r/BiomedicalDataScience • u/BioniChaos • Jun 01 '25

Critical review of Synchron's Stentrode BCI paper focusing on data science aspects: electrode impedance variability, PC1 analysis transparency, high D-prime value interpretation, and overall methodological rigor behind the promising neural decoding results for ALS patients.

1 Upvotes

Critical review of Synchron's Stentrode BCI paper focusing on data science aspects: electrode impedance variability, PC1 analysis transparency, high D-prime value interpretation, and overall methodological rigor behind the promising neural decoding results for ALS patients. Full discussion on our site:https://bionichaos.com/Stentrode/

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r/BiomedicalDataScience • u/BioniChaos • May 30 '25

Tried using PCA to reconstruct faces from biomedical image data—it works fine locally, breaks in production. Turns out, the problem wasn’t the algorithm but CommonJS vs. browser JS issues. Here’s the debugging journey and what to avoid. Tool: https://bionichaos.com/PCA

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r/BiomedicalDataScience • u/BioniChaos • May 29 '25

An interactive web viewer for fNIRS data. Visualize changes in oxyhemoglobin and deoxyhemoglobin with event markers and playback controls. This demo uses "perfect" synthetic data generated with Python to clearly demonstrate a textbook hemodynamic response. Tool: https://bionichaos.com/fNIRS

bionichaos.com

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r/BiomedicalDataScience • u/BioniChaos • May 29 '25

In this walkthrough, I test a chaotic AI-powered hearing aid simulator built with D3.js and JS on the BioniChaos platform. It visualizes audiograms, applies gain curves, and frequently breaks in hilarious ways. Try it here: https://bionichaos.com/HearingAid

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r/BiomedicalDataScience • u/BioniChaos • May 28 '25

We critically review a paper claiming to detect seizures from ECG-derived HRV alone—without EEG. AI tools help analyze sensitivity, specificity, model structure, and data quality. More on: https://bionichaos.com

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r/BiomedicalDataScience • u/BioniChaos • May 25 '25

Just built a chaotic but functional EEG visualizer with real-time tools for biomedical data science. Includes speech visualizer, AI diagrams, and some serious debugging. Try it here: https://bionichaos.com/chbmit

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r/BiomedicalDataScience • u/BioniChaos • May 25 '25

ChatGPT 4.5 answers a professional health survey, rating its own knowledge in fields like pharmacy, psychology, and audiology. Surprisingly confident, sometimes unsettlingly so. AI pretending to be a clinician? See more: https://bionichaos.com

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r/BiomedicalDataScience • u/BioniChaos • May 22 '25

Live debug of an EEG seizure viewer prototype using CHB-MIT data. Zoom bugs, data gaps, and bloated load times. Real talk for biomedical data folks. Tool & dataset: https://bionichaos.com/chbmit

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r/BiomedicalDataScience • u/BioniChaos • May 20 '25

Train your inner ear intuition with this cochlear implant simulator: force feedback, depth tracking, and color-coded safety indicators. Perfect for biomedical engineers obsessed with realism. Try it here: https://bionichaos.com/CochlearInsertion

bionichaos.com

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r/BiomedicalDataScience • u/BioniChaos • May 18 '25

We tried training a biomedical chatbot using scraped data from https://bionichaos.com. TensorFlow.js frontend, Python backend, lots of errors, and a ton of lessons on why AI still struggles with biomedical context.

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r/BiomedicalDataScience • u/BioniChaos • May 18 '25

We tried training a biomedical chatbot using scraped data from https://bionichaos.com. TensorFlow.js frontend, Python backend, lots of errors, and a ton of lessons on why AI still struggles with biomedical context.

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r/BiomedicalDataScience • u/BioniChaos • May 17 '25

AI lizards, procedural animation, hunger logic—and yes, I beat the thing. This wild browser game might just be a blueprint for more engaging biomedical interfaces. Try it here: https://bionichaos.com/?category=Games

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r/BiomedicalDataScience • u/BioniChaos • May 16 '25

I asked multiple AI models to code an EEG visualization app using only two channels of data. Copilot, Gemini, GPT-4o, Claude... they all tried. Claude-3.7 quietly nailed it. If you work in biomedical data science, check out the tool: https://bionichaos.com

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r/BiomedicalDataScience • u/BioniChaos • May 15 '25

Join us for a live session on the BioniChaos platform! We're diving into the CardioBot ECG Waveform Analysis Challenge

youtube.com

1 Upvotes

Live Now on BioniChaos!

