437
AV#mysore #women #diagnostics #health
@aveenumashankar
#Atrix Diagnostics
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(12)
825
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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prenuvo.com/JasonTartick
@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
@aarthiscanlabs
@chaitanyadiagnostic
@tapadiadiagnostics
Let me know if you ever benefit from this information in the comment section
#medical #diagnosis #diagnostics #medicine #education #awareness #medicalawareness
@satirical_citizen
17.5K
BANot *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
@basiaismyname
422
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@brrdiagnostics
730.0K
WHLowest price in faridabad at Aarthi labs in NIT-5
Location - Aarthi labs, NIT-5
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[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]
@whatsupfaridabad_
13.4K
MYΣτο @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
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@mymed_diagnostic
7.3K
JU🏥 RADIOCARE IMAGING & DIAGNOSTIC CENTRE
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Dr. Wasim Javid
MBBS, MD (Internal Medicine)
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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
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Dr. Shahan Malik
MBBS, MS (Orthopaedics)
GMC Srinagar
Bone & Joint Specialist
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Dr. Peer Nowfeena Nizam
MBBS, GMC Srinagar
MD (Neuropsychiatry)
SKIMS Medical College
Radiologists available for USG on different days.
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@junaid__bhat1
800
SC🚗🔧 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.
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@scantechindia
1.5K
_SA 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
@_shxlom
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
✨ Guía de Descubrimiento #Atrix Diagnostics
Instagram aloja thousands of publicaciones bajo #Atrix Diagnostics, creando uno de los ecosistemas visuales más vibrantes de la plataforma.
#Atrix Diagnostics es una de las tendencias más populares en Instagram ahora mismo. Con más de thousands of publicaciones en esta categoría, creadores como @jason_tartick, @whatsupfaridabad_ and @satirical_citizen lideran con su contenido viral. Explora estos videos populares de forma anónima en Pictame.
¿Qué es tendencia en #Atrix Diagnostics? Los videos de Reels más vistos y el contenido viral se presentan arriba.
Categorías Populares
📹 Tendencias de Video: Descubre los últimos Reels y videos virales
📈 Estrategia de Hashtag: Explora opciones de hashtag en tendencia para tu contenido
🌟 Creadores Destacados: @jason_tartick, @whatsupfaridabad_, @satirical_citizen y otros lideran la comunidad
Preguntas Frecuentes Sobre #Atrix Diagnostics
Con Pictame, puedes explorar todos los reels y videos de #Atrix Diagnostics sin iniciar sesión en Instagram. No se necesita cuenta y tu actividad permanece privada.
Análisis de Rendimiento
Análisis de 12 reels
💡 Posts top promedian 783.9K vistas (3.0x sobre promedio)
Publica regularmente 3-5x/semana en horarios activos
Consejos de Creación de Contenido y Estrategia
🔥 #Atrix Diagnostics muestra alto potencial de engagement - publica estratégicamente en horas pico
📹 Los videos verticales de alta calidad (9:16) funcionan mejor para #Atrix Diagnostics - usa buena iluminación y audio claro
✍️ Descripciones detalladas con historia funcionan bien - longitud promedio 723 caracteres
✨ Muchos creadores verificados están activos (25%) - estudia su estilo de contenido
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