#Mes Implementation Challenges

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#Mes Implementation Challenges Reel by @longevity_for_the_longhaul (verified account) - Here are the actual tools and strategies highlighted in the paper that help clinicians identify ME/CFS sooner:

1. Symptom-based diagnostic criteria (
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@longevity_for_the_longhaul
Here are the actual tools and strategies highlighted in the paper that help clinicians identify ME/CFS sooner: 1. Symptom-based diagnostic criteria (not exclusion) * Using the Centers for Disease Control and Prevention / National Academy of Medicine criteria * Focus on core symptoms: * Post-exertional malaise (PEM) * Fatigue * Unrefreshing sleep * Cognitive impairment or orthostatic intolerance 2. Clinical algorithms (biggest system-level tool) * Step-by-step decision-making pathways clinicians follow in real time * Example: Mayo Clinic’s AskMayoExpert ME/CFS care algorithm * Helps doctors recognize patterns and make faster, more accurate diagnoses 3. Point-of-care decision tools * Embedded guidance inside clinical systems * Used during patient visits, especially for providers outside ME/CFS specialty care 4. Structured patient history focused on PEM * Asking specifically about delayed symptom crashes (12–48 hours later) * Identifying triggers: physical, cognitive, or sensory exertion 5. Basic lab panels (rule out + support diagnosis) * Standardized testing (CBC, thyroid, B12, inflammatory markers, etc.) * Not to “prove” ME/CFS—but to exclude confounding conditions efficiently 6. Orthostatic testing * In-office tools like the NASA Lean Test * Helps identify orthostatic intolerance/POTS, which commonly co-occur 7. Symptom tracking tools * Diaries or wearable devices * Help capture patterns of PEM and activity intolerance over time 8. Validated diagnostic instruments * Standardized questionnaires and tools (via National Institute of Neurological Disorders and Stroke Common Data Elements) * Improve consistency across clinicians and systems ⸻ Bottom line: The biggest shift isn’t one test—it’s structured clinical tools + recognizing PEM early. Thank you @meactnet @mayoclinic and Jaime❤️ #pem#tools#covidrecoverymama #longcovidkids #fatigue
#Mes Implementation Challenges Reel by @emmaforrest_va - Not every system has to be complicated to work well.

There are so many project management tools out there, and honestly? A lot of them are great. 

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@emmaforrest_va
Not every system has to be complicated to work well. There are so many project management tools out there, and honestly? A lot of them are great. But I’m a big fan of keeping it SIMPLE and using what actually helps the work move. For real estate clients, I love using Monday.com to keep listings, timelines, and task details organized in one place. There are so many moving parts in a sale, and having a clear system makes it easier to stay on top of everything without things slipping through the cracks. For interior designers and social media management, sometimes a good Google spreadsheet is all you need. I use one to map out content, keep track of ideas, and make sure nothing gets lost. Simple, clear, effective. The best tool isn’t always the fanciest one! It’s the one that helps you stay organized & consistent. That’s a big part of what I do for my clients. I find the systems that make sense for their business and help keep everything running smoothly behind the scenes. #ProjectManagement #VirtualAssistant #RealEstateVA #InteriorDesignVA #emmaforrestvirtualsolutions
#Mes Implementation Challenges Reel by @lizthesocialpm - Here's exactly how I use Confluence, Jira, and Microsoft Teams to keep projects moving, stakeholders aligned, and nothing slipping through the cracks.
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@lizthesocialpm
Here’s exactly how I use Confluence, Jira, and Microsoft Teams to keep projects moving, stakeholders aligned, and nothing slipping through the cracks. If you’re learning project management, save this. Simple systems. Clear communication. Delivered projects. That’s the goal. #confluence #jira #projectmanagementtools #projectmanagementtips #newprojectmanagers
#Mes Implementation Challenges Reel by @nemtstartupcoach (verified account) - Still Running NEMT… But Demand Is Inconsistent?

If you already started your NEMT business and the demand still isn't steady, this is for you.

