437
AV#mysore #women #diagnostics #health
@aveenumashankar
#Atrix Diagnostics
شاهد فيديو ريلز عن Atrix Diagnostics من أشخاص حول العالم.
شاهد بشكل مجهول دون تسجيل الدخول.
عمليات بحث ذات صلة
ريلز رائجة
(12)
827
KAA 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
@kagbeogbugo
2.0M
JAThis 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!
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@jason_tartick
306.9K
SAMedical 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
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Let me know if you ever benefit from this information in the comment section
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@satirical_citizen
17.5K
BANot *just* a button pusher 👍🏻
Where are my other Rad Techs at?? What roles would you add to this list??
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13.4K
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1.5K
_SA CT scanner is not a “big scary machine.”
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57.7K
DRدستگاه 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
@dr.masoudkiani
✨ دليل اكتشاف #Atrix Diagnostics
يستضيف انستقرام thousands of منشور تحت #Atrix Diagnostics، مما يخلق واحدة من أكثر النظم البصرية حيوية على المنصة.
اكتشف أحدث محتوى #Atrix Diagnostics بدون تسجيل الدخول. أكثر الريلز إثارة للإعجاب تحت هذا الهاشتاق، خاصة من @jason_tartick, @whatsupfaridabad_ and @satirical_citizen، تحظى باهتمام واسع. شاهدها بجودة عالية وحملها على جهازك.
ما هو الترند في #Atrix Diagnostics؟ أكثر مقاطع فيديو Reels مشاهدة والمحتوى الفيروسي معروضة أعلاه.
الفئات الشعبية
📹 اتجاهات الفيديو: اكتشف أحدث Reels والفيديوهات الفيروسية
📈 استراتيجية الهاشتاق: استكشف خيارات الهاشتاق الرائجة لمحتواك
🌟 صناع المحتوى المميزون: @jason_tartick, @whatsupfaridabad_, @satirical_citizen وآخرون يقودون المجتمع
الأسئلة الشائعة حول #Atrix Diagnostics
مع Pictame، يمكنك تصفح جميع ريلز وفيديوهات #Atrix Diagnostics دون تسجيل الدخول إلى انستقرام. لا حساب مطلوب ونشاطك يبقى خاصاً.
تحليل الأداء
تحليل 12 ريلز
💡 المنشورات الأفضل تحصل على متوسط 783.9K مشاهدة (3.0× فوق المتوسط)
انشر بانتظام 3-5 مرات/أسبوع في الأوقات النشطة
نصائح إنشاء المحتوى والاستراتيجية
💡 المحتوى الأفضل يحصل على أكثر من 10K مشاهدة - ركز على أول 3 ثوانٍ
✍️ التعليقات التفصيلية مع القصة تعمل بشكل جيد - متوسط الطول 723 حرف
✨ العديد من المبدعين الموثقين نشطون (25%) - ادرس أسلوب محتواهم
📹 مقاطع الفيديو العمودية عالية الجودة (9:16) تعمل بشكل أفضل لـ #Atrix Diagnostics - استخدم إضاءة جيدة وصوت واضح
عمليات البحث الشائعة المتعلقة بـ #Atrix Diagnostics
🎬لمحبي الفيديو
Atrix Diagnostics Reelsمشاهدة فيديوهات Atrix Diagnostics
📈للباحثين عن الاستراتيجية
Atrix Diagnostics هاشتاقات رائجةأفضل Atrix Diagnostics هاشتاقات
🌟استكشف المزيد
استكشف Atrix Diagnostics#diagnostics#atrix#diagnostic#diagnost