Frequently Asked Questions

Everything you need to know about MeducationAI

MeducationAI is an AI powered learning management system built to bring artificial intelligence to medical education. Our platform empowers institutions and individuals to become better doctors, nurses, and clinicians through personalized, adaptive learning tools.

We provide an oncology question bank in addition to tools designed for different types of learners, including AI tutoring, flashcards, mind maps, knowledge graphs, notebook tools, and image creation. Whether you are preparing for board exams or deepening your clinical knowledge, MeducationAI meets you where you are and helps you get where you need to be.

We are building tools that use AI to adapt to each learner's deficiencies and weaknesses. After each interaction with the platform, our algorithms analyze what you know well and where you struggle.

Every learner gets a personalized experience. We provide flashcards with spaced repetition, mind maps, knowledge graphs, and notebook tools. Each of these tools works together to build understanding rather than encourage memorization.

Every question in our oncology question bank is written by practicing oncologists who have real world experience in the field. Each question goes through a review process where it is evaluated by an oncologist before it is published on the platform. This ensures clinical accuracy, relevance to current practice, and alignment with what is actually tested on board exams.

MeducationAI currently covers solid oncology topics, including breast cancer, lung cancer (NSCLC and SCLC), colorectal cancer, prostate cancer, renal cell carcinoma, bladder cancer, melanoma, head and neck cancers, and pancreatic and hepatobiliary cancers. We also cover cross cutting themes such as palliative care, clinical trial methodology, immunotherapy toxicity management, and targeted therapy mechanisms.

Hematologic malignancies coverage is currently being built and will be available soon.

All questions are reviewed by practicing oncologists and aligned with current NCCN and ASCO guidelines.

MeducationAI is built for:

  • Hematology oncology fellows preparing for the ABIM certifying examination
  • Residents and medical students who benefit from our personalized learning tools including notebook, image creation, flashcards, mind maps, and knowledge graphs
  • Early attendings who want a structured way to stay current with rapidly evolving guidelines
  • International medical graduates adapting to US practice and licensing standards
  • Program directors and departments who want cohort level analytics and structured learning tools for their trainees

MeducationAI goes beyond traditional question banks in several ways.

Questions are written as clinical vignettes that mirror the reasoning you use at the bedside. Every question includes a detailed explanation of why the correct answer is right. We also explain why each wrong answer is wrong and describe the clinical scenario in which that wrong answer would actually be the right one. This teaches you to think through the reasoning rather than just memorize which letter to pick.

The AI assistant can generate custom mnemonics, comparison tables, and case extensions to deepen your understanding. Analytics show you exactly where you are weak across the blueprint, not just a global score.

Our flashcards use the FSRS (Free Spaced Repetition Scheduler) algorithm, which is the same next generation spaced repetition algorithm now used by Anki. FSRS was developed using machine learning to more accurately model how human memory works, making it significantly more effective than older algorithms like SM2. It schedules concepts you struggle with more frequently and gradually spaces out content you have mastered. Studies show that spaced repetition improves long term retention by up to 200% compared to passive re reading or massed practice.

Yes. Training programs can reach out to our team about our enterprise tools. We provide the ability for programs to deliver their own teaching methods and teaching content to their students through the platform. Program leadership gets a comprehensive overview of how each trainee is performing, including analytics on individual strengths and weaknesses across all topics. Contact us through the support page to learn more about institutional access and onboarding.

Our question bank is updated continuously. We have a background algorithm that scans our questions and notifies our physicians when there is a change in the guidelines or evidence that affects a question. Our team then reviews the flagged content and updates it accordingly.

We prioritize aligning our content with published guidelines because the guidelines are what is being tested on board exams. This means we may sometimes be slightly behind what is happening in day to day clinical practice, because we focus on what examiners are actually asking. That said, we also include content from new clinical trials when we believe it is likely to appear on the exam.

Not at this time. Access to question content currently requires an account and an active plan.

The MeducationAI Notebook is a full learning engine that lives alongside the question bank. Fellows can capture insights, connections, and personal notes while they study or use it as a standalone workspace. The Notebook generates interactive mind maps that update automatically as you add new notes, builds a living knowledge graph that visualizes how your knowledge points connect across topics, creates AI generated flashcards powered by the FSRS spaced repetition algorithm, and lets you chat directly with your notes using the Ask My Notes feature to find information without scrolling through pages. You can also generate board style quizzes from your own notes, turning passive study material into active retrieval practice.

Yes. The MeducationAI Learning Hub lets fellows and physicians upload any PDF, guideline, or lecture and transform it into polished, presentation ready materials using AI. The platform converts PDFs into complete lecture slides with AI generated content and images, exports fully animated PowerPoint files ready to present, generates board style quizzes from uploaded content with detailed performance reports, and creates spaced repetition flashcards from uploaded guidelines and review papers. Everything can be edited directly on the platform before exporting.

Yes. MeducationAI includes a curated Podcast Radio Station built specifically for hematology and oncology learners. Experienced oncologists and hematologists review and select each episode, matching it to clear learning objectives before it is published. Episodes are organized by topic so fellows can jump straight to the area they want to learn about. Fellows can also take notes directly while listening, which feeds into their Notebook and all its connected tools including mind maps, flashcards, and knowledge graphs.

MeducationAI includes a full suite of learning tools designed for different study styles. These include AI generated flashcards with FSRS spaced repetition, interactive mind maps that regenerate as you add notes, a knowledge graph that visualizes relationships between concepts across topics, a notebook with an Ask My Notes AI chat feature, board style quiz generation from your own notes or uploaded PDFs, AI powered lecture slide creation with PowerPoint export, a curated podcast radio station, and in question tools like AI read aloud, adjustable text size, and active reading tools for highlighting and annotation.

Ask My Notes is a feature in the MeducationAI Notebook that lets you chat directly with your own notes. You can ask a question and get answers pulled straight from everything you have written down, without scrolling through pages to find a specific detail. It works like a personal AI assistant trained on your own study material.

Yes. The MeducationAI Blog is a regularly updated library of articles written specifically for hematology oncology fellows. We cover lifestyle and fellowship navigation topics like how to prepare for conferences, how to present at journal club and tumor board, and tips for thriving during fellowship. We also publish guideline breakdowns and educational deep dives on high yield clinical topics relevant to boards and daily practice. Visit our Blog page to explore the latest articles.

Every question is grounded in articles from PubMed. All our questions are backed by articles from PubMed at the bottom. You can either hover on the link and you will see a description of the article, or you can go to the article itself and check yourself.

No. Your data is not used to train, fine tune, or generate any AI models. Your information is used solely to provide you with the MeducationAI service.

Your institution's data remains yours. It is not shared, used to train, or used to fine tune any AI models. Data belonging to your institution stays within your institution's scope on the platform.

Still have questions?

Feel free to reach out to our support team. We're here to help you succeed.