You do
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@nemtstartupcoach
Still Running NEMT… But Demand Is Inconsistent? If you already started your NEMT business and the demand still isn’t steady, this is for you. You don’t need another pep talk. You don’t need to chase more contracts. And you don’t need to keep adding expenses while revenue stays unstable. Most NEMT businesses are built on systems they don’t control—Medicaid, brokers, facility volume. When that pipeline slows, everything tightens. Self-pay is different. But it only works when your lane is specific, your offer is packaged, and your messaging speaks to the real decision-maker. That’s why I created NEMT Ready in 7 Steps—to help existing owners tighten their lane, define a niche, and build service packages that don’t rely on volume you can’t control. If you’re ready to stop operating in survival mode, this is where you start. 🔗 Link in bio #NEMTBusiness #TransportationBusiness #SelfPayNEMT #BusinessStructure #EntrepreneurMindset
#Mes Implementation Challenges Reel by @rajawaliparamakonstruksi - Tebak-tebakan produk MEP, siapa yang paling cepat jawab?

Setiap produk punya fungsi dan perannya masing-masing dalam sebuah proyek.

Melalui permaina
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@rajawaliparamakonstruksi
Tebak-tebakan produk MEP, siapa yang paling cepat jawab? Setiap produk punya fungsi dan perannya masing-masing dalam sebuah proyek. Melalui permainan ini, tim Rajawali Parama Konstruksi menunjukkan bahwa mengetahui produk MEP adalah bagian penting untuk menghadirkan pekerjaan yang tepat dan berkualitas. Karena solusi terbaik selalu dimulai dari pemahaman yang tepat. Rajawali Parama Konstruksi — The Right Partner untuk solusi MEP anda. --- MEP product guessing game — who can answer the fastest? Every product has its own function and role in a project. Through this game, the Rajawali Parama Konstruksi team shows that knowing MEP products is an important part of delivering precise and quality work. Because the best solutions always start with the right understanding. Rajawali Parama Konstruksi — The Right Partner for your MEP solutions. #RajawaliParamaKonstruksi #MEPContractor #MechanicalElectricalPlumbing #Engineering #Construction #TheRightPartner #MEPIndonesia #TebakTebak #TebakProduk #MEPChallenge #GuessTheProduct #quiz
#Mes Implementation Challenges Reel by @product_management_irl - The most valuable PM move is reducing the distance between:
customer truth → product decisions

When that distance shrinks:
alignment improves
decisio
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@product_management_irl
The most valuable PM move is reducing the distance between: customer truth → product decisions When that distance shrinks: alignment improves decisions come faster teams move with more confidence It changes the shape of the work around you.
#Mes Implementation Challenges Reel by @priyal.py - 1. Sentiment Analysis API
Description: Train a text sentiment classifier and serve it via an API for real-time predictions.
Tech Stack: FastAPI, Flask
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@priyal.py
1. Sentiment Analysis API Description: Train a text sentiment classifier and serve it via an API for real-time predictions. Tech Stack: FastAPI, Flask, Scikit-learn, Hugging Face, Docker, Python 2. Data Versioning and Model Reproducibility Description: Use DVC to version datasets, models, and pipelines for reproducible ML experiments. Tech Stack: DVC, Git, Scikit-learn, Python 3. Model Packaging with Docker Description: Containerize a trained ML model to ensure consistent deployment across environments. Tech Stack: Docker, Python, FastAPI, Flask 4. CI/CD for ML Models (GitHub Actions) Description: Automate model training, testing, and deployment using GitHub Actions. Tech Stack: GitHub Actions, Docker, DVC, pytest, Python 5. Model Registry & Deployment Pipeline Description: Manage multiple model versions and automate promotion from staging to production. Tech Stack: MLflow Model Registry, FastAPI, Docker Compose, GitHub Actions 6. Model Monitoring with Evidently AI Description: Track model performance and detect data drift using monitoring dashboards. Tech Stack: Evidently AI, Prometheus, Grafana, Python 7. Real-Time Inference with Kafka Description: Serve model predictions on streaming data for real-time applications. Tech Stack: Apache Kafka, FastAPI, Docker, Python #datascience #machinelearning #womeninstem #learningtogether #progresseveryday #tech #consistency
#Mes Implementation Challenges Reel by @leadgenman (verified account) - Everyone's talking about 𝗠𝗖𝗣 (𝗠𝗼𝗱𝗲𝗹 𝗖𝗼𝗻𝘁𝗲𝘅𝘁 𝗣𝗿𝗼𝘁𝗼𝗰𝗼𝗹).

