When Accuracy is Not Enough: Why Error Analysis is Necessary for Radiology AI Evaluation radiologyai.substack.com/p/w… #radiology #ErrorAnalysis #MachineLearning

When Accuracy is Not Enough: Why Error Analysis is Necessary for Radiology AI Evaluation radiologyai.substack.com/p/w… #radiology #metrics #ErrorAnalysis

When Accuracy is Not Enough: Why Error Analysis is Necessary for Radiology AI Evaluation radiologyai.substack.com/p/w… #blog #metrics #ErrorAnalysis

We are committed to empowering #education with cutting edge AI solutions, including our AI powered batch #GradingAgent. Built on our #SenseNova V6.5 multimodal model, the solution scans exam papers and performs intelligent grading with #ErrorAnalysis and step by step #feedback. It supports #mathematics questions with diagrams up to secondary levels, achieving 99.9% #accuracy for objective questions and over 95% for subjective ones. A full class can be graded in just 10 minutes. Lewis Fung, Managing Director of SenseTime Hong Kong and Macau, is delighted to introduce this innovation to the education sector at the AI Education Seminar organised by Hong Kong Science and Technology Parks Corporation and co-organised by local school associations, aligning with the Education Bureau’s initiatives to advance AI enhanced learning and teaching.

Dry subject matter? Not in Plugge/Pledger’s class! 💥 Students tackled error analysis like champs—collaborating, thinking deeply, and showing their work with pride. Rigor creativity = learning magic! 🧠✨ #StudentSuccess #ErrorAnalysis #EngagedLearners @FultonCoSchools @FultonZone5 @Sara4fcs

Thanks @_akhaliq, and @rohanpaul_ai for sharing our work! 🙏 CLEAR helps uncover how and why models fail — not just if they do. 🔍 Structured error analysis 🧠 LLM-as-a-Judge ⚙️ Actionable insights across tasks Try it: github.com/IBM/CLEAR Read: arxiv.org/abs/2507.18392 📌 Our full thread is in the first comment. #LLM #AI #ErrorAnalysis #NLP

Achieving Truth: Minimizing Errors & Acknowledging Mistakes #TruthSeeking #CriticalThinking #IntellectualHonesty #ErrorAnalysis #SelfImprovement #Knowledge #Learning #CognitiveBias #Truth #Mindfulness

What if we could learn more from children’s math mistakes? A new blog explores how @ZiziAfrique Foundation, in partnership with Kenya’s Ministry of Education and KICD, is using error analysis to understand how children learn—and where they struggle. By analyzing the types of mistakes learners make in math, educators in Kenya are gaining new insights into student thinking—and tailoring teaching strategies accordingly. Not all wrong answers are the same. Read more about this innovative approach: palnetwork.org/strengthening… #FoundationalNumeracy #EducationInKenya #ErrorAnalysis #EdResearch #ZiziAfrique

Accuracy is key in medical scribing. At Lerxs, our LLMs aren’t just for generating features—they’re critical in detecting and analyzing errors in clinical documentation in real time. #LLM #ErrorAnalysis

#Article 📜 Error Analysis of a New Five-Degree-of-Freedom Hybrid Robot by Hongjun San, et al. mdpi.com/2076-0825/12/8/324 Kunming University of Science and Technology @MDPIOpenAccess #errorsources #errormodeling #errorseparation #erroranalysis #errorcoupling

Our 6th graders crushed their #ErrorAnalysis activity today! 🧠✨ They identified mistakes, explained their thinking, and learned how to avoid them in the future. Proud of their hard work and growth! #MathWins #GrowthMindset #MiddleSchoolMath #LearnFromMistakes #KMSCougarPRIDE

Ms Rocha completed a “guided discourse” to reteach integer operations with her @LandrumMS 6th graders #ErrorAnalysis #TurnAndTalk The power of analyzing work and writing before sharing increased the amount of students mastering this skill 💡

Want to improve your analysis of learner errors in EFL? Here’s how corpus data can help. #CorpusLinguistics #EFLTeaching #ErrorAnalysis #CorpusLinguistics #EFLTeaching #ErrorAnalysis #TeacherTools #ELTResearch

Had the chance to witness some amazing things in Ms. Bedrus room this week. Turning a simple activity into something #meaningful for students. So proud of my Algebra 2 team! #erroranalysis #collaborationofstudents #lockedin🔒 #learning #ThinkFirst

They rocked this problem of the day! We are wrapping up Unit 1 this week. Next stop- multiplication! #erroranalysis #mathismyjam #thirdgrade

📊 Math teachers, level up your domain & range lessons! 🚀 Students mastered it through error analysis using our EDHS annotation. Spot misconceptions, reinforce understanding. #MathEd #ErrorAnalysis #ALLIN @NOjeda_EDHS @EDAztecs_HS @LCompean_EDHS

🔍 Error #Analysis: What Most Often Prevents Beginners from #Winning? 🎯 Dear users, every beginner in #betting faces certain difficulties that can hinder success. Today, we want to break down the most common mistakes that #beginners make and #help you avoid them: 1️⃣ Lack of #Strategy: One of the most common mistakes is the absence of a clear plan. Many beginners place #bets impulsively, without analysis and a well-thought-out strategy, which leads to losses. 2️⃣ Underestimating Risks: Betting always involves risk. However, beginners often #overlook this factor and place too large bets, which can lead to significant losses. 3️⃣ Lack of #Knowledge: Many novice players do not study the #sport they are betting on sufficiently. A lack of information about teams, players, and events can negatively affect the outcome of bets. 4️⃣ Emotional Decisions: Often, beginners place bets influenced by emotions, especially after a series of losses. This #leads to irrational decisions and even greater losses. 5️⃣ Ignoring #Bankroll Management: #Successful betting requires strict control over the budget. Beginners often neglect this rule, which leads to the rapid depletion of #funds. 📈 Tips for Beginners: #Develop your #strategy and stick to it. Always consider possible risks. Study the sport and events you are #betting on. Keep your emotions in check and don't make decisions based on feelings. Monitor your #bankroll and don’t bet more than you can afford to lose. Good luck with your bets on Si14.Bet! 🚀 #Si14Bet #SportsBetting #TipsForBeginners #ErrorAnalysis #RiskManagement #Bankroll Learn more about the project: 🔸 Si14 betting exchange: si14.bet 🔸 Si14 IPO: si-14.com 🔸 Telegram: t.me/si14BetIO 🔸 VK: vk.com/si14bet 🔸 Facebook: facebook.com/si14betting 🔸 Twitter: twitter.com/Si14LLC 🔸 Mail: info@si14.bet

Mistakes as Learning Tools? Yes! Discover how Error Analysis can improve students' outcomes. It's not just about finding errors; it's about unlocking a world of critical thinking. Dive in to see how this approach can spark learning. ✨ Read the full story ➡️ bit.ly/Error-Analysis #EducationInnovation #CriticalThinking #ErrorAnalysis #LearningFocused

Some great #erroranalysis and #collaboration where did Ms. Bonilla go wrong? @KathrynHenson

Understanding errors makes them a part of the learning process and something we can prevent in the future. Check out this great read on the subject! #Metacognition #ErrorAnalysis #AlwaysLearning