از یک منبع اشعه ایکس، نمونه را بمباران می‌کند. هنگامی که اشعه ایکس به نمونه برخورد می‌کند، اتم‌های موجود در نمونه برانگیخته می‌شوند و شروع به انتشار پرتوهای فلورسانس (X-ray Fluorescence) می‌کنند. این پرتوهای فلورسانس توسط یک آشکارساز در دستگاه جمع‌آوری و تحلیل می‌شوند. با تحلیل انرژی و شدت این پرتوها، نوع و مقدار عناصر موجود در نمونه مشخص می‌شود. به دلیل طراحی پرتابل، این دستگاه‌ها به راحتی قابل حمل هستند و می‌توانند دستگاه XRF پرتابل و دستی به طور گسترده ای در معادن الیاژ فلزات بازیافت زباله waste recycling، ارزیابی زیست محیطی انطباق با ROHS، ایمنی محصول مصرف کننده مواد فلزی ، جواهرات, کاتالیست سنجی و ... استفاده می شود

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