Let me save you 3 hours of research: It's JSON schema with agreed-upon
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@leadgenman
Everyone’s talking about 𝗠𝗖𝗣 (𝗠𝗼𝗱𝗲𝗹 𝗖𝗼𝗻𝘁𝗲𝘅𝘁 𝗣𝗿𝗼𝘁𝗼𝗰𝗼𝗹). Let me save you 3 hours of research: It’s JSON schema with agreed-upon endpoints. Anthropic said “Hey, let’s all use the same JSON format when connecting AI to tools” and everyone said “Sure.” Before MCP: - LLMs were heading in different directions - Every integration was custom with M apps × N tools = M×N integrations - Engineers needed a common language After MCP: - Build one MCP server for your tool - Works with any MCP-compatible AI app - M + N integrations instead of M×N If you can write JSON, you already know MCP. What used to take weeks of integration work now takes hours. Connect your database, API, or tool to any AI assistant through one clean protocol. Why this matters: - Build once, integrate everywhere - No more custom adapters for each AI platform - Your tools instantly work with Claude, GPT, and whatever comes next Now instead of reading 50 different integration docs, you read one spec. Instead of maintaining adapters for every AI platform, you maintain one server. Over to you. Want to try this MCP server platform? Comment “MCP” if you’d like to be a full video guide and beta tester access.
#Mes Implementation Challenges Reel by @civiltech.real - Essential MEP Drawings: The blueprint for efficient mechanical, electrical, and plumbing system integration in modern construction. #MEP #Construction
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@civiltech.real
Essential MEP Drawings: The blueprint for efficient mechanical, electrical, and plumbing system integration in modern construction. #MEP #ConstructionDocs #SystemsCoordination"
#Mes Implementation Challenges Reel by @ca.manishgupta (verified account) - MSME Rule 45 Days, Part 2:  Did you know about these key changes?
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#msme #smallbusiness #financetips #financialadvisor #india #indianbusiness #bu
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@ca.manishgupta
MSME Rule 45 Days, Part 2: Did you know about these key changes? . . . #msme #smallbusiness #financetips #financialadvisor #india #indianbusiness #businessowner #indianentrepreneur #rule45 #financialplanning101 #msmeindia
#Mes Implementation Challenges Reel by @emrcodes (verified account) - Comment "MICROSERVICE" to get the links!

🔥 Trying to build scalable systems without understanding microservices is like splitting your app into piec
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@emrcodes
Comment “MICROSERVICE” to get the links! 🔥 Trying to build scalable systems without understanding microservices is like splitting your app into pieces and hoping they magically work together. If you don’t grasp service boundaries, communication, and deployment independence, you’ll face chaos in production. This roadmap prevents that. 🏗 What Are Microservices? A beginner-friendly intro to why microservices exist, what makes them powerful, and how they differ from monoliths. ⏱ Microservices in 5 Minutes A quick explanation of how independent services communicate, scale, and evolve without slowing down the system. 🎯 What Microservices Are Really About A deeper look at the trade-offs—when they help, when they hurt, and why many companies regret adopting them too early. 💡 With these resources, you will: 🚀 Understand how modern distributed systems are actually built 🧩 Define clean boundaries that keep teams and services independent 📈 Scale components that need it—without overspending 🔍 Debug failures across services with better mental models 🛠 Know when microservices are the wrong choice If you want to move from “it works on my laptop” to “it scales reliably in production,” microservice fundamentals aren’t hype—they’re essential. 📌 Save this post so you never lose this roadmap. 💬 Comment “MICROSERVICE” and I’ll send you all the links! 👉 Follow for more Backend Engineering, System Design, and Career Growth.
#Mes Implementation Challenges Reel by @cloud_x_berry (verified account) - Follow @cloud_x_berry for more info

#MachineLearning #MLAlgorithms #DataScience #AI #LearnML

machine learning algorithms explained, linear regressio
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@cloud_x_berry
Follow @cloud_x_berry for more info #MachineLearning #MLAlgorithms #DataScience #AI #LearnML machine learning algorithms explained, linear regression model, logistic regression classification, decision tree algorithm, support vector machine svm, knn algorithm explained, dimensionality reduction techniques, random forest algorithm, k means clustering algorithm, naive bayes classifier, supervised learning algorithms, unsupervised learning algorithms, classification vs regression, ml basics for beginners, data science concepts, ai model types, feature engineering basics, model selection techniques, ml interview preparation, machine learning fundamentals

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