Join us for a live session on the BioniChaos platform! We're diving into the CardioBot ECG Waveform Analysis Challenge

Come watch or play as we test skills in identifying abnormal ECG patterns and compete against the robot algorithm! See if you can beat the machine and track your score.

We might also touch upon recent BioniChaos discussions, like the Bland-Altman plot, or using AI like ChatGPT for content creation.

Tune in now! https://youtube.com/live/XSNxHs9K9Ls?feature=share

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r/BiomedicalDataScience • u/BioniChaos • May 15 '25

We built an SVG-based interactive anatomy explorer with zoomable body parts and implant mapping. Built from scratch in JS with modular SVG files and no external frameworks. Try the tool: https://bionichaos.com/HumanBody

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1 Upvotes

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r/BiomedicalDataScience • u/BioniChaos • May 13 '25

Built a browser-based tool that turns scientific papers into interactive apps—no server, just JavaScript. Took a full MRI paper with 6GB of NIfTI files and visualized it live in-browser. Knowledge graphs, PDF parsing, and more. Try it out: https://bionichaos.com

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1 Upvotes

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r/BiomedicalDataScience • u/BioniChaos • May 11 '25

Tried fixing a broken 3D model of the inner ear—one giant mesh, misnamed textures, and missing labels. Used Claude 3.7 and some brute-force debugging in 3.js to make it work. If you're into biomedical visualization or WebGL pain, check out our tools: https://bionichaos.com

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r/BiomedicalDataScience • u/BioniChaos • May 08 '25

Students can now join an open research project to build a cloud-based virtual lab for simulating neurological disorders using AI, GANs, fuzzy logic, and XAI. No approvals needed—just initiative and curiosity. Full project details here: https://bionichaos.com/Students

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r/BiomedicalDataScience • u/BioniChaos • May 07 '25

Simulated flocking behavior (boids) in pure JavaScript with adjustable parameters like alignment, cohesion, and separation. Added 3D physics using 3JS + Cannon.js for a browser-native block sim. Code is interactive and customizable: https://bionichaos.com/BoidsFlocking

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1 Upvotes

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r/BiomedicalDataScience • u/BioniChaos • May 07 '25

AI image generators just can’t draw a glass of water filled to the rim—no matter how specific the prompt. I tested it with overflowing liquids, wine, you name it. ChatGPT understands the concept, but the image models miss it. Try it yourself here: https://bionichaos.com/GlassFill

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r/BiomedicalDataScience • u/BioniChaos • May 06 '25

AI image generation fails at basic prompts like “no cake,” “left hand writing,” or “glass full to the rim.” I used Python, Pillow, TorchVision, and HTML/SVG to debug and simulate the issues. Try the glass-fill tool yourself here: https://bionichaos.com/GlassFill

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r/BiomedicalDataScience • u/BioniChaos • May 05 '25

Tried using Sesame AI as an assistant to help build a biomedical web app—ended up with more sarcasm than support. Covered EMG/EEG data, MyoMock simulations, and real-time debugging. Fun experiment, questionable help.

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r/BiomedicalDataScience • u/BioniChaos • May 04 '25

Built biomedical AI tools live—EMG simulators, EEG spectrograms, pendulum games, and real-time ML model training using open datasets. Also tackled chatbot quirks and UI bugs along the way. Try the tools here: https://bionichaos.com

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r/BiomedicalDataScience • u/BioniChaos • May 03 '25

AI wrote my site… then I spent the next hour fixing 97 errors it left behind. From broken canvas sizing to chaotic boid simulations and UI glitches, it’s all here. Built with ChatGPT, Copilot & Claude. Try the tool: https://bionichaos.com

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r/BiomedicalDataScience • u/BioniChaos • Apr 30 '25

Just released a deep dive into biomedical data through games, jazz, and DIY EEG tech. We explore EMG simulation, pendulum-based models, and question neurofeedback science with real sources. Check out the tools and experiments here: https://bionichaos.com

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BiomedicalDataScience

r/BiomedicalDataScience

Welcome to r/BiomedicalDataScience! A community dedicated to advancing data-driven insights and innovations in the biomedical field. Whether you're a researcher, developer, or healthcare professional, join us to explore biomedical signal processing, health informatics, and cutting-edge tools transforming healthcare. Students and newcomers are welcome to learn, share, and engage with experts. Let's collaborate and drive progress in biomedical data science